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https://openalex.org/W3179839637
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https://iris.uniroma1.it/bitstream/11573/1562347/3/Pascarella_SARS%e2%80%90CoV%e2%80%902%20B.1.617_2021.pdf
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English
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SARS‐CoV‐2 B.1.617 Indian variants: Are electrostatic potential changes responsible for a higher transmission rate?
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Journal of medical virology
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1
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.
© 2021 The Authors. Journal of Medical Virology Published by Wiley Periodicals LLC
Stefano Pascarella and Massimo Ciccozzi contributed equally to this study. SARS‐CoV‐2 B.1.617 Indian variants: Are electrostatic
potential changes responsible for a higher transmission rate? Stefano Pascarella1
|
Massimo Ciccozzi2
|
Davide Zella3
|
Martina Bianchi1
|
Francesca Benedetti3
|
Domenico Benvenuto2
|
Francesco Broccolo4
|
Roberto Cauda5
|
Arnaldo Caruso6
|
Silvia Angeletti7
|
Marta Giovanetti8
|
Antonio Cassone9 1Department of Biochemical Sciences “A. Rossi Fanelli”, Sapienza University of Rome, Rome, Italy
2Medical Statistic and Molecular Epidemiology Unit, University of Biomedical Campus, Rome, Italy
3Department of Biochemistry and Molecular Biology, Institute of Human Virology and Global Virus Network Center, University of Maryland School
of Medicine, Baltimore, Maryland, USA 1Department of Biochemical Sciences “A. Rossi Fanelli”, Sapienza University of Rome, Rome, Italy
2Medical Statistic and Molecular Epidemiology Unit, University of Biomedical Campus, Rome, Italy
3Department of Biochemistry and Molecular Biology, Institute of Human Virology and Global Virus
of Medicine, Baltimore, Maryland, USA 4Department of Clinical Medicine and Prevention, University of Milano‐Bicocca, Milan, Italy
5Istituto Clinica di Malattie Infettive, Università Cattolica del Sacro Cuore, Rome, Italy
6Department of Microbiology and Virology, Spedali Civili, Brescia, Italy
7Unit of Clinical Laboratory Science, University Campus Bio‐Medico of Rome, Rome, Italy
8Laboratório de Flavivírus, Instituto Oswaldo Cruz, Fundação Oswaldo Cruz, Rio de Janeiro, Rio de Janeiro, Brazil
9Center of of Genomics, Genetics and Biology, Siena, Italy Correspondence
Massimo Ciccozzi, Medical Statistic and
Molecular Epidemiology Unit, University of
Biomedical Campus, Via Álvaro del Portillo,
21, 00128 Rome, Italy. Email: M.ciccozzi@unicampus.it
Silvia Angeletti, Unit of Clinical Laboratory
Science, University Campus Bio‐Medico of
Rome, Via Álvaro del Portillo, 21,
00128 Rome, Italy. Email: S.Angeletti@unicampus.it J Med Virol. 2021;1–6. Received: 21 May 2021 |
Revised: 11 June 2021 |
Accepted: 8 July 2021
DOI: 10.1002/jmv.27210
R E S E A R C H A R T I C L E
SARS‐CoV‐2 B.1.617 Indian variants: Are electrostatic
potential changes responsible for a higher transmission rate?
Stefano Pascarella1
|
Massimo Ciccozzi2
|
Davide Zella3
|
Martina Bianchi1
|
Francesca Benedetti3
|
Domenico Benvenuto2
|
Francesco Broccolo4
|
Roberto Cauda5
|
Arnaldo Caruso6
|
Silvia Angeletti7
|
Marta Giovanetti8
|
Antonio Cassone9
1Department of Biochemical Sciences “A. Rossi Fanelli”, Sapienza University of Rome, Rome, Italy
2Medical Statistic and Molecular Epidemiology Unit, University of Biomedical Campus, Rome, Italy
3Department of Biochemistry and Molecular Biology, Institute of Human Virology and Global Virus Network Center, University of Maryland School
of Medicine, Baltimore, Maryland, USA
4Department of Clinical Medicine and Prevention, University of Milano‐Bicocca, Milan, Italy
5Istituto Clinica di Malattie Infettive, Università Cattolica del Sacro Cuore, Rome, Italy
6Department of Microbiology and Virology, Spedali Civili, Brescia, Italy
7Unit of Clinical Laboratory Science, University Campus Bio‐Medico of Rome, Rome, Italy
8Laboratório de Flavivírus, Instituto Oswaldo Cruz, Fundação Oswaldo Cruz, Rio de Janeiro, Rio de Janeiro, Brazil
9Center of of Genomics, Genetics and Biology, Siena, Italy Received: 21 May 2021 |
Revised: 11 June 2021 |
Accepted: 8 July 2021
DOI: 10.1002/jmv.27210 Revised: 11 June 2021 |
Accepted: 8 July 2021 R E S E A R C H A R T I C L E ree energy difference (ΔΔG) between wild‐type and mutant structure. Negative values indicate destabilization. brational entropy difference (ΔΔS) between wild‐type and mutant structure. Positive values indicate increased flex 1
|
INTRODUCTION England). Here, we focus on biochemical and biophysical changes
conferred to the B.1.617+ VUI by the P478K and E484Q mutations. We then compare these changes with other VOCs to establish
whether and to what extent those amino acid changes can influence
the interaction of the spike protein with ACE2, thus potentially af-
fecting SARS‐CoV‐2 transmission and immune‐escape properties. The coronavirus disease 19 (COVID‐19), caused by the new cor-
onavirus SARS‐CoV‐2, continues to spread worldwide, with more
than 163 million infections and about 3.5 million deaths as of May
17, 2021 (www.who.int). To fight this dreadful disease, several safe
and efficacious vaccines against SARS‐CoV‐2 are being used with
remarkable effectiveness in some countries and limited availability in
others. In particular, the capacity of some countries to halt SARS‐
CoV‐2 spread is still limited due to inadequate resources and vac-
cination infrastructures.1,2 In this scenario, several SARS‐CoV‐2
variants have been identified and have become a global threat. Some
of them have been classified as variants of concern (VOCs) due to
their mutations in the S1 subunit of the spike (S) protein, particularly
in its receptor‐binding domain (RBD).3–5 One of them, identified as
B.1.1.7 (α), also known as the UK variant, bears a substitution of
asparagine with tyrosine on the position 501 and deletion of two
amino acids in the position 69–70 of the S1 subunit. This variant has
quickly spread in several European countries to become globally
dominant.5 Other VOCs have been isolated in South Africa and Brazil
and have been studied for their enhanced contagiousness and re-
sistance to neutralization by antibodies from convalescent and
vaccine‐recipient subjects6–8 (Table 1). Quite recently, a new variant
under investigation (VUI) has been isolated from Maharashtra, India,
in a setting of the highly diffusive epidemic with devastating pro-
portions. This variant, identified as B.1.617, carries several non‐
synonymous mutations. Two of them, the E484Q (or the P478K) and
the L452R, are located in the RBD region, and they are critical sites
for the binding with ACE2. Initial data suggest these mutations could
confer increased transmission and immune evasion.9–11 Currently,
B.1.617 comprises three subvariants, B.1.617.1‐3, with different
distribution of the mutations P478K and E484Q (Public Health Abstract Lineage B.1.617+, also known as G/452R.V3 and now denoted by WHO with the Greek
letters δ and κ, is a recently described SARS‐CoV‐2 variant under investigation first
identified in October 2020 in India. As of May 2021, three sublineages labeled as
B.1.617.1 (κ), B.1.617.2 (δ), and B.1.617.3 have been already identified, and their potential
impact on the current pandemic is being studied. This variant has 13 amino acid changes,
three in its spike protein, which are currently of particular concern: E484Q, L452R, and
P681R. Here, we report a major effect of the mutations characterizing this lineage,
represented by a marked alteration of the surface electrostatic potential (EP) of the
receptor‐binding domain (RBD) of the spike protein. Enhanced RBD‐EP is particularly
noticeable in the B.1.617.2 (δ) sublineage, which shows multiple replacements of neutral
or negatively charged amino acids with positively charged amino acids. We here hy-
pothesize that this EP change can favor the interaction between the B.1.617+ RBD and
the negatively charged ACE2, thus conferring a potential increase in the virus
transmission. wileyonlinelibrary.com/journal/jmv PASCARELLA ET AL. | 2 K E Y W O R D S
B.1.617 δ and κ variants, electrostatics potential changes, SARS‐CoV‐2 2
|
METHODS To perform a robust analysis three different three‐dimensional
structures of SARS‐CoV‐2 spike glycoprotein have been downloaded
from Protein Data Bank with the following characteristics: 1. SARS‐CoV‐2 RBD in complex with neutralizing antibody CC12.3
(PDB code: 6XC4, chain A), 2. SARS‐CoV‐2 RBD in complex with ACE2 (PDB code: 6M0J,
chain E), 3. SARS‐CoV‐2 RBD in complex with ACE2‐B0AT1 (PDB code:
6M17, chain F). The DynaMut server12 has been used to predict the impact of
mutations on protein stability analyzing the folding free energy
(ΔΔG) and the vibrational movement (ΔΔS), two crucial character-
istics of the function and the molecular recognition of the protein. DynaMut automatically provides also results from DUET analysis, a
method that combines two complementary approaches (mCSM and
SDM) in a consensus prediction of ΔΔG.13 DUET results also have
been considered in combination with DynaMut for the character-
ization of the mutants. PyMol (PyMol, version 2.4) suite was utilized
for in‐silico mutagenesis and its Adaptive Poisson Boltzmann Solver
(APBS) plugin14 has been used to calculate the electrostatic potential TABLE 1
Results of DynaMut and DUET analysis
Mutant sites
DynaMut
DUET
ΔΔG (kcal/mol)a
ΔΔS (kcal/mol K)b
ΔΔG (kcal/mol)a
6M17
6M0J
6XC4
6M17
6M0J
6XC4
6M17
6M0J
6XC4
N501Y
0.089
−0.272
0.089
−0.162
0.138
−0.312
−0.297
−0.474
−0.391
K417N
−0.399
−0.651
−1.174
0.487
0.659
0.347
−0.513
−1.295
−0.990
K417T
−0.152
−0.566
−0.832
0.198
0.507
0.193
−0.854
−1.343
−1.119
E484K
0.087
−0.101
−0.109
−0.075
0.171
0.336
0.656
0.128
0.348
E484Q
0.399
−0.644
−0.755
−0.084
0.151
0.189
0.099
−0.438
−0.319
L452R
−0.417
−0.319
−0.462
0.150
0.059
−0161
−0.548
−0.741
−0.661
T478K
−0.334
1.003
0.257
0.111
−0.385
−0.152
0.109
−0.024
0.037
aF
diff
(ΔΔG) b t
ild t
d
t
t t
t
N
ti
l
i di
t
d
t bili
ti TABLE 1
Results of DynaMut and DUET analysis 3.1
|
Protein stability In silico prediction of the mutation impact on the RBD stability has
been carried out with DynaMut. Three alternative RBD structures
denoted by the PDB codes 6M17, 6M0J, and 6XC4 have been tested. These structures display small differences in the conformation of
loops, especially in the one inside the receptor‐binding motif (RBM). According to the parameters of our in silico experiments, the output
of DynaMut for mutant sites within loops differs depending on the
starting loop conformation. For this reason, we used a normalized
procedure, whereby the same mutation has been tested in each of
the three different RBD structures. The effect on stability, de‐ or
stabilization, has been evaluated following a majority criterion over
the results of DynaMut and DUET. Detailed results have been re-
ported in Table 1. TABLE 1
Results of DynaMut and DUET analysis PASCARELLA ET AL. 3 of the wild‐type and VOCs SARS‐CoV‐2 spike receptor‐binding do-
main (RBD) and evaluate potential differences in terms of molecular
interaction with ACE2 receptor. The results have been reported
within a range between −5 and +5 kT/e. consistently assigns a destabilizing effect. For the majority rule, this
mutation should be considered destabilizing (Table 1). Also, position
417 is within the interface α‐helix where Lys interacts with ACE2
Asp30. However, in this case, our results predict that both mutants
(K417N and K417T) could destabilize the protein and increase local
flexibility. Similarly, Glu484 is in an interfacial loop and interacts with
ACE2 Lys31. Our data predict that mutation E484K is stabilizing,
although data from DynaMut and DUET do not match. E484Q exerts
a destabilizing effect, again with no strong consensus from the two
methods. We note that glutamic acid is a polar, negatively charged,
hydrophilic amino acid while lysine is a basic, charged and partly
aliphatic amino acid, and its ε‐amino group often participates in hy-
drogen bonding, salt bridges, and covalent interactions. Both mu-
tants E484K and E484Q would likely increase local molecular
flexibility. L452 is in a short β‐strand, and it is exposed to the solvent. Apparently, it does not interact directly with ACE2. Mutation L452R
is predicted to be destabilizing with increased local flexibility. Posi-
tion 478 is in a loop in the proximity of the ACE2 although not in
direct contact with it. Mutation T478K is stabilizing and is predicted
to decrease local protein flexibility. 484, and 501 are within the RBM, containing residues that bind to
ACE2. In contrast, mutant position 417 is located outside the mo-
tif.15 According to our analysis, the mutations in positions 417, 484,
and 501 might increase the spike binding affinity with the ACE2
receptor. In particular, the Tyr replacing Asn501 may form an
aromatic interaction with ACE2 Tyr41, a hydrogen bond with ACE2
D38, and a potential cation–π interaction with ACE2 Lys353. In
addition, substitutions of Glu484 with Lys or Gln may form hydro-
phobic interactions to Ile472, Gly482, Phe486, Cys488, and Tyr489. Our data also indicate that replacing Lys or Gln with Glu484 abol-
ishes the interfacial salt bridge between Glu484 and ACE2 Lys31. Due to the fact that Lys417 is solvent‐exposed and forms salt‐bridge
interactions with Asp30 of ACE2, the replacement of Thr/Asn with
Lys417 could abolish this interaction. Moreover, although the
mutations in positions 452 and 478 are within the receptor‐binding
motif,
our
analysis
does
not
show
a
direct
interaction
with ACE2. Glu484 is replaced by the uncharged residue Gln. In contrast, the
B.1.617.2 (δ) lineage shares the same mutation in position 452, but it
has another mutation in position 478 where the neutral residue Thr
changes to the positively charged Lys. The presence of two positively
charged residues in the variant B.1.617.2 (δ) increases the positive
electrostatic potential surface (Figure 2). 4
|
DISCUSSION Given that SARS‐CoV‐2 variants are characterized by evolutionary
and genetic changes accumulated in the genome, the use of new and
improved phylodynamic techniques for the study of how epidemio-
logical, immunological, and evolutionary processes contribute to
shaping viral phylogenies is extremely important and useful. Here,
using a well‐structured software workflow, we provide evidence of a
strong system able to carry out a quick, systematic, and reproducible
screening of the SARS‐CoV‐2 genome isolates. Protein mutations
were identified by scanning high‐quality SARS‐CoV‐2 genomes var-
iants downloaded from the GISAID databank.16 We reasoned that
the most likely health‐threatening properties of SARS‐CoV‐2 VOC
rely on fine biochemical and biophysical changes that eventually
impact the RBD interaction with the ACE2 receptor present on the
host's cell surface. We thus characterized B.1.617+ SARS‐CoV‐2 VUI
using in‐silico methods capable of predicting the effect of mutations
on S‐RBD protein stability and its electrostatic potential. The 3.2 Starting with position 501 within a loop in the RDB interacting
with the ACE2 receptor, we note that the mutation N501Y does not
show any clear structural effect as the negative ΔΔG values are very
close to 0.0 kcal/mol in DynaMut. At variance with DynaMut, DUET The entire set of mutations in positions 417, 452, 478, 484, and 501
are in the spike RBD at the interface with the ACE2 N‐terminal helix
(Figure 1). However, we note that the mutant positions 452, 478, FIGURE 1
Comparison between the wild‐type and variant spike receptor‐binding domains (RBDs). Protein surface is colored according to
the electrostatic potential. Color scale ranges from −5 kT/e (red) to +5 kT/e (blue) as reported by the bar under the wild‐type RBD. Position of
the mutant sites is indicated by a circle and an attached label. Red arrows mark the area of increased positive potential in the RBD Indian
variants FIGURE 1
Comparison between the wild‐type and variant spike receptor‐binding domains (RBDs). Protein surface is colored according to
the electrostatic potential. Color scale ranges from −5 kT/e (red) to +5 kT/e (blue) as reported by the bar under the wild‐type RBD. Position of
the mutant sites is indicated by a circle and an attached label. Red arrows mark the area of increased positive potential in the RBD Indian
variants FIGURE 1
Comparison between the wild‐type and variant spike receptor‐binding domains (RBDs). Protein surface is colored according to
the electrostatic potential. Color scale ranges from −5 kT/e (red) to +5 kT/e (blue) as reported by the bar under the wild‐type RBD. Position of
the mutant sites is indicated by a circle and an attached label. Red arrows mark the area of increased positive potential in the RBD Indian
variants 4 PASCARELLA ET AL. 4 3.3
|
Electrostatic potential We note that a major, global effect of the mutations characterizing
the Indian variants is represented by the alteration of the RBD
surface electrostatic potential. In particular, in the lineage B.1.617.1
(κ) the uncharged and hydrophobic residue Leu452 changes to the
positively charged residue Arg, and the negatively charged residue FIGURE 2
Ribbon model of the interface
between ACE2 (deep teal) and receptor‐
binding domain (RBD) (orange). Sidechains of
relevant residues are displayed as stick
models and labeled. The two mutations at the
RBD sites 417 and 484 have been
simultaneously displayed FIGURE 2
Ribbon model of the interface
between ACE2 (deep teal) and receptor‐
binding domain (RBD) (orange). Sidechains of
relevant residues are displayed as stick
models and labeled. The two mutations at the
RBD sites 417 and 484 have been
simultaneously displayed PASCARELLA ET AL. 5 B.1.617+ mutations have been investigated by comparing most of the
already known mutations of previously reported VOCs.17 To further
justify our assumption, we note that the intensely investigated
D614G substitution of the spike protein, early reported in Italian
isolates,18–20 and subsequently attributed with increased virus
transmissibility21 was found to enhance the protein torsional ability
and potentially affecting its stability.21 Regarding the commonly
denominated Indian variants, these constitute the new SARS‐CoV‐2
lineage B.1.617, which is actually composed of a family of three
subvariants, namely B.1.617.1 (κ), B.1.617.2 (δ), and B.1.617.3. This
lineage, which emerged in India in October 2020, has since spread to
other countries, particularly in the United Kingdom, in settings with a
high density of resident immigrants from India. Data from Public
Health England registry shows that the subvariant B.1.617.2 (δ) has
become epidemiologically prevalent.22 Due to its subvariants com-
position, the variant has been designed as B.1.617+ by the WHO.23 mutations and how the interactions between mutations and local
cellular microenvironment influence the clinical outcome and the
transmission dynamics of this virus. ORCID Stefano Pascarella
http://orcid.org/0000-0002-6822-4022
Massimo Ciccozzi
http://orcid.org/0000-0003-3866-9239
Davide Zella
http://orcid.org/0000-0001-5576-5770
Martina Bianchi
http://orcid.org/0000-0002-2547-5999
Francesca Benedetti
http://orcid.org/0000-0001-8720-090X
Domenico Benvenuto
http://orcid.org/0000-0003-3833-2927
Silvia Angeletti
http://orcid.org/0000-0002-7393-8732
Marta Giovanetti
http://orcid.org/0000-0002-5849-7326
Antonio Cassone
http://orcid.org/0000-0002-0434-0761 Our data indicate that most of the mutants are predicted to
destabilize the RBD structure, except for E484K and T478K. It is
conceivable that destabilization alters binding affinity to ACE2 and
to neutralizing antibodies. As noticed above, the influence of the
mutations on the spike surface properties is evident in the B.1.617+
lineage, particularly in the B.1.617.2 (δ) lineage subvariant, where the
positive electrostatic surface potential is markedly increased. This
may favor RBD interaction with the negatively charged ACE2,26
which, in turn, would then increase affinity for the ACE2 receptor. All
of these changes have the potential to eventually modify infectivity,
pathogenicity, and virus spread. Regarding differential binding to
neutralizing antibodies, previous studies suggested that VOCs
RBD changes in the electrostatic potential surface could induce
SARS‐CoV‐2 antibody evasion, and even single amino acid changes
that marginally affect ACE2 affinity could greatly influence nAbs
affinity.27 Several factors have been demonstrated to affect the
impact of VOCs. For example, it has been observed an increased
effect at pH associated with nasal secretions (from 5.5 to 6.5).28 For
this reason, additional experiments both in vitro and in vivo are
needed to establish the biological significance of SARS‐CoV‐2 ACKNOWLEDGMENTS The authors are grateful to Alice Vinciguerra for her precious
assistance. We also would like to thank all the authors who have kindly
deposited and shared genome data on GISAID. Stefano Pascarella has
been partially supported by the Sapienza grant RP120172B49BE24. Open access funding enabled and organized by Projekt DEAL. AUTHOR CONTRIBUTIONS Stefano Pascarella and Martina Bianchi performed the in‐silico ana-
lysis and proposed data interpretation. Antonio Cassone and Mas-
simo Ciccozzi proposed addressing the issue of this study, wrote the
initial draft of the manuscript, and contributed to writing the final
version of the manuscript. Stefano Pascarella, Martina Bianchi, An-
tonio Cassone, Massimo Ciccozzi, Davide Zella, Francesca Benedetti,
Francesco Broccolo, Roberto Cauda, Arnaldo Caruso, Silvia Angeletti,
Marta Giovanetti, and Domenico Benvenuto discussed the data, their
interpretation, and contributed to writing the final version of the
manuscript. All Authors have seen and approved the initial draft and
the revised, final text of the manuscript. A dichotomic behavior is observed with variant B.1.617.2 (δ). In
contrast, it lacks mutation E484Q which is present in the other two
lineages and was initially suspected to confer a certain degree of
resistance to antibody neutralization. In contrast, this subvariant has
a mutation at site 478 where a lysine replaces the proline. Of note,
variant B.1.617.2 (δ) is indeed characterized by a major shift toward
increased positive electrostatic potential because of three amino
acid changes from negative or neutral to clearly positive charge, as
shown in Section 3. DATA AVAILABILITY STATEMENT Subvariants B.1.617.1 (κ) and B.1.617.3 have both the double
mutations E484Q and the L452R. Although initially believed to en-
hance the antibody‐escape potential, it has been shown that the
B.1.617.1 (κ) subvariant is pretty neutralized by the majority of sera
from convalescent individuals and all sera from vaccinated sub-
jects.24 Nonetheless, this variant has been shown to be more pa-
thogenic than the B.1.1.7 (α) variant in an experimental model of
SARS‐CoV‐2 infection in hamsters.25 The data that support the findings of this study are openly available
in bioRxiv at https://submit.biorxiv.org/. 6
| 6
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mutability and function. Int J Biol Macromol. 2021;170:820‐826. https://doi.org/10.1016/j.ijbiomac.2020.12.142 How to cite this article: Pascarella S, Ciccozzi M, Zella D,
et al. SARS‐CoV‐2 B.1.617 Indian variants: Are electrostatic
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Historical trends in the study of the phenomenon of wisdom in psychological science
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Vestnik Âroslavskogo gosudarstvennogo universiteta imeni P.G. Demidova. Seriâ, Gumanitarnye nauki/Vestnik Âroslavskogo gosudarstvennogo universiteta im. P. G. Demidova. Seriâ, Gumanitarnye nauki
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Historical trends
in the study of the phenomenon
of wisdom in psychological science N. N. Mekhtikhanova1 1P. G. Demidov Yaroslavl state University, 14 Sovetskaya str., Yaroslsvl 150003, Russian
Federation DOI: 10.18255/1996-5648-2023-4-620-630 Research article
Full text in Russian © Yaroslavl State University, 2023
This is an open access article under the CC BY license (https://creativecommons.org/licenses/by/4.0/) DOI: 10.18255/1996-5648-2023-4-620-630 The article briefly describes the traditions of the study of wisdom
in the philosophical period of the development of psychology. Wisdom was
associated with moral virtue and a good solution to life’s problems. This served
as the basis for the modern understanding of the phenomenon. The chronology
of the study of wisdom in foreign and domestic psychology is presented. It is
shown that there are two main approaches in research – implicit and explicit. The reasons for the long-term neglect of the phenomenon in psychology
and the revival of interest in modern science are analyzed. Keywords: wisdom; philosophy; theoretical and empirical studies of wisdom;
implicit and explicit approaches; difficulties in the study of wisdom; reasons for
the revival of interest in wisdom the revival of interest in wisdom FORMATION ABOUT AUTHORS
Mekhtikhanova, Natalya N. E-mail: natnik1@list.ru
Cand. Sc. (Psychology), Associate Professor Vestnik YarGU. Seriya Gumanitarnye nauki. 2023. Vol. 17, No 4
journal homepage: http://j.uniyar.ac.ru/index.php/vyrgu Vestnik YarGU. Seriya Gumanitarnye nauki. 2023. Vol. 17, No 4
journal homepage: http://j.uniyar.ac.ru/index.php/vyrgu PSYCHOLOGY Исторические тенденции
в изучении феномена «мудрость»
в психологической науке 10.18255/1996-5648-2023-4-620-630
Научная статья
159.9.072.59
Полный текст на русском языке
Кратко описываются традиции изучения мудрости в философский пе
риод развития психологии. Мудрость связывалась с нравственной доброде
телью и хорошим решением жизненных проблем. Это послужило основой
для современного понимания феномена. Излагается хронология изучения
мудрости в зарубежной и отечественной психологии. Показано, что суще
ствуют два основных подхода в исследованиях – имплицитный и эксплицит
ный. Анализируются причины долгого игнорирования феномена в психоло
гии и возрождения интереса в современной науке. Ключевые слова: мудрость; история развития; теоретические и эмпирические
исследования мудрости; имплицитный и эксплицитный подходы; трудности
в исследованиях мудрости; причины возрождения интереса к мудрости INFORMATION ABOUT AUTHORS FORMATION ABOUT AUTHORS
Mekhtikhanova, Natalya N. E-mail: natnik1@list.ru
Cand. Sc. (Psychology), Associate Professor 620 Вестник ЯрГУ. Серия Гуманитарные науки. 2023. Том 17, № 4
веб-сайт: http://j.uniyar.ac.ru/index.php/vyrgu ПСИХОЛОГИЯ ИНФОРМАЦИЯ ОБ АВТОРАХ ИНФОРМАЦИЯ ОБ АВТОРАХ Мехтиханова, Наталья Николаевна
E-mail: natnik1@list.ru
Кандидат психологических наук, доце Мехтиханова, Наталья Николаевна
E-mail: natnik1@list.ru
Кандидат психологических наук, доцент © ЯрГУ, 2023
Почти полвека назад психологи В. Клейтон и Дж. Биррен писали,
что в технологических обществах гораздо больше внимания уделяется
когнитивным навыкам, которые нужны для продуктивной деятельно
сти, чем личной мудрости, необходимой для хорошей жизни [1]. За про
шедшие годы материальная жизнь, несомненно, изменилась к лучшему,
но стали ли люди счастливее? Изучение мудрости с древности имело цель
помочь людям понять свою природу, причины страданий и благополучия,
но даже эта высоко гуманная цель не облегчила разработку научного под
хода к мудрости. Путь, который прошла проблема мудрости в психологии,
оказался очень непростым. По сей день отсутствует единство в понима р
,
Статья открытого доступа под лицензией CC BY (https://creativecommons.org/licenses/by/4.0/) 621 Н. Н. Мехтиханова нии, определении и объяснении феномена мудрости. Отчасти это можно
объяснить противоречивой природой мудрости. Отметим некоторые са
мые важные парадоксы [2]. нии, определении и объяснении феномена мудрости. Отчасти это можно
объяснить противоречивой природой мудрости. Отметим некоторые са
мые важные парадоксы [2]. Мудрость субъективна и объективна. В объективных документах,
где описываются мудрые люди и их действия, отражается субъективный
опыт человека. Мудрость предполагает как знание, так и неуверенность; основана
на знаниях, но формируется в неопределенности. Мудрые люди знают,
что они не знают многое, и действуют соответствующим образом: или ищут
новую информацию, или принимают, что некоторые результаты по своей
сути неопределенны и непостижимы. Мудрость предполагает как потери, так и выгоду. Иногда мы обре
таем мудрость через неудачу, через утрату иллюзий, привязанностей. И эти потери могут быть источником если не радости, то хотя бы личност
ного роста. Мудрость требует перемен через принятие. Принимая обстоятель
ства такими, как они есть, мудрость позволяет возникнуть новым возмож
ностям и перспективам. Мудрость своевременна и вечна. Мудрость предполагает саморазви
тие через самоотверженность. Мудрость требует и личной отстраненно
сти, и в то же время вовлеченности в заботу о коллективном благополучии. Мудрость предполагает как действие, так и активное разумное бездей
ствие. Эмоции имеют центральное значение для мудрости, но эмоцио
нальная отрешенность обязательна. Мудрый поступок в одном контек
сте может быть чистой глупостью в другом [3]. В российской психологической науке к этим парадоксам можно доба
вить ещё один: все хотят знать, что такое мудрость, но считают её слиш
ком загадочной и неуловимой, опасаются начать разработку проблемы
и явно недостаточно изучают её. Наконец, нам нужна мудрость, чтобы понять мудрость [1]. ИНФОРМАЦИЯ ОБ АВТОРАХ Многие исследователи проблемы мудрости пришли к её изучению
в силу определенных личных обстоятельств. Так, В. Клейтон, была пора
жена различиями между своими близкими при решении сложных жиз
ненных проблем [1]. Кто-то был удивлен тайной, окружающей фено
мен мудрости. Для кого-то открытие мудрости началось с мудрых книг,
а кто-то получил своевременный и конструктивный мудрый совет. Мудрость является неотъемлемой частью наших имплицитных пред
ставлений о людях, а сам термин часто используется в обыденном обще
нии. Народная мудрость нашла отражение в устном творчестве, в сказках,
песнях, поговорках, благодаря чему передавалась из поколения в поколе
ние. Мудрецами считались философы, уважаемые старцы, люди, имею
щие богатый жизненный опыт и всесторонние знания. 622 Исторические тенденции в изучении феномена «мудрость» … Для Святого Фомы было
важно различать веру и разум, что имело следствием дифференциацию
науки (в те времена – философии) и религии. Поэтому «добродетельное
поведение или практическая мудрость (Фронезис) стала в большей мере
областью церкви, в то время как изучение философской мудрости (Со
фия) наряду с изучением научного знания (Эпистема) стала областью на
учного знания. Это разделение можно считать одной из причин долгого
невнимания психологической науки к феномену мудрости» [9, с. 251]. стойной целью для каждого человека и приближает его к Богу. Эти идеи,
в частности, прослеживаются в работах Святого Августина, Фомы Ак
винского и других философов и богословов [4]. Для Святого Фомы было
важно различать веру и разум, что имело следствием дифференциацию
науки (в те времена – философии) и религии. Поэтому «добродетельное
поведение или практическая мудрость (Фронезис) стала в большей мере
областью церкви, в то время как изучение философской мудрости (Со
фия) наряду с изучением научного знания (Эпистема) стала областью на
учного знания. Это разделение можно считать одной из причин долгого
невнимания психологической науки к феномену мудрости» [9, с. 251]. Развитие европейской культуры и науки периодов Возрождения и Но
вого времени не стало принципиальным прорывом в изучении мудрости. Секуляризация знания подразумевала научный метод, логику, матема
тику. Это противоречило глубинным основаниям мудрости – созерцанию,
интуиции, откровению. Мудрость по-прежнему считалась недоступной
для научного изучения, её достижение рассматривалось как божий дар,
что не позволяло ввести её познание в круг научных задач. Тем не менее некоторые философы развивали идеи Аристотеля о мно
гообразии видов мудрости, её роли в жизни людей. Так, у Декарта му
дрость варьировалась от земной до божественной. Мудрость имеет раз
ные уровни и может развиваться от здравого смысла до вдохновенного
суждения и понимания. Декарт рассматривал её как гармоничное допол
нение к научному знанию: знание включало накопление фактов, тогда
как мудрость организовывала и интерпретировала эти факты [4]. Вместе с тем возможность понимания и развития мудрости продол
жала оцениваться философами очень по-разному. И. Кант, например, пи
сал о необходимости любви к мудрости, ее почитанию, но недосягаемости
в обычной жизни. Как мы уже отмечали, «долгое время право на суждения о мудрости
принадлежало философии и религии, а психология скромно ожидала
своей очереди в познании этого феномена. Даже когда в XIX в. произо
шло революционное отделение психологии от философии, а романтизм
и трансцендентализм возродили интерес к мудрости в гуманитарных
науках, обращение к исследованию мудрости было не выгодно для пси
хологической науки. Как справедливо замечает Робинсон, расцветающая
самостоятельная психология искала признания в области естественных
наук. Исторические тенденции в изучении феномена «мудрость» … Одними из первых книг о мирской мудрости, как принято считать,
являются книги визиря фараона Исси Птаха Хотепа, написанные где-
то между 2870 и 2675 годами до н. э. Книги, посвященные его сыну, со
держали инструкции, описывающие правильное поведение, принципы
достойной жизни, и, вероятно, использовались для изучения философии
в школах [4]. В дальнейшем феномен мудрости стал объектом для обсуждения
в различных религиозных учениях: в Библии, Коране, трудах Конфуция,
буддийских трактатах и др. Эти работы в значительной мере повлияли
на понимание мудрости в философии [4–8]. В различные периоды истории обсуждение проблемы мудрости ве
лось, главным образом, в философских и религиозных учениях. Первона
чально, до Сократа, философы наделяли мудростью только божественных
существ, а для людей она была недостижимым и непостижимым идеалом,
к которому необходимо стремиться. В произведениях Платона мудростью наделяется живой человек –
Сократ, а это значит, что она является элементом человеческой жизни. Как известно, Сократ, признанный мудрейшим из людей, предпочитал
знание о добродетели знанию о физической вселенной. Платон, ученик
Сократа, писал, что мудрость понимается им как знание о наилучших
действиях по отношению к себе и другим, как знание того, что полез
но для каждого. В работах Платона и Аристотеля мудрость предстаёт
как идеальная интеграция знания и действия, ума и добродетели. Му
дрость неодинакова по своим целям, происхождению, структуре. Прежде
всего, это философская мудрость – София – знание ради самого знания. Аристотель ввел важное различие между теоретической мудростью –
«episteme» и тем, что он назвал «phronesis» – практической мудростью. Он утверждал, что «теоретическая мудрость» связана с объяснительным
знанием в «непрактичной» области (например, физика или метафизика),
тогда как знание о том, как хорошо жить, как выбирать этические средства
для достижения правильных целей в повседневной жизни, в конкретных
ситуациях, является «практической мудростью». Практическая мудрость
по Аристотелю предполагает, что человек должен быть морально добро
детельным, стремиться к процветанию как личному, так и общечелове
ческому. Мудрость является врожденной способностью, но её можно раз
вить, постоянно практикуясь [1, 4]. Эти и другие идеи древних ученых послужили основой для форму
лирования основных проблем психологии мудрости, которые продолжа
ют разрабатываться в современных исследованиях [8]. Период средневековья в европейской христианской традиции озна
меновался обращением вновь к идеальной, недостижимой мудрости, ка
ковой является божественная мудрость. Стремление к ней является до 623 Н. Н. Мехтиханова стойной целью для каждого человека и приближает его к Богу. Эти идеи,
в частности, прослеживаются в работах Святого Августина, Фомы Ак
винского и других философов и богословов [4]. Исторические тенденции в изучении феномена «мудрость» … Мудрость как объект исследования казалась чем-то очень далеким,
исключительным, непостижимым: она была, как считалось, недоступна
эмпирическим замерам, мудрецы, как потенциальные испытуемые встре
чались редко. Не в должной мере оценивалась и роль мудрости, ее функ
ции в обыденной жизни каждого человека и общества» [9, с. 251]. 624 Исторические тенденции в изучении феномена «мудрость» … Исторические тенденции в изучении феномена «мудрость» … И только почти пять тысячелетий спустя после первых упоми
наний мудрости психологи стали её изучать. Первоначально пробле
ма мудрости была частью более широких теорий. Это, главным образом,
теории развития личности, и мудрость считалась идеальной, конеч
ной точкой жизненного пути. С. Холл в фундаментальном труде «Ста
рение» рассуждал о слабостях и возможностях старения. В этот период
человеческой жизни в силу биологических законов происходит сниже
ние интеллектуальных и других функций, но мудрость компенсирует
это, что позволяет человеку успешно и благополучно существовать. Кро
ме того, мудрость в зрелом возрасте помогает извлечь моральные уроки
из прошлой жизни, формирует спокойствие и беспристрастность [3]. В концепции личности К. Г. Юнга описывается «архетип мудрого ста
рого человека». Мудрец помогает в решении сложных жизненных про
блем, хранит и развивает культуру и традиции [10]. Мудрость считалась фактором и результатом конструктивного реше
ния последнего психосоциального конфликта, или эго-целостности в кон
цепции Э. Эриксона. Это особый, высший уровень развития человека,
когда он понимает смысл жизни, свое положение в мире и т. п. Самы
ми главными детерминантами появления мудрости являются саморазви
тие и самотрансценденция. Благодаря им человек признает, что, несмотря
на возрастные потери, можно открыть много нового в жизни [7]. «Вместе с тем, до 1980-х гг. все обсуждения феномена мудрости носи
ли теоретический характер. Важнейшим шагом на пути психологических
исследований мудрости стали работы Вивиан Клейтон. По всеобщему
признанию, Клейтон – психолог, положивший начало всем последующим
эмпирическим исследованиям мудрости. Значимость ее работ высоко
оценили Р. Дж. Стернберг, П. Балтес, Д. Смит и др. По их мнению, утверж
дение В. Клейтон, что мудрость может быть законной темой для эмпири
ческого изучения, было большим прорывом в науке [9, с. 252]. Будучи очень наблюдательной, В. Клейтон заметила множество осо
бенностей поведения некоторых своих родственников: они были эмо
ционально устойчивы, скромны, добры, принимали решения, полезные
для всех. Все эти характеристики она обозначила как мудрость, которая
включает три составляющих: когнитивную, аффективную и рефлексив
ную. Наличие первой из них позволяет считать мудрость другим образо
ванием, нежели интеллект. Мудрость связана в большей мере с личностью,
чем с интеллектом и с познавательными способностями. В. Клейтон так
же считала, что возраст и жизненный опыт не являются залогом обрете
ния мудрости [7]. Первоначально публикации по психологии мудрости были единичны
ми, но далее произошел лавинообразный рост исследований. Мудрость
стала полноправным объектом изучения в нашей науке. В 1990 году вы 625 Н. Н. Мехтиханова Н. Н. Мехтиханова ходит книга под редакцией Р. Стернберга «Мудрость: ее природа, проис
хождение и развитие». Она стала первым обобщающим трудом многих эмпирических и тео
ретических исследований, выполненных на тот момент времени. Преди
словие к сборнику, написанному главным редактором, содержит описание
общих подходов к изучению мудрости: а) философского, б) психологиче
ского, который, в свою очередь делится на имплицитный и эксплицитный
[1]. «Имплицитные» исследования изучают неявные теории мудрости
обычного человека и основаны на непрофессиональном, житейском пони
мании термина. Эти теории содержат верования, представления людей
о мудрости и особенностях мудрого человека. Житейские представления
вносят определенный вклад в научное изучение мудрости. Вторая группа – эксплицитные исследования, в них ученые пыта
ются применять традиционные эмпирические методы. Главная цель
этих работ – сформировать теоретическую модель мудрости. Явные те
ории мудрости являются производными от экспертного мнения и знаний. Они часто основаны на теоретических моделях развития, например, тео
рии психосоциального развития Эриксона, теориях когнитивного разви
тия. Акцент в явных теориях мудрости ставится на познавательных и по
веденческих выражениях мудрости [9, с. 254]. Примером эксплицитных теорий могут служить разработки П. Бал
теса и его коллег, выполненные в Институте Макса Планка в Берлине. Теория основывается на когнитивистском подходе, который доминиро
вал в психологии 1990-х гг. Мудрость понималась как экспертная система
знаний и суждений, выдающаяся способность понимания фундаменталь
ных проблем, касающихся смысла и течения [7]. Теория группы Балтеса подверглась критике, но многих ученых это
подтолкнуло к созданию собственных моделей мудрости. Появились мно
гочисленные обзоры исследований, выполненных в зарубежной психоло
гии. Так, Р. Троубридж в 2005 году в результате анализа работ, выполнен
ных за последние 25 лет, сделал следующие выводы: Теория группы Балтеса подверглась критике, но многих ученых это
подтолкнуло к созданию собственных моделей мудрости. Появились мно
гочисленные обзоры исследований, выполненных в зарубежной психоло
гии. Так, Р. Троубридж в 2005 году в результате анализа работ, выполнен
ных за последние 25 лет, сделал следующие выводы: «1. Мудрость была вновь введена в современную науку через создание
эмпирических исследований. «1. Мудрость была вновь введена в современную науку через создание
эмпирических исследований. 2. Мудрость операционализируется многими различными способами. Это уникальная конструкция, связанная с эмоциональным и когнитив
ным интеллектом или любой другой личностной чертой, но отличающаяся
от них. 3. Хотя многие исследования были направлены на определение му
дрости, этот вопрос так и не решен. 3. Хотя многие исследования были направлены на определение му
дрости, этот вопрос так и не решен. 4. Мудрость – это область, в которой пожилые люди могут преуспеть. 4. Н. Н. Мехтиханова Мудрость – это область, в которой пожилые люди могут преуспеть. 5. Мудрость как опыт и как эвристическое отношение к смыслу и по
ведению жизни богата возможностями. 4. Мудрость – это область, в которой пожилые люди могут преуспеть. 5. Мудрость как опыт и как эвристическое отношение к смыслу и по
ведению жизни богата возможностями. 5. Мудрость как опыт и как эвристическое отношение к смыслу и по
ведению жизни богата возможностями. 626 626 Исторические тенденции в изучении феномена «мудрость» … 6. Самым большим прогностическим фактором для мудрости, как было
установлено, является профессия в такой области, как клиническая пси
хология и пастырская деятельность. 6. Самым большим прогностическим фактором для мудрости, как было
установлено, является профессия в такой области, как клиническая пси
хология и пастырская деятельность. 7. Были обнаружены положительные корреляции между мудростью
и удовлетворенностью жизнью, а также особыми личностными чертами,
такими как открытость, социальный интеллект и моральное мышление. 7. Были обнаружены положительные корреляции между мудростью
и удовлетворенностью жизнью, а также особыми личностными чертами,
такими как открытость, социальный интеллект и моральное мышление. 8. Исследователи обнаружили, что мудрость можно развить, кон
сультируясь с другими или давая человеку время обдумать ситуацию»
[9, с. 255]. 8. Исследователи обнаружили, что мудрость можно развить, кон
сультируясь с другими или давая человеку время обдумать ситуацию»
[9, с. 255]. В 2019 г. в г. Торонто (Канада) были приглашены исследователи му
дрости из многих стран с целью оценить доминирующие методологиче
ские, теоретические и эмпирические позиции и выработать общую пози
цию по проблеме мудрости. Итогом работы Рабочей группы по мудрости
стала общая модель мудрости [11–12]. За время, прошедшее с момента
встречи ученых, количество публикаций по проблеме мудрости в зару
бежной психологии продолжает неуклонно расти. В 2019 г. в г. Торонто (Канада) были приглашены исследователи му
дрости из многих стран с целью оценить доминирующие методологиче
ские, теоретические и эмпирические позиции и выработать общую пози
цию по проблеме мудрости. Итогом работы Рабочей группы по мудрости
стала общая модель мудрости [11–12]. За время, прошедшее с момента
встречи ученых, количество публикаций по проблеме мудрости в зару
бежной психологии продолжает неуклонно расти. Отечественная психология сравнительно недавно обратилась к про
блеме мудрости. Прежде всего ученые описывали, анализировали, дела
ли выводы об исследованиях, выполненных за рубежом [5–6, 10, 13–20]. В целом оценки этих работ являются достаточно высокими. Тем не менее
определенный скепсис по отношению к возможности изучать мудрость,
особенно эмпирически, имеется. Н. Н. Мехтиханова Российские ученые настаивают на чрез
мерной сложности эмпирического изучения мудрости, говорят об ее ис
ключительности, малой распространенности, предупреждают о подмене
феномена мудрости некими мудроподобными решениями [9]. Несомненно, что такие проблемы существуют, но действие в любом
случае лучше бездействия, и не надо искать «абсолютных мудрецов»,
как справедливо отмечает В.В. Нуркова и ее коллеги [15]. В частности,
они ставят задачу изучения мудрых решений и советов в контексте пси
хологии развития, используя методы исследования автобиографической
памяти. Исследования Н. Н. Мехтихановой, С. Э. Дровосекова выполне
ны с помощью психометрически проверенных диагностических методик
[13, 19]. Работы А. С. Огнева, Е. А. Никитиной посвящены изучению им
плицитных представлений о мудрости и также основаны на эмпириче
ских методах [14, 16]. Таким образом, можно констатировать недостаточное внимание рос
сийских ученых к исследованию проблем психологии мудрости. Причин для такого положения дел можно найти немало. Как нами
уже было отмечено, прежде всего «…отсутствие надежных методов яв
ляется одной из причин затруднений в изучении мудрости в российской
науке, но, как показал анализ и зарубежных, и отечественных работ, 627 Н. Н. Мехтиханова не только это, а еще целый ряд обстоятельств обусловили долгое забвение
проблемы мудрости в психологической науке. не только это, а еще целый ряд обстоятельств обусловили долгое забвение
проблемы мудрости в психологической науке. Среди причин длительного отсутствия интереса у психологов
к проблеме мудрости также следует отметить многогранность, сложность
и даже некую иллюзорность, неуловимость самого конструкта. Многие
ученые, как и обычные люди, видели и видят в мудрости человеческий
идеал, который практически не достижим, не объективируем, а значит,
и не изучаем. Также сама психология, стремясь стать самостоятельной наукой, мак
симально дистанцировалась от философии и ее понятий, а тема мудрости
на протяжении тысячелетий как раз была в центре внимания философов
и религиозных деятелей. Более того, западная культура была склонна
приравнивать любое знание к техническому или научному знанию и за
крывать глаза на другие виды знания, такие как мудрость» [9, с. 255]. Как показал проведенный анализ работ по истории изучения мудро
сти, обращение ученых к этой проблеме в конце ХХ в. было не случайным,
а обусловленным рядом причин. По мнению Д. А. Леонтьева, «идея мудро
сти утратила актуальность, обесценилась — общественный запрос на му
дрость стал размываться и ослабевать. Это во многом связано с наступле
нием «массовой культуры» на просто культуру, с омассовлением» [6, с. 20]. Н. Н. Мехтиханова В ХХ веке произошло осознание относительности всех ценностных си
стем, но понимание в обществе того, что социальная жизнь, коммуника
ция оказываются невозможны в отсутствие разделяемых всеми основа
ний, побудило обратиться к мудрости. Кроме того, возникло «осознание
необходимости преодолеть интеллектуальную фрагментарность, восста
новить целостность человека и стимулировать рост интереса к такому хо
листическому и междисциплинарному понятию, как “мудрость”» [6, с. 21]. В. В. Нуркова с соавторами отмечают, что «рост катастроф, рисков, не
определенности в кризисном обществе возрождает гуманитарный идеал
эффективного мышления, результаты которого должны соответствовать
общечеловеческим ценностям и жизненному опыту субъекта. Надежды
возлагаются на мудрость — «благоразумие, соединенное с добродетелью»
[16, с. 68–69]. Кроме того, и сама логика развития науки заставляет исследовате
лей обратиться к феномену мудрости «в связи с изменившейся структу
рой развития психологии, а именно с выдвижением в центр исследования
когнитивных процессов, постановкой новой проблемы социального интел
лекта, а также повышением внимания к поздним периодам жизни чело
века» 10, с. 17]. Таким образом, в современную эпоху мудрость как вид знания, кото
рый гибко приспосабливается к сложным ситуациям, оказалась в центре
внимания. В течение примерно пятидесяти лет эмпирических исследова 628 Исторические тенденции в изучении феномена «мудрость» …
ний мудрости ученые создали многочисленные концепции мудрости, осно
ванные на «тщательных обзорах литературы». Тем не менее каждая группа
исследователей читала литературу по-своему и в конечном итоге разра
ботала интересные, но часто взаимно противоречащие концепции. Исто
рические исследования мудрости позволяют понять разнообразие и исто
рическую преемственность доминирующих теорий, выявить структуру
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тета. Серия: Педагогика. Психология. Социокинетика. 2019. Т. 25, №. 3. С. 51–55. DOI 10.34216/2073-1426-2019-25-3-51-55. 19. Холодная М. А. Психология интеллекта: Парадоксы исследования 2-е изд.,
перераб. и доп. СПб.: Питер, 2002. 264 с. 20. Дровосеков С. Э. Диагностика мудрости: анализ внутренней согласованно
сти опросника мудрости 3D-WS М. Ардельт // Личность в пространстве и времени. 2015. №. 5. С. 69–72. 630
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Joint action on monitoring injuries in Europe (JAMIE)
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Rogmans Archives of Public Health 2012, 70:19
http://www.archpublichealth.com/content/70/1/19 Rogmans Archives of Public Health 2012, 70:19
http://www.archpublichealth.com/content/70/1/19 ARCHIVES OF PUBLIC HEALTH Open Access RESEARCH © 2012 Rogmans; licensee BioMed Central Ltd. This is an Open Access article distributed under the terms of the Creative
Commons Attribution License (http://creativecommons.org/licenses/by/2.0), which permits unrestricted use, distribution, and
reproduction in any medium, provided the original work is properly cited. Correspondence: w.rogmans@eurosafe.eu.com
European Association for Injury Prevention and Safety Promotion (EuroSafe),
Amsterdam, The Netherlands Joint action on monitoring injuries in Europe
(JAMIE) W. H. J. Rogmans* Abstract Background: Injuries due to accidents or violence constitute a major public health problem globally and also
within the 27 member states of the European Union (EU-MSs). In spite of the magnitude and the severity of the
problem, injury surveillance systems are not yet sufficiently well developed to accurately quantify the burden of
injuries on individuals, health services and society in the EU-region. Much of the injury information generated up
until now is not comparable between countries, and not between registers, due to the lack of harmonised
methodology and classification. The hospital sector provides the best setting for collecting information as this information relates to the most
severe cases (while less severe cases are treated by family doctors of school nurses for instance) and information
can be obtained easily on a large number of cases at low cost (while surveys are expensive and suffering serious
deficiencies as regards the specificity of data obtained). The WHO-International Classification of Diseases and its
derivative classification on external causes of injuries provide the proper tools for standardised data collection on
injuries treated within the health sector. Project Objectives: JAMIE project aims at having by 2015 a common emergency departmental-based surveillance
system for injury prevention in operation in all MS. Such a system should report on external causes of injuries due
to accidents and violence as part of the Community Statistics on Public Health. The project will build on previous
work on injury data exchange initiated by the European Commission (EC) and a number of EU-member states,
which resulted to the so called Injury Data Base hosted by the EC. In order to make injury data collection affordable for countries to collect and to have a greater number of countries
joining the data exchange efforts, JAMIE envisages to have a relatively limited set data elements being collected in
a representative sample of emergency departments in countries, while collecting in a few departments deeper
information on the circumstances of the injury event. Background interacting with the body in amounts or rates that exceed
the threshold of human tolerance. In some cases (e.g. drowning and frostbites) injuries result from sudden lack
of essential agents such as oxygen or heat" [2]. Injuries due to accidents or violence constitute a major
public health problem globally and also within the 27
member states of the European Union (EU-MSs). Within
the EU-region, each year injuries result in an estimated
256,000 deaths, 7,200,000 hospital admissions, a further
34,800,000 emergency department (ED) attendances and
18,600,000 other medical treatments, totalling 60,600,000
medical treatments [1]. In spite of the magnitude and the severity of the prob-
lem, injury surveillance systems are not yet sufficiently
well developed to accurately quantify the burden of in-
juries on individuals, health services and society in the
EU-region. Injuries are commonly defined as being "caused by
acute exposure to physical agents such as mechanical en-
ergy, heat, electricity, chemicals, and ionizing radiation What information is available tends to focus on fatal
injuries. So also most of the targets of EU- and national
policies with respect to road traffic safety, safety at work,
consumer safety, violence and suicide prevention have
been primarily focused on the reduction of deaths. How-
ever, deaths are only one aspect of the total injury Page 2 of 5 Rogmans Archives of Public Health 2012, 70:19
http://www.archpublichealth.com/content/70/1/19 Rogmans Archives of Public Health 2012, 70:19
http://www.archpublichealth.com/content/70/1/19 Rogmans Archives of Public Health 2012, 70:19
http://www.archpublichealth.com/content/70/1/19 states to develop national injury surveillance and report-
ing systems. The Council also invited the Commission
to establish a Community-wide injury surveillance sys-
tem to make the information contained in the database
easily accessible to all stakeholders. problem; for every person killed, many more are ser-
iously and permanently disabled and many more again
suffer minor, short-term disabilities. Not only the costs
of injury mortality but also the costs of morbidity are
immense, not only in terms of lost economic opportun-
ity and demands on national health budgets, but also in
terms of personal suffering. Over the past few years, several projects have been
initiated by the Commission to develop such an ex-
change of injury data at the EU level based on data col-
lected
in
accident
and
emergency
departments
at
general hospitals. Background In 2010, thirteen EU-MSs were rou-
tinely collecting injury data in a sample of hospitals and
delivering these data to the Commission, in line with the
Injury Data Base (IDB) methodology [5]. This method-
ology allowed countries to collect accident and injury
data from a representative sample of emergency depart-
ments in the participating countries and to use a stan-
dardised classification for coding the circumstances of
the injury-event and its outcome (as a derivative classifi-
cation of the WHO-International Classification of Exter-
nal Causes of Injuries, ICECI [6]). It is now increasingly acknowledged that deaths are
only one measure of the magnitude of the injury prob-
lem. In fact, in many EU Member States deaths in road
traffic or for instance at work, have been declining over
the last several decades due in part to improvements in
medical care (prompt emergency response, early diagno-
sis, and treatment capabilities) as well as to advances in
road and vehicle design and in technology. In contrast
to this development, non-fatal injuries are increasing in
importance in terms of both societal and economic costs
as well as loss of productivity. Consequently, there is a
growing need for separate targets related to the reduc-
tion of non-fatal injuries, in particular those leading to
permanent impairments. Such indicators are gradually
being introduced at the EU level for target setting and
for measuring progress in policies for road safety and for
health and safety at work. IDB-system complements existing data sources such
as the routine causes of death statistics, hospital dis-
charge registers and data sources specific to injury areas,
including road accidents and work related accidents. Currently 13 countries are still collecting injury data in
line with this methodology, although some only for a
selected population, e.g. by collecting information in
pediatric hospitals only or by collecting only injuries due
to home and leisure accidents. Much of the injury information generated up until
now is not comparable between countries, and not be-
tween registers, due to the lack of harmonised method-
ology and classification. Injury surveillance in the EU –
and in most MSs – can be characterized as operating on
an incomplete puzzle of data sources that only provides
a notion of the complete picture but lacks important
details [3]. A new three year injury-data collection initiative
d
f h
d In order to encourage continuation of these data collec-
tion efforts and the inclusion of the remaining EU-MSs
in EU-wide injury data exchange, the European Com-
mission, DG for Health and Consumers (DG Sanco) is
currently funding a public health Joint Action on injuries
known as JAMIE (Joint Action on Monitoring Injuries
in Europe) from 2011–2013. The project is being
endorsed by the Ministries of Health in 22 EU-MSs (see
list in Appendix I). Each of these Ministries have desig-
nated a internal unit or a national competent organisa-
tion to contribute to the JAMIE-project and to test the
feasibility of introducing an pragmatic and sustainable
injury surveillance in their country. It is obvious that the hospital sector provides the best
setting for collecting information as this information
relates to the most severe cases (while less severe cases
are treated by family doctors of school nurses for in-
stance) and information can be obtained easily on a large
number of cases at low cost (while surveys are expensive
and suffering serious deficiencies as regards the specifi-
city of data obtained). Technological developments in medical administration
and data linkage, also offers new opportunities for
recording information that is also relevant for injury
prevention. The JAMIE project aims at having by 2015 a com-
mon hospital-based surveillance system for injury pre-
vention in operation in all MS. Such a system should
report on external causes of injuries due to accidents
and violence as part of the Community Statistics on
Public Health. Background However these challenges can be met by
using health based data that provide the ‘cement’ to glue
the jigsaw pieces of understanding the injury field to-
gether and will serve as common denominator for all
policy sectors and MSs. EU-policy response In response to the growing but incomplete evidence on
the scale of the injury problem the EU Council issued in
2007 a Recommendation on the Prevention of Injuries
and the Promotion of Safety [4] that urged all member Up to mid 2014 a series of actions are envisioned that
will lay the groundwork for a genuine EU-wide injury in-
formation system through the following steps: Rogmans Archives of Public Health 2012, 70:19
http://www.archpublichealth.com/content/70/1/19 Page 3 of 5 previously implemented as the Injury Data Base or IDB);
and 2. a new Minimum Data Set (MDS). – within twelve months criteria for IDB data quality,
such as representativeness and comparability (taking
into account the differences in the organisation of
emergency services in countries), will be clearly
defined, in line with the respective requirements of
the European Statistical System (ESS); and – within twelve months criteria for IDB data quality,
such as representativeness and comparability (taking
into account the differences in the organisation of
emergency services in countries), will be clearly
defined, in line with the respective requirements of
the European Statistical System (ESS); and – within twelve months criteria for IDB data quality,
such as representativeness and comparability (taking
into account the differences in the organisation of
emergency services in countries), will be clearly
defined, in line with the respective requirements of
the European Statistical System (ESS); and
– over the years 2012–2014 an increasing number of
countries will be assisted in collecting and injury
data in accordance with these quality criteria for
uploading in the EU central Injury Database (IDB),
hosted by the European Commission, DG Health
and Consumers. – within twelve months criteria for IDB data quality,
such as representativeness and comparability (taking
into account the differences in the organisation of
emergency services in countries), will be clearly
defined, in line with the respective requirements of
the European Statistical System (ESS); and
– over the years 2012–2014 an increasing number of
countries will be assisted in collecting and injury
data in accordance with these quality criteria for
uploading in the EU central Injury Database (IDB),
hosted by the European Commission, DG Health
and Consumers. Decision about the content of these datasets has been
based on a review of the existing literature and practices
around the world and discussion between experts on the
feasibility
of
collecting
such
data
whilst
ensuring
consistency as far as possible with existing classification
systems. The JAMIE-approach The proposed Full Data Set (FDS) is in line with the
original IDB-classification as it has been implemented
over the past few years in 13 countries [1]. The categor-
ies of external cause variables included in the proposed
FDS (see Appendix II) reflect the responsibility of the
major agencies and bodies involved in prevention in
many countries, including the prevention of injuries in
specific domains such as road traffic, consumer products Whilst from an EU perspective the main focus of JAMIE
is to develop a system to enable the incidence of home
and leisure injuries to be monitored by an increasing
number of countries, it is clear that there are many other
needs for injury data to support policy development, ap-
praisal, prevention and research in relation to injuries
from defective products, or resulting from violence or
road traffic accidents, to name but a few. With not too
much effort and within the existing resources provided
through JAMIE it would be possible to provide tools to
answers most of these questions at individual member
state or EU level. Big samples of MDS are needed for ac-
curate estimates for incidences (not only for home and
leisure injuries). Additional in-depths information on ex-
ternal causes, circumstances, locations, activities, and
products are needed for developing preventive measures,
guiding and evaluating prevention programmes. Table 1 The single screen minimum data set: external
factors of injury
Intent:
Selected mechanisms:
–Accidental injury
–Fall
–Deliberate (intentional) self harm
–Cut/pierce
–Assault related injury
–Road traffic
–Unknown intent
–Poisoning
–Burn/scald
–Other
–Unknown
Location (setting):
Selected activities:
–Workplace
–Sport
–Road (incl. pavement)
–Work
–Educational establishment
–Other
–Leisure area (incl. sport/fitness,
shops, pubs, clubs and recreation)
–Unknown
–Home (includes garden)
–Other (includes health facilities)
–Unknown Table 1 The single screen minimum data set: external
factors of injury
Intent:
Selected mechanisms:
–Accidental injury
–Fall
–Deliberate (intentional) self harm
–Cut/pierce
–Assault related injury
–Road traffic
–Unknown intent
–Poisoning
–Burn/scald
–Other
–Unknown
Location (setting):
Selected activities:
–Workplace
–Sport
–Road (incl. pavement)
–Work
–Educational establishment
–Other
–Leisure area (incl. EU-policy response The proposed MDS-Injury is now presented in
Table 1 as a single screen reporting tool. This data set
serves as complementary items to the data elements
related to the 'nature of injury' and 'body part affected'
that are already collected in all emergency departments
in a routinely manner. – over the years 2012–2014 an increasing number of
countries will be assisted in collecting and injury
data in accordance with these quality criteria for
uploading in the EU central Injury Database (IDB),
hosted by the European Commission, DG Health
and Consumers. By the end of the action (mid 2014), in at least 26
countries National IDB Data Administration Centre
(’NDA’) shall be designated by the competent national or
regional authority and be in full operation, and at least
22 countries shall collect IDB data in a sustainable man-
ner. Four more countries are expected to have imple-
mentation plans in place endorsed by the competent
authorities. The MDS is designed to be implemented in many differ-
ent ways, including the creation of de novo computer sys-
tems, the adaptation of existing systems, or using check
boxes in existing or new paper based clinical records. The simple MDS for Europe reflects the need to meet
many different agendas in relation to data collection,
such as supporting the development of high level EU
and MS injury indicators, being feasible to implement in
MSs with wide variation in existing practice, and maxi-
mising the potential to support prevention and research. The JAMIE-approach sport/fitness,
shops, pubs, clubs and recreation)
–Unknown
–Home (includes garden)
–Other (includes health facilities)
–Unknown Table 1 The single screen minimum data set: external
factors of injury Table 1 The single screen minimum data set: external
factors of injury That is why JAMIE allows EU-MSs to supply ED in-
jury data with two levels of depth on injury determi-
nants,
the
minimum
and
full
level
datasets. The
combination of much larger amounts of cases at a lower
level of detail as to the injury circumstances, sufficient
for developing the accurate estimates of population inci-
dence, with data at high levels of detail from a relatively
small number of hospitals provides information for a
wide range of policy makers and health, transportation
and consumer protection authorities. Location (setting): –Workplace
–Road (incl. pavement)
–Educational establishment
–Leisure area (incl. sport/fitness,
shops, pubs, clubs and recreation)
–Home (includes garden)
–Other (includes health facilities)
–Unknown The proposed two level system involves the implementa-
tion of emergency department datasets at different levels of
sophistication: 1. the Full injury surveillance Data Set (FDS, Rogmans Archives of Public Health 2012, 70:19
http://www.archpublichealth.com/content/70/1/19 Rogmans Archives of Public Health 2012, 70:19
http://www.archpublichealth.com/content/70/1/19 Page 4 of 5 Page 4 of 5 and services, or in work environments. In creating such
a dataset we have been guided by the need to be able to
capture the required variables efficiently and from a var-
iety of staff in emergency departments including recep-
tion staff and clinicians. In response to the latter
requirement we have chosen terminology for categories
which are widely understood both by the general public
and clinical staff, e.g. put ‘accidental injury’ instead of
‘unintentional injury’ on the form. Hungary, National Institute for
Health Development
Sweden, National Board of Health
and Welfare
Ireland, National Suicide
Research Foundation
Slovenia, National Institute of
Public Health
Iceland, The Directorate
of Health
Spain, Servicio Navarra de Salud
Italy, Instituto Superiore
di Sanità
United Kingdom, Swansea
University Hungary, National Institute for
Health Development United Kingdom, Swansea
University Italy, Instituto Superiore
di Sanità Collaboration has been established with a number of
other countries, including Luxembourg, Poland and
Croatia. Appendix I
Wh ppe d
Who we are
To date, the following countries joined the project as
associated partners in JAMIE: Health policy use
h
f Given the range of data being collected as part of the MDS
proposed in the JAMIE project, including information on
the age/gender of the injured individual, the nature of the
injury sustained, the mechanism of the injury and the activ-
ity/location/intent associated with the injury, the opportun-
ity exists for each member state to use this information to
calculate the number of DALYs and the size of the direct
medical costs applicable to their own country. Such infor-
mation is extremely valuable for undertaking economic
analyses to assess the effectiveness or cost-benefit of injury
prevention strategies in the EU-region. The JAMIE-project has been initiated, with the en-
dorsement of governments in the EU-Member States, by
a consortium of centres of excellence in injury surveil-
lance based in the EU region: the Austrian Road Safety Board (KfV), Vienna,
Austria; the European Association for Injury Prevention and
Safety Promotion (EuroSafe), Amsterdam, the
Netherlands; the National Institute for Health Development
(NIHD), Budapest, Hungary; Due to the complexities of these calculations the project
will provide instructions relating to how DALYs and dir-
ect medical costs can be measured, utilising the know-
ledge gained and findings resulting from the GBDI study
[7] and the UK Burden of Injury (UK BOI) study [8]. the Swansea University School of Medicine, Health
Information Research Unit (SU), Swansea, Wales,
UK; and the Brandenburg University of Technology,
Information Systems Unit, Cottbus, Brandenburg,
Germany. The complexity of the project as well as the diversity of
stakeholders involved calls for a comprehensive communi-
cation plan in order to ensure focus in all activities and
among all involved partners. The project group will work
closely together with the competent authorities in MSs and
those involved in the development of health sector based in-
jury data exchange, including the European Statistical Office
and World Health Organization ICD Revision Group. The European Association for Injury Prevention and
Safety Promotion (EuroSafe) provides leadership to the
project. Rogmans Archives of Public Health 2012, 70:19
http://www.archpublichealth.com/content/70/1/19 Page 5 of 5 Rogmans Archives of Public Health 2012, 70:19
http://www.archpublichealth.com/content/70/1/19 Page 5 of 5 Page 5 of 5 Transport injury event – Any incident involving a trans-
port device and resulting in injury
Place of occurrence – Where the injured person was
when the injury event started
Mechanism of injury – The way in which the injury was
sustained (i.e. how the person was hurt)
Activity when injured – The type of activity the injured
person was engaged in when the injury occurred
Object/substance producing injury – Matter, material or
thing being involved in the injury event
Type of injury – Type of injury sustained
Part of the body injured – Region or part of the body
where the injury is located
Narrative – Description of the event leading to the (sus-
pected) injury Transport injury event – Any incident involving a trans-
port device and resulting in injury Transport injury event – Any incident involving a trans-
port device and resulting in injury Received: 9 July 2012 Accepted: 20 August 2012
Published: 28 August 2012 Received: 9 July 2012 Accepted: 20 August 2012
Published: 28 August 2012 Place of occurrence – Where the injured person was
when the injury event started Violence module Victim/perpetrator relationship – The relationship of
the person committing the violent act to the injured per-
son. doi:10.1186/0778-7367-70-19
Cite this article as: Rogmans: Joint action on monitoring injuries in
Europe (JAMIE). Archives of Public Health 2012 70:19. Sex of perpetrator – The sex of the person who inflicted
the injury. Age group of perpetrator – The age group of the person
who inflicted the injury. Context of assault – The circumstances surrounding the
violent injury event. Submit your next manuscript to BioMed Central
and take full advantage of: Counterpart – The other vehicle, object, person, or ani-
mal (if any) with which the injured person, or the vehicle
in which the injured person was travelling, collided. • Convenient online submission • Thorough peer review Intentional Self-harm module Proximal risk factor – The most recent crises that led to
the self-harm incident. Previous intentional self-harm – Whether or not the
injured person attempted intentional self-harm before. Admission module 7. Murray CJL, Lopez AD: The Global Burden of Disease. Geneva: World Health,
Organization, Harvard School of Public Health, World Bank; 1996. Number of days in hospital – The number of days the
injured person is admitted in the recording hospital. 8. Lyons RA, Kendrick D, Towner EM, Christie N, Macey S, et al: Measuring the
Population Burden of Injuries—Implications for Global and National Estimates:
A Multi-centre Prospective UK Longitudinal Study. PLoS Med 2011, 8(12):
e1001140. doi:10.1371/journal.pmed.1001140. Core IDB FDS data elements Core IDB FDS data elements Recording country – Country that provides the data
Unique national record number – Number of the emer-
gency department case or record
Age of patient – Person’s age at the time of the injury
Sex of patient – Person’s sex at the time of the injury
Country of permanent residence – Person’s country of
residence at the time of the injury
Date of injury – The date the injury was sustained
Time of injury – The time the injury was sustained
Date of attendance – The date the injured person
attended the Emergency Department
Time of attendance – The time the injured person
attended the Emergency Department
Treatment and follow-up – Status of treatment after at-
tendance at the Emergency Department
Intent – The role of human purpose in the injury event To date, the following countries joined the project as
associated partners in JAMIE: Austria, Kuratorium für
Verkehrssicherheit
Lithuania, Institute of Hygiene
Cyprus, Ministry of Health
Latvia, National Health Services
Czech Republic, The University
Hospital Brno
Malta, Directorate General
Strategy & Sustainability
Denmark, Syddansk Universitet
Netherlands, Consumer
Safety Institute
Estonia, Ministry of Social
Affairs of Estonia
Norway, Norwegian Safety
Forum
Germany, Landesgesundheitsamt
Brandenburg
Portugal, Instituto Nacional
de Saúde-Dr. Ricardo Jorge IP
Greece, National School of
Public Health
Romania, Babeş-Bolyai University
Cluj-Napoca Austria, Kuratorium für
Verkehrssicherheit
Lithuania, Institute of Hygiene
Cyprus, Ministry of Health
Latvia, National Health Services
Czech Republic, The University
Hospital Brno
Malta, Directorate General
Strategy & Sustainability
Denmark, Syddansk Universitet
Netherlands, Consumer
Safety Institute
Estonia, Ministry of Social
Affairs of Estonia
Norway, Norwegian Safety
Forum
Germany, Landesgesundheitsamt
Brandenburg
Portugal, Instituto Nacional
de Saúde-Dr. Ricardo Jorge IP
Greece, National School of
Public Health
Romania, Babeş-Bolyai University
Cluj-Napoca Transport module Mode of transport – The means by which the injured
person was travelling from one place to another. Submit your next manuscript to BioMed Central
and take full advantage of:
• Convenient online submission
• Thorough peer review
• No space constraints or color figure charges
• Immediate publication on acceptance
• Inclusion in PubMed, CAS, Scopus and Google Scholar
• Research which is freely available for redistribution
Submit your manuscript at
www.biomedcentral.com/submit Submit your next manuscript to BioMed Central
and take full advantage of:
• Convenient online submission
• Thorough peer review
• No space constraints or color figure charges
• Immediate publication on acceptance
• Inclusion in PubMed, CAS, Scopus and Google Scholar
• Research which is freely available for redistribution
Submit your manuscript at
www.biomedcentral.com/submit Submit your next manuscript to BioMed Central
and take full advantage of:
• Convenient online submission
• Thorough peer review
• No space constraints or color figure charges
• Immediate publication on acceptance
• Inclusion in PubMed, CAS, Scopus and Google Scholar
• Research which is freely available for redistribution
Submit your manuscript at
www.biomedcentral.com/submit Role of the injured person – How the injured person
was involved with the specified mode of transport at the
time of the injury event. Submit your next manuscript to BioMed Central
and take full advantage of: References 1. Kisser R, et al: Injuries in the European Union, Statistics Summary 2005–2007
Kuratorium für Verkehrssicherheit, 2009. Vienna: EuroSafe; 2009. website:
http://www.eurosafe.eu.com/csi/eurosafe2006.nsf/wwwVwContent/
l3reportsonidb-1.htm. 1. Kisser R, et al: Injuries in the European Union, Statistics Summary 2005–2007,
Kuratorium für Verkehrssicherheit, 2009. Vienna: EuroSafe; 2009. website:
http://www.eurosafe.eu.com/csi/eurosafe2006.nsf/wwwVwContent/
l3reportsonidb-1.htm. Mechanism of injury – The way in which the injury was
sustained (i.e. how the person was hurt) 2. Baker SP, O'Neill B, Ginsberg MJ, Guohua L: The injury fact book. Oxford
Press: New York; 1992. 2. Baker SP, O'Neill B, Ginsberg MJ, Guohua L: The injury fact book. Oxford
Press: New York; 1992. 3. Kisser R, et al: Injury data needs and opportunities in Europe. Int. J. Injury
Control and Safety Promotion 2009, 16(2):103–112. p 106. 3. Kisser R, et al: Injury data needs and opportunities in Europe. I Kisser R, et al: Injury data needs and opportunities in Europe. Int. J. Injury
Control and Safety Promotion 2009, 16(2):103–112. p 106. Object/substance producing injury – Matter, material or
thing being involved in the injury event Control and Safety Promotion 2009, 16(2):103–112. p 106. 4. Council Recommendation on the prevention: Council Recommendation on
the prevention of injury and the promotion of safety. Official Journal of the
European Union 2007/C164/01 of July 18, 2007. (CELEX-Nr. 32007H0718). website: http://www.eurosafe.eu.com/csi/eurosafe2006.nsf/wwwVwContent/
l4councilrecommendation.htm. Part of the body injured – Region or part of the body
where the injury is located 5. European Commission: Health in Europe- Information and data interface. https://webgate.ec.europa.eu/sanco/heidi/index.php/IDB. Narrative – Description of the event leading to the (sus-
pected) injury Narrative – Description of the event leading to the (sus-
pected) injury 6. CECI Coordination and Maintenance Group: International Classification of
External Causes of Injuries (ICECI) version 1.2. Adelaide: Consumer Safety
Institute, Amsterdam and AIHW National Injury Surveillance Unit; 2004. website: http://www.who.int/classifications/icd/adaptations/iceci/en/index. html. Sports module Type of sport/exercise activity – The type of sport or ex-
ercise activity in which the injured person was engaged
at the time of the injury.
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https://www.nature.com/articles/srep09974.pdf
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English
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Effects of substrate conductivity on cell morphogenesis and proliferation using tailored, atomic layer deposition-grown ZnO thin films
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Scientific reports
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cc-by
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OPEN SUBJECT AREAS:
FOCAL ADHESION
MECHANOTRANSDUCTION
SYNTHESIS AND
PROCESSING Won Jin Choi1*, Jongjin Jung2*, Sujin Lee3*, Yoon Jang Chung1, Cheol-Soo Yang1, Young Kuk Lee1,
You-Seop Lee4, Joung Kyu Park2, Hyuk Wan Ko3 & Jeong-O Lee1 Received
28 October 2014
Accepted
24 March 2015
Published
21 April 2015 1Advanced Materials Division, Korea Research Institute of Chemical Technology (KRICT), Daejeon, 305-343, South Korea,
2Research Center for Convergence Nanotechnology, Korea Research Institute of Chemical Technology (KRICT), Daejeon, 305-343,
South Korea, 3College of Pharmacy, Dongguk University, Gyeonggido, 410-820, South Korea, 4Eco-Solution Team, DMC R&D
Center, Samsung Electronics, Suwon, 443-742, South Korea. We demonstrate that ZnO films grown by atomic layer deposition (ALD) can be employed as a substrate to
explore the effects of electrical conductivity on cell adhesion, proliferation, and morphogenesis. ZnO
substrates with precisely tunable electrical conductivity were fabricated on glass substrates using ALD
deposition. The electrical conductivity of the film increased linearly with increasing duration of the ZnO
deposition cycle (thickness), whereas other physical characteristics, such as surface energy and roughness,
tended to saturate at a certain value. Differences in conductivity dramatically affected the behavior of SF295
glioblastoma cells grown on ZnO films, with high conductivity (thick) ZnO films causing growth arrest and
producing SF295 cell morphologies distinct from those cultured on insulating substrates. Based on simple
electrostatic calculations, we propose that cells grown on highly conductive substrates may strongly adhere
to the substrate without focal-adhesion complex formation, owing to the enhanced electrostatic interaction
between cells and the substrate. Thus, the inactivation of focal adhesions leads to cell proliferation arrest. Taken together, the work presented here confirms that substrates with high conductivity disturb the
cell-substrate interaction, producing cascading effects on cellular morphogenesis and disrupting proliferation,
and suggests that ALD-grown ZnO offers a single-variable method for uniquely tailoring conductivity. S S
tudies of various organic/inorganic structures and materials as cellular substrates are a current research
priority, reflecting the fundamental importance of understanding cellular interfaces and their applications,
which range from wound healing and bone and nerve regeneration to prosthetics and artificial tissues and
organs. Cells are extremely sensitive to nano- or micron-sized natural/artificial surface topographies and
chemistries, which may permanently change cell fate1–7. Depending on the cell type or application, different
materials/topographies are required as cell substrates. For example, neuronal cells prefer conductive substrates,
such as carbon nanotubes8, whereas bone tissue regeneration requires mechanically robust substrates9, and
vascular implants favor fibrous supports10,11. * These authors
contributed equally to
this work. Correspondence and
requests for materials
should be addressed to
J.-O.L. (jolee@krict.re.
kr); J.K.P. (parkjk@
krict.re.kr) or H.W.K.
(kohw@dongguk.edu) OPEN The conductivity of ZnO films is generally governed by film
thickness in the nanometer range, allowing the electrical properties
of the film to be carefully tuned without altering other characteristics. Such tunable conductivity is unique to ALD-processed ZnO thin
films, distinguishing this approach from other fabrication methods,
such as sputtering, chemical vapor deposition, hydrothermal and
sol-gel-derived ZnO. promote astrocyte cell growth; the same metallic Au surfaces exerted
the opposite effect. Although Au and Pt are metallic substrates,
Si a semiconducting one, and SiO2 could be classified as an insulating
substrate. Thus, the cell growth effects cannot be exclusively attrib-
uted to differences in electrical conductivity because these substrates
possess chemically and physically diverse properties. These studies
highlight the importance of being able to vary a single physical
parameter while holding all other physicochemical parameters
constant to develop a clear understanding of the effect of electrically
conducting substrates on cell behavior. In this work, we investigated ZnO films grown by atomic
layer deposition (ALD) as cell-interfacing substrates with variable
electrical conductivity. Depending on their thickness, ALD-grown
ZnO films displayed a wide range of electrical properties, encom-
passing insulating, semiconducting and metallic properties, whereas
their chemical and topological properties remained constant. SF295
glioblastoma cells grown on ZnO films with different conductivities
exhibited marked differences in cell morphogenesis and proliferation
that depended on the conductivity of the film. Figure 1 (b–f) shows the properties of ALD ZnO thin films as a
function of cycle number (50–500 cycles). A plot of the electrical
characteristics of the ZnO thin films (Figure 1b), measured by the
Hall effect (Figure 1c), shows that the very thin films (,7 nm;
50 cycles) are similar to insulators, exhibiting no measurable
conduction. At intermediate thicknesses of ,18 nm (100 cycles)
and ,25 nm (150 cycles), the films show semiconducting behavior
with moderate conductivity (0.4–78 S/cm) and typical field effect
transistor characteristics (Supplementary Figure S1). When the film
thickness exceeds 34 nm (.200 cycles), the conductivity values are
large enough to allow implementation as a metallic electrode
(.100 S/cm). The conductivity values (Figure 1b) and charge carrier
concentration values extracted/derived from them increased linearly
with increases in the number of ALD cycles. Although the effect of
substrate conductivity has been studied previously12, the present
work employed the widest conductivity range, as well as much higher
conductivity, highlighting the appropriateness of the current
study. OPEN Despite these general trends, a fundamental understanding of the
mechanisms underlying such tendencies has remained elusive owing to the simultaneous contributions of
multiple cell substrate parameters. p
p
Electrically conductive substrates have recently been used as cell-stimulating interfaces, and the effects of
electrical conductivity on cell behavior have been extensively investigated12–15. For example, Thrivikraman and
colleagues investigated the cell behavior with hydroxyapatite (HA) and calcium titanate (CA) and concluded that
cell proliferation was enhanced on more highly conducting CA12. Jun et al. showed that electrically conductive
composite fibers of poly(L-lactide-co-e-caprolactone) blended with polyaniline stimulate the differentiation
of myoblast cells13. Baxter and colleagues showed that electrically active (polarized) hydroxyapatite exerts
positive effects on bone cell growth14 and suggested that the adsorption of proteins and ions on the polarized
substrate might be a possible mechanism. However, conductivity of the substrates investigated was too low
(,1029/Ohm?cm for CA) to draw meaningful conclusions. Maydanov et al. investigated the role of an electrically
conductive cell substrate by growing astrocytes on Au, Pt, Si, or SiO2 substrates15. Pt substrates were found to SCIENTIFIC REPORTS | 5: 9974 | DOI: 10.1038/srep09974 1 www.nature.com/scientificreports www.nature.com/scientificreports promote astrocyte cell growth; the same metallic Au surfaces exerted
the opposite effect. Although Au and Pt are metallic substrates,
Si a semiconducting one, and SiO2 could be classified as an insulating
substrate. Thus, the cell growth effects cannot be exclusively attrib-
uted to differences in electrical conductivity because these substrates
possess chemically and physically diverse properties. These studies
highlight the importance of being able to vary a single physical
parameter while holding all other physicochemical parameters
constant to develop a clear understanding of the effect of electrically
conducting substrates on cell behavior. The ZnO thin films used here were grown on glass substrates using
the ALD process shown in Figure 1a. A single cycle of ALD is
composed of a pulse of diethyl zinc (DEZ) followed by a purge
process, resulting in the formation of a layer of Zn-terminated bonds
on the surface of the glass substrate. This cycle is then followed by a
subsequent pulse of H2O to attach O atoms to these chains to form a
layer (,0.2 nm) of ZnO23,24. The self-limited nature of ALD enables
atomic-scale control of the thickness of ZnO films while maintaining
other factors, such as surface roughness and chemical composition. OPEN The correlation between the number of ALD cycles and film Results Preparation and characterizations of ZnO films. ZnO is a wide
bandgap (3.37 eV at room temperature) group II-VI semiconductor
material that is used in numerous fields of materials research16. Its optical clarity and relatively metallic properties allow it to be
implemented as a transparent, conductive, oxide material for
electrodes in smart windows and touch screens. In the semiconductor
industry, ZnO is widely used as the active channel material in thin film
transistors owing to its large on/off ratio and moderate field effective
mobility, possibly even challenging classic Si-based devices in some
applications17–21. ZnO is also commonly found as an optoelectronic
film in various optical applications22, and its piezoelectric properties
have opened a broad avenue of research in energy devices. Figure 1 | Characteristics of ALD-grown ZnO thin films. (a) A schematic depiction of the ALD process used to prepare ZnO thin films with different
nanometer-depth thicknesses. (b) Conductivity versus ALD cycle number in ZnO thin films. ZnO films prepared with 50 and 100 ZnO-layering cycles are
classified as insulators, those prepared with 150 cycles are classified as semi-conductors, and those prepared using more than 200 cycles are categorized as
metal. (c) A scheme showing Hall measurements of ZnO thin films deposited on glass. (d) ZnO film thickness versus the number of ALD cycles. (e) The
degree of hydrophobicity of ZnO thin films determined by measuring the contact angles. As the ZnO film becomes thicker, the contact angle increases
from 40u to 64u. The contact angle becomes saturated after 200 cycles of ALD. (f) Plot of surface roughness, analyzed by AFM, versus the number of ALD
cycles. The surface roughness curve exhibits a hyperbolic relationship with the cycle number (from 0.15 nm to 0.7 nm) and saturates at 150 cycles. SCIENTIFIC REPORTS | 5 9974 | DOI 10 1038/
09974
2 Figure 1 | Characteristics of ALD-grown ZnO thin films. (a) A schematic depiction of the ALD process used to prepare ZnO thin films with different
nanometer-depth thicknesses. (b) Conductivity versus ALD cycle number in ZnO thin films. ZnO films prepared with 50 and 100 ZnO-layering cycles are
classified as insulators, those prepared with 150 cycles are classified as semi-conductors, and those prepared using more than 200 cycles are categorized as
metal. (c) A scheme showing Hall measurements of ZnO thin films deposited on glass. (d) ZnO film thickness versus the number of ALD cycles. Results In the presence of serum, SF295
cells spread out properly but exhibited different patterns of mem-
brane protrusion that depended on the thickness of the ZnO film. As
shown in Figure 2a and Supplementary Figure S5, cells grown on
highly conductive ZnO films adopted a more elongated shape and
were well spread out. As the number of ZnO cycles increased, the cell
elongation factor values, measured as the long axis/short axis ratio,
also increased. Supplementary Figure S6 shows actin filament
structures in SF295 cells, revealing morphological changes in cells Figure 1 (e and f) shows the hydrophobicity of the films
determined from contact angle measurements and their roughness,
measured by AFM. Both profiles clearly show that the surface prop-
erties, except charge carrier concentration, remained constant above
,200 cycles of ZnO thin film layering, implying that any changes in
cell behavior beyond this point are unrelated to differences in the
surface roughness or contact angle. Typical topographic images and
wetting-angle measurements corresponding to a range of ALD cycles
(50–500) are shown in Supplementary Figures S2 and S3. SF295 cell growth on ZnO thin films. To examine the effects of
variable conductivity on cellular responses, the SF295 cell line was
used as a model system. SF295 is an established high-grade brain
tumor cell line derived from human malignant glioma25. Brain
tumors are highly aggressive, yet the treatment therapy for brain
tumors remains limited. Tumor treating fields (TTF) therapy was
recently approved by the U.S. Food and Drug Administration (FDA)
as a treatment method for this devastating malignant glioma26,27. TTF Figure 2 | Cell viability and proliferation on ZnO films. (a) Differential-interference contrast (DIC) images of SF295 cells on ZnO thin films with
different charge carrier densities (50–500 cycles of ZnO layering). SF295 cells on substrates with a higher carrier density exhibited more elongated and
narrowed ends. Scale bar 5 20 mm. (b) Histogram showing the optical density of SF295 cells grown on ZnO substrates expressed as absorbance units
(a.u.) and determined using MTS assays. Assays were performed 7 days after seeding cells on each ZnO substrate. Data are presented as the means 6
S.E.M. (n53). Significance was tested using one-way analysis of variance (ANOVA) with post hoc Fisher’s least significant difference (LSD) analysis. *, P , 0.05; NS, not significant. Results (c) Possible contribution of the toxicity of released Zn21 ions to the ALD cycle number-dependent effects of ZnO thin
films on proliferation (shown in 2b). Left: Illustration of the experimental setup. ZnO thin films were incubated (or soaked in cell culture medium) for
24 hours in a CO2 incubator, after which the conditioned medium was collected. SF295 cells grown on glass slides were then incubated with the collected
ZnO thin film-conditioned medium for 24 hours, and their viability was assayed by MTS assay. Right: Results of cell viability assays. The decrease in cell
viability did not exceed 10% compared with controls incubated in conditioned medium from the glass substrate. Zn21 ion release from ZnO thin films was
further examined by measuring the concentration of Zn21 ions using ICP-AES (see Supplementary Figure S7). Data are presented as the means 6 S.D. (n 5 3). Significance was tested using one-way ANOVA with post hoc Fisher’s LSD analysis. ***, P , 0.001; NS, not significant. (d) Cell counting assay to
quantify the proliferation of SF295 cells cultured on each ZnO substrate from 24 to 140 hours. Cell growth curves indicate that SF295 cells grown on glass
or 50- to 200-cycle ZnO films proliferated exponentially, whereas cells grown on 250- and 500-cycle ZnO films showed linear growth. Figure 2 | Cell viability and proliferation on ZnO films. (a) Differential-interference contrast (DIC) images of SF295 cells on ZnO thin films with
different charge carrier densities (50–500 cycles of ZnO layering). SF295 cells on substrates with a higher carrier density exhibited more elongated and
narrowed ends. Scale bar 5 20 mm. (b) Histogram showing the optical density of SF295 cells grown on ZnO substrates expressed as absorbance units
(a.u.) and determined using MTS assays. Assays were performed 7 days after seeding cells on each ZnO substrate. Data are presented as the means 6
S.E.M. (n53). Significance was tested using one-way analysis of variance (ANOVA) with post hoc Fisher’s least significant difference (LSD) analysis. *, P , 0.05; NS, not significant. (c) Possible contribution of the toxicity of released Zn21 ions to the ALD cycle number-dependent effects of ZnO thin
films on proliferation (shown in 2b). Left: Illustration of the experimental setup. ZnO thin films were incubated (or soaked in cell culture medium) for
24 hours in a CO2 incubator, after which the conditioned medium was collected. Results (e) The
degree of hydrophobicity of ZnO thin films determined by measuring the contact angles. As the ZnO film becomes thicker, the contact angle increases
from 40u to 64u. The contact angle becomes saturated after 200 cycles of ALD. (f) Plot of surface roughness, analyzed by AFM, versus the number of ALD
cycles. The surface roughness curve exhibits a hyperbolic relationship with the cycle number (from 0.15 nm to 0.7 nm) and saturates at 150 cycles. Figure 1 | Characteristics of ALD-grown ZnO thin films. (a) A schematic depiction of the ALD process used to prepare ZnO thin films with different
nanometer-depth thicknesses. (b) Conductivity versus ALD cycle number in ZnO thin films. ZnO films prepared with 50 and 100 ZnO-layering cycles are
classified as insulators, those prepared with 150 cycles are classified as semi-conductors, and those prepared using more than 200 cycles are categorized as
metal. (c) A scheme showing Hall measurements of ZnO thin films deposited on glass. (d) ZnO film thickness versus the number of ALD cycles. (e) The
degree of hydrophobicity of ZnO thin films determined by measuring the contact angles. As the ZnO film becomes thicker, the contact angle increases
from 40u to 64u. The contact angle becomes saturated after 200 cycles of ALD. (f) Plot of surface roughness, analyzed by AFM, versus the number of ALD
cycles. The surface roughness curve exhibits a hyperbolic relationship with the cycle number (from 0.15 nm to 0.7 nm) and saturates at 150 cycles. SCIENTIFIC REPORTS | 5: 9974 | DOI: 10.1038/srep09974 2 www.nature.com/scientificreports thickness is shown in Figure 1d. The thickness of the film was
confirmed by atomic force microscopy (AFM). therapy uses low intensity alternating electric fields and currents, and
the molecular basis of TTF presumably lies in the disruption of the
mitotic process of proliferating cancer cells by alternating electric
fields. In this regard, the interaction of glioma cells and the electric
field (current) need to be explored at a basic level; thus, we explored
cell motility and proliferation on substrates with varying electrical
conductivity. SF295 cells were cultured on ZnO thin films with or
without serum (see Materials and Methods). In serum-free medium,
SF295 cells attached normally to ZnO substrates but failed to form
proper membrane protrusions, such as filopodia and lamellipodia. In
addition, the cells could not spread out and instead displayed round
shapes (Supplementary Figure S4). Results SF295 cells grown on glass slides were then incubated with the collected
ZnO thin film-conditioned medium for 24 hours, and their viability was assayed by MTS assay. Right: Results of cell viability assays. The decrease in cell
viability did not exceed 10% compared with controls incubated in conditioned medium from the glass substrate. Zn21 ion release from ZnO thin films was
further examined by measuring the concentration of Zn21 ions using ICP-AES (see Supplementary Figure S7). Data are presented as the means 6 S.D. (n 5 3). Significance was tested using one-way ANOVA with post hoc Fisher’s LSD analysis. ***, P , 0.001; NS, not significant. (d) Cell counting assay to
quantify the proliferation of SF295 cells cultured on each ZnO substrate from 24 to 140 hours. Cell growth curves indicate that SF295 cells grown on glass
or 50- to 200-cycle ZnO films proliferated exponentially, whereas cells grown on 250- and 500-cycle ZnO films showed linear growth. eration on ZnO films. (a) Differential-interference contrast (DIC) images of SF295 cells on ZnO thin films with SCIENTIFIC REPORTS | 5: 9974 | DOI: 10.1038/srep09974 3 www.nature.com/scientificreports grown on ZnO films with different conductivities. Cells were stained
using the F-actin-specific binding peptide, phalloidin, conjugated
with an Alexa Fluor 488 fluorescent probe. On highly conductive
ZnO thin films (.250 cycles), the cells formed actin stress fibers
aligned along the long axis of the cells. A previous study showed
that cells tend to align themselves along extracellular cues, such as
mechanical, chemical and electrical stimulation28. In a recent review
by Li et al., various examples of in vitro cell alignment techniques
were summarized28. However, no external stimulation sources,
such as electric field (current)29, unidirectional mechanical stress
(stretch30, flow31, compression32 or topographic patterning33) or
line-shaped chemical stimulation34, were applied to the system in
this work; the directions of cell alignment were randomly oriented
as shown in Figure 2 (a). released from ZnO thin films did not significantly influence cell
viability. MTS assays not only provide information about cell viability, they
also provide a measure of cell proliferation. Thus, a lower O.D. value
in the MTS assay might indicate a reduced level of cell proliferation
on ZnO thin films instead of poor cell viability. Results To measure the degree of cell pro-
liferation in SF295 cells, we used a labeling technique employing
the non-radioactive thymidine analog, 5-ethynyl-2’-deoxyuridine
(EdU), which is readily incorporated into the double-stranded
DNA of proliferating cells. A single 1-hour pulse treatment of cells
with EdU was followed by a 24-hour incubation, after which nascent
DNA staining was analyzed using a copper-catalyzed reaction. This
analysis revealed a significant decrease in the percentage of EdU-
positive cells in ZnO films with a higher charge carrier density
(Figure 3a and b). Cells grown on 500-cycle ZnO films showed an
approximately 50% decrease in the EdU-positive fraction compared
with control cells cultured on a glass plate. These results indicate that
the electrical conductivity of the underlying substrate has an impact
on the cell division rate. Then, what aspects of the electrically con-
ductive substrate hinder cell proliferation? We found a clue from
previous experimental work that showed that cell proliferation was
reduced on adhesive substrates42. y
g
Previous studies have suggested two primary possibilities to
account for the cytotoxic properties of ZnO nanomaterials on cul-
tured cells: i) the dissolution and release of toxic cations35,36 and ii)
the production of reactive oxygen species (ROS)37,38. In the first case,
a likely mechanism begins with the endocytosis of ZnO nanorods. In
this scenario, the acidic environment generated inside endosomes
leads to the ionization of ZnO into O22 and free Zn21 ions; the latter
then causes cytotoxic effects on cells. These events could occur if
the ZnO particle size is small enough to be confined within the
cytoplasm of the cell. ROS-mediated cytotoxicity could occur if sam-
ple-handling procedures are not sufficiently stringent. For example,
the exposure of ZnO films to UV light might result in generation of
ROS that is due to oxygen defects in the films. The underlying
molecular mechanism of ROS-dependent ZnO nanoparticle-
induced cell death might be attributable to mitochondrial damage
and the subsequent disruption of cellular respiratory functions39. However, such a scenario cannot be directly applied to our system that
used a relatively smooth, continuous film-type ZnO as a stimulant. Adhesion force measurements of SF295 cells grown on ZnO thin
films. The adhesion forces of cells grown on ZnO films with varying
conductivity were analyzed as follows. First, cells growing on
different substrates (varying conductivity) were treated with
trypsin for 150 seconds and then centrifuged to remove weakly
bound cells. Results To clarify the effects
of ZnO on cell fate, we quantified viable cells by fixing and counting
cells at four different time points (from 24 to 140 hours) after cul-
turing on ZnO thin films (Figure 2d). As shown in Supplementary
Table 1 and Supplementary Figure S8, the proliferation rate of SF295
cells varied according to the conductivity of the ZnO films. SF295
cells grown on 250- and 500-cycle ZnO thin films exhibited a linear
increase in proliferation, whereas cells grown on all other ZnO thin
films grew exponentially. Because all other physical parameters
(wetting angle, surface roughness) become saturated after approxi-
mately 150–200 cycles, these findings suggest that the three different
electrical conductivity states of ZnO thin films—metallic, semicon-
ducting and insulating—that depend on the charge carrier density,
caused SF295 glioblastoma cells to proliferate at different rates. Therefore, we conclude that the electrical conductivity of the sub-
strate is the dominating factor for cell proliferation above 200 cycles
of ZnO (metallic conductivity range where other parameters, such as
wettability and surface roughness of ZnO, saturate). However, other
physical parameters may also aid cell proliferation when the conduc-
tivity ranges of the ZnO films lie in the insulating or semiconducting
regions (below 200 cycles). We also observed a decrease in the total number of cells with
increases in conductivity, as shown in Figure 2a. To assess the
viability of SF295 cells grown on ZnO thin films with different thick-
nesses (50–500 cycles), we performed MTS (3-[4,5-dimethylthiazol-
2-yl]-2,5 diphenyl tetrazolium bromide) assays after culturing cells
for 7 days. As shown in Figure 2b, the measured optical density
(O.D.) decreased dramatically with increasing ZnO thickness; on
500-cycle ZnO thin films, the cell viability decreased to less than
50% of that in controls (cells cultured on glass slides). Although
the physicochemical features of the cell substratum are critically
important in determining cell adhesion and viability, our results
indicate that decreases in total cell numbers might be attributable
to the charge carrier concentration rather than other surface prop-
erties. The surface roughness and hydrophobicity of ZnO thin films
increased linearly over a limited thickness window corresponding
to 0 to 150 cycles, but both parameters saturated at approximately
150 cycles and remained constant (see Figure 1e and f). We further examined the effects of changes in electrical conduc-
tivity on SF295 cell proliferation. Results The details of the adhesion force measurements are
described in the Materials and Methods section. As shown in
Figure 4a, the number of cells that remained attached to the
substrate dramatically increased with increasing ZnO thickness. Figure 4b and Supplementary Figure S9, which compare cells
grown on 50-cycle ZnO and 250-cycle ZnO after trypsin treatment
for 150 seconds, clearly show that a larger number of cells grown on
thicker ZnO films exhibit elongated cell shapes, indicating resistance
to trypsin-EDTA or stronger adhesion. y
yp
To determine whether the Zn21 ions released from thicker ZnO
films mediate the cytotoxic effects on SF295 cells40,41, we performed
the following control experiment. First, ZnO films of different
thickness were incubated for 24 hours in growth medium, and the
conditioned media containing released Zn21 ions were collected. SF295 cells on a glass substrate were then cultured in the collected
media for 48 hours, after which the percentage of viable cells was
determined using MTS assays (Figure 2c). The amount of Zn21 ions
released was also determined by measuring the Zn21 concentration
in the conditioned medium using inductively coupled plasma atomic
emission spectroscopy (ICP-AES). As shown in Supplementary
Figure S7, the concentration of Zn21 ions increased with increasing
thickness of the ZnO films, and medium collected from cells grown
on 500-cycle ZnO thin films contained the highest concentrations of
Zn21 ions. Despite the cycle number-dependent increase in Zn21
concentration, there was less than a 10% change in the total number
of cells at any cycle number (Figure 2c), indicating that the Zn21 ions How cells change their shape, biochemical characteristics, and
motility in response to environmental cues has been extensively
studied. Cells continuously perceive stimuli from the underlying
surface and transduce these stimuli into specific intracellular signals
to properly respond to changes in their surroundings. Specifically,
integrin-based adhesion complexes are known to recognize the
surrounding extracellular environment with extreme sensitivity; SCIENTIFIC REPORTS | 5: 9974 | DOI: 10.1038/srep09974 4 Figure 3 | Fluorescence images of cell proliferation assayed using EdU. (a) Representative images of 1-hour pulse-labeled EdU staining (green) and
nuclear staining (blue, Hoechst 3334). As the charge carrier density increased (high cycle numbers), the density of SF295 cells and percentage of
proliferating cells decreased, as reflected by a decrease in the EdU-positive cell population. Scale bar 5 20 mm. (b) Quantification of the ratio of
EdU-incorporating cells to total cells. Results Immunofluorescence staining showed that the intensities and shapes
of vinculin were different among cells growing on different ZnO thin
film substrates. ZnO thin films with high conductivity caused weak
and less locally concentrated vinculin staining, indicating decreased
FA complex formation at intracellular surfaces (Figure 4c and
Supplementary Figures S10 and S11). Consistent with this result,
we also observed a decrease in immunofluorescence signals for tyr-
osine-phosphorylated FAK in SF295 cells seeded on 500-cycle ZnO
thin films (Supplementary Figure 12). These results suggest that
conductive ZnO substrates trigger the down-regulation of FA com-
plexes containing vinculin and tyrosine-phosphorylated FAK. Moreover, whereas FAs with a highly elongated ellipsoid shape were
most common in control cells grown on glass substrates, such FAs
were less frequent in cells grown on ZnO thin films with high con-
ductivity; these cells were more often round rather than elongated. Results The percentage of proliferating SF295 cells on the 500-cycle ZnO substrate (28%) was less than that in controls
cultured on a glass substrate (42%). Error bars denote standard errors of the mean (SEM; n 5 4), and asterisks denote statistical significance based on
one-way ANOVA and post hoc Fisher’s LSD analysis. *, P , 0.05; NS, not significant. Figure 3 | Fluorescence images of cell proliferation assayed using EdU. (a) Representative images of 1-hour pulse-labeled EdU staining (green) and
nuclear staining (blue, Hoechst 3334). As the charge carrier density increased (high cycle numbers), the density of SF295 cells and percentage of
proliferating cells decreased, as reflected by a decrease in the EdU-positive cell population. Scale bar 5 20 mm. (b) Quantification of the ratio of
EdU-incorporating cells to total cells. The percentage of proliferating SF295 cells on the 500-cycle ZnO substrate (28%) was less than that in controls
cultured on a glass substrate (42%). Error bars denote standard errors of the mean (SEM; n 5 4), and asterisks denote statistical significance based on
one-way ANOVA and post hoc Fisher’s LSD analysis. *, P , 0.05; NS, not significant. A comparison of the size and shape of FAs, determined by measuring
the length (long axis) and width (short axis) of individual vinculin-
positive foci (Figure 4c), showed that the long axis/short axis ratio
was smaller and more narrowly distributed in 250-cycle ZnO thin
films than in 50-cycle ZnO films. These results indicate that con-
ductive substrates with a higher charge carrier density prevent the
growth of FA complexes in adhesive cells. When adhesive cells attach
themselves on a substrate, focal complexes (nascent adhesins) are
formed that initially have a rounded shape and a diameter of
,100 nm. On a conventional substrate, such focal complexes evolve
into FAs, which are far more elongated and localized at the termini of
stress fibers. However, focal complexes cannot mature into FAs on a
conducting substrate and they remain as smaller and round focal
complexes, as shown in Figure 4c. the biochemical properties, stiffness, and topography of the extra-
cellular matrix (ECM) transduce signals into the interior of cells,
causing a rearrangement of the cellular cytoskeleton43,44. Four differ-
ent types of adhesion complexes are known to exist in fibroblasts:
focal complexes, focal adhesions (FAs), fibrillar adhesions and
three-dimensional matrix adhesions43. Results Of these complexes, the most
important are FAs, which are large protein complexes composed of
vinculin, talin, focal adhesion kinase (FAK), and paxillin. FAs are
involved in many cellular events, including cell adhesion and migra-
tion. Several studies have shown that strong cell adhesion might
occur through increases in the FA complex formation, which is
highly correlated with the acceleration of cell proliferation. To
explore the enhanced adhesion on conductive ZnO films, we exam-
ined the types of FA complexes in cells cultured on ZnO thin films by
immunofluorescently staining cells with an anti-vinculin antibody. Immunofluorescence staining showed that the intensities and shapes
of vinculin were different among cells growing on different ZnO thin
film substrates. ZnO thin films with high conductivity caused weak
and less locally concentrated vinculin staining, indicating decreased
FA complex formation at intracellular surfaces (Figure 4c and
Supplementary Figures S10 and S11). Consistent with this result,
we also observed a decrease in immunofluorescence signals for tyr-
osine-phosphorylated FAK in SF295 cells seeded on 500-cycle ZnO
thin films (Supplementary Figure 12). These results suggest that
conductive ZnO substrates trigger the down-regulation of FA com-
plexes containing vinculin and tyrosine-phosphorylated FAK. Moreover, whereas FAs with a highly elongated ellipsoid shape were
most common in control cells grown on glass substrates, such FAs
were less frequent in cells grown on ZnO thin films with high con-
ductivity; these cells were more often round rather than elongated. the biochemical properties, stiffness, and topography of the extra-
cellular matrix (ECM) transduce signals into the interior of cells,
causing a rearrangement of the cellular cytoskeleton43,44. Four differ-
ent types of adhesion complexes are known to exist in fibroblasts:
focal complexes, focal adhesions (FAs), fibrillar adhesions and
three-dimensional matrix adhesions43. Of these complexes, the most
important are FAs, which are large protein complexes composed of
vinculin, talin, focal adhesion kinase (FAK), and paxillin. FAs are
involved in many cellular events, including cell adhesion and migra-
tion. Several studies have shown that strong cell adhesion might
occur through increases in the FA complex formation, which is
highly correlated with the acceleration of cell proliferation. To
explore the enhanced adhesion on conductive ZnO films, we exam-
ined the types of FA complexes in cells cultured on ZnO thin films by
immunofluorescently staining cells with an anti-vinculin antibody. Discussions
l Higher magnification images of vinculin staining are shown in Supplementary Figure S10. Right panel: FAs were quantified by measuring the
long axis length, short axis length, and long axis/short axis ratio. The distribution of FAs became more granular, and their expression level decreased as the
charge carrier density increased to the metallic level (Supplementary Figures S10 and S11). (d) Summary of the different electro-conductive properties of
ZnO thin films prepared with different ALD cycles and their effects on SF295 cell adhesion and proliferation. Figure 4 | ZnO film thickness-dependent variations in charge carrier densities differentially affect SF295 cell adhesion and focal adhesion (FA)
complex formation. (a) Quantitative assay of SF295 cell attachment assay on insulating substrates with a low charge carrier density (glass and 50-cycle
ZnO films) compared with metallic substrates with a high charge carrier density (250- and 500-cycle ZnO films). Trypsin-treated SF295 cells, which
adhered to each substrate, were centrifuged at different centrifugal forces (500, 1000, and 2000 3 g), and then the cells were collected and counted (total
cell number). More than three independent experiments were performed. Data are presented as the means 6 SD (n 5 3). Statistical significance was tested
using one-way ANOVA with post hoc Fisher’s LSD analysis. ***, P , 0.001; NS, not significant. (b) Changes in SF295 cell morphology after trypsin
treatment, and quantification of the degree of cell adhesion on ZnO substrates. Left: DIC images. Right: Quantification, showing histograms of the cell
elongation factor. Differences in cell elongation factor values reveal changes in cell morphology after trypsinization for 150 seconds (right histograms, red)
compared with those before trypsinization (left histogram, gray). (c) FA complex analysis of SF295 cells grown on ZnO substrates. Left panel: Florescence
images of vinculin staining with an Alexa 488-conjugated anti-vinculin antibody. Green rods and spots are vinculin-associated FA complexes, which are
less abundant and aligned unidirectionally in cells grown on 250- and 500-cycle ZnO films. White arrows indicate conspicuous FA regions on each
substrate. Higher magnification images of vinculin staining are shown in Supplementary Figure S10. Right panel: FAs were quantified by measuring the
long axis length, short axis length, and long axis/short axis ratio. The distribution of FAs became more granular, and their expression level decreased as the
charge carrier density increased to the metallic level (Supplementary Figures S10 and S11). Discussions
l Conventional substrates, such as glass or plastics, are insulating, yet
most cells display charges because of their membrane potential. Cells,
which are considered charged spheres, may stick to insulating sub-
strates through electrostatic interactions. By contrast, the counter
charges developed by cells are not stable on metallic substrates; thus,
cells are unable to stick to these surfaces and tend to slip away from
them. Recently, Li et al. showed that a large-area graphene film
transferred to a metallic substrate exhibited antibacterial activity
compared with graphene transferred to insulating substrates45. Li
and colleagues proposed that charges could be transferred from cells
to a metallic (or semiconducting) substrate, thereby causing mem-
brane damage. As a rough approximation, we modeled a cell as a
dielectric sphere with a negative surface charge corresponding
to a membrane potential of ,70 mV, a radius (R) of 5 mm and a SCIENTIFIC REPORTS | 5: 9974 | DOI: 10.1038/srep09974 5 www.nature.com/scientificreports Figure 4 | ZnO film thickness-dependent variations in charge carrier densities differentially affect SF295 cell adhesion and focal adhesion (FA)
complex formation. (a) Quantitative assay of SF295 cell attachment assay on insulating substrates with a low charge carrier density (glass and 50-cycle
ZnO films) compared with metallic substrates with a high charge carrier density (250- and 500-cycle ZnO films). Trypsin-treated SF295 cells, which
adhered to each substrate, were centrifuged at different centrifugal forces (500, 1000, and 2000 3 g), and then the cells were collected and counted (total
cell number). More than three independent experiments were performed. Data are presented as the means 6 SD (n 5 3). Statistical significance was tested
using one-way ANOVA with post hoc Fisher’s LSD analysis. ***, P , 0.001; NS, not significant. (b) Changes in SF295 cell morphology after trypsin
treatment, and quantification of the degree of cell adhesion on ZnO substrates. Left: DIC images. Right: Quantification, showing histograms of the cell
elongation factor. Differences in cell elongation factor values reveal changes in cell morphology after trypsinization for 150 seconds (right histograms, red)
compared with those before trypsinization (left histogram, gray). (c) FA complex analysis of SF295 cells grown on ZnO substrates. Left panel: Florescence
images of vinculin staining with an Alexa 488-conjugated anti-vinculin antibody. Green rods and spots are vinculin-associated FA complexes, which are
less abundant and aligned unidirectionally in cells grown on 250- and 500-cycle ZnO films. White arrows indicate conspicuous FA regions on each
substrate. Discussions
l (d) Summary of the different electro-conductive properties of
ZnO thin films prepared with different ALD cycles and their effects on SF295 cell adhesion and proliferation. endent variations in charge carrier densities differentially affect SF295 cell adhesion and focal adhesion (FA) less abundant and aligned unidirectionally in cells grown on 250- and 500-cycle ZnO films. White arrows indicate conspicuous FA regions on each
substrate. Higher magnification images of vinculin staining are shown in Supplementary Figure S10. Right panel: FAs were quantified by measuring the
long axis length, short axis length, and long axis/short axis ratio. The distribution of FAs became more granular, and their expression level decreased as the
charge carrier density increased to the metallic level (Supplementary Figures S10 and S11). (d) Summary of the different electro-conductive properties of
ZnO thin films prepared with different ALD cycles and their effects on SF295 cell adhesion and proliferation. dielectric constant of 100 and investigated the interaction of cells
with metallic and insulating substrates. Figure 5 shows schematic
diagrams of the cell interactions with insulating and metallic sub-
strates and indicates the electric potential distribution between the
cell and substrate calculated using a finite element method. In cells
with a membrane potential of ,70 mV, the calculated charge density
on the cell surface would be 21.2431027 C/m2. When such a cell is
in contact with an insulating substrate with a dielectric constant of 5,
the attractive force exerted on the cell is calculated to be 4.91310215 N,
whereas that of cells in contact with a metallic substrate with dielectric
constant of ‘ would be 3.03310215 N. Therefore, the adhesion force for
cells on an insulating substrate is much larger than that on a metallic
substrate. However, if the contact area between the cell and metallic
substrate becomes larger through deformation of the cell, the adhesion
force of the metallic substrate increases and becomes even larger than
the values obtained for the insulatingsubstrate. Because cells grown on a
metallic substrate exhibit a more elongated shape (see Figure 1a), the
cellsmayrearrangetheircytoskeletontoadheretothemetallicsubstrate. Becauseofcytoskeletondeformation,theadhesionstrengthofdeformed
cells grown on a metallic substrate could be larger than that of cells
grown on an insulating substrate. Additionally, as noted by Li and
colleagues, cells may not activate the normal FA pathway, which involves the formation and subsequent maturation of the FA complex,
owing to charge transfer from the cell membrane to the metallic sub-
strate. SCIENTIFIC REPORTS | 65: 9974 | DOI: 10.1038/srep09974 Materials & Methods (Invitrogen, CA, USA). Prior to seeding SF295 cells, ZnO thin film substrates
(1.4 3 1.4 cm in 12-well plates) were sterilized in ethanol, washed with phosphate-
buffered saline (PBS), and then pre-incubated in growth medium for 1–2 hours. To analyze cell morphology, SF295 cells grown on each substrate were fixed with
4% paraformaldehyde after 3–4 days of growth and then imaged using an Olympus
IX81 inverted microscope system (Olympus, Japan). After culturing for 7 days, cells
on each substrate were quantified using MTS assays as described by the manufacturer
(Promega, CA, USA). Deposition of ZnO thin films. The ZnO thin films were deposited by ALD in a
Lucida D-100 chamber using diethylzinc (DEZ, electronic grade; Sigma-Aldrich, MO,
USA) and H2O as the reactant and oxidant, respectively. All deposition schemes were
performed under full saturation conditions, with DEZ-purge-H2O-purge cycles
controlled at 0.5 seconds-10 seconds-0.1 second-30 seconds. The deposition
temperature was fixed at 150uC. The canister temperature for both the source and
oxidant was controlled by a Peltier device and was maintained at 15uC and 10uC for
DEZ and H2O, respectively. This setting resulted in a peak pressure of ,1.5 torr
during injection periods at a working pressure of ,1.36 torr. Zn21 ion cytotoxicity test. The cytotoxic effects of Zn21 ions released from ZnO thin
films were assessed by incubating two sets of each ZnO substrate in a 12-well plate in
growth medium for 24 hours after sterilization. Conditioned medium from one set
was used to determine the concentration of Zn21 ions released from each ZnO
substrate using duo inductively coupled plasma atomic emission spectroscopy
(ICP-AES) (iCAP 6500; Thermo Scientific, Waltham, MA, USA). Conditioned
medium from the second set was transferred to plates containing properly spread and
growing SF295 cells. After 24 hours, cell viability under Zn21 ion-rich conditions was
assessed by MTS assay. Fabrication and characterization of ZnO thin film field effect transistors. ZnO
thin film transistors were fabricated using standard photolithographic processes in
which an electrode of Al (100 nm) was deposited by thermal evaporation. The active
channel in the device was defined by photolithographic patterning followed by
etching with diluted nitric acid and had device dimensions of 40 mm (width) 3
100 mm (length). Transport measurements of the devices were conducted under
ambient conditions using a Keithley 4200-SCS semiconductor characterization
system. Discussions
l Instead, cells deform their shapes to adhere to substrates with
high conductivity; because of the disparity in adhesion mechanisms,
cells adhered to a metallic substrate could not be easily removed in
trypsin-based cell detachment assays. In conclusion, we have demonstrated the potential of ALD-grown
ZnO films as a model system for studying the effect of electrically
conductive substrates on cell fate. The complete control of electrical
conductivity, encompassing the full range of insulating to semicon-
ducting and metal, was achieved with ALD, with minimal changes to
other physico-chemical parameters of the ZnO films. Intriguingly,
the SF295 glioblastoma cell line cultured on tailored ZnO films
exhibited different behaviors depending on the conductivity of the
film: cells on highly conductive ZnO displayed decreased prolifera-
tion and cytoskeletal rearrangements within the cell body that were
clearly distinguishable from those of cells grown on a glass substrate
(control) or ZnO substrates with lower conductivity. Moreover,
using immunocytochemistry measurements of the adhesion com-
plex and simple numerical calculation, we showed that it is difficult
for cells to form FAs on conductive substrates, which translates into
skeletal changes in the cells and the prevention of proliferation. SCIENTIFIC REPORTS | 65: 9974 | DOI: 10.1038/srep09974 6 Figure 5 | Schematic diagram showing the geometry used in modeling electrostatic forces exerted on a cell in contact with insulating (a) and metallic
(b and c) substrates. In (c), the cell is deformed. The cell is modeled as a dielectric body (dielectric constant, 100) with a negatively charged surface (charge
density, 21.24 3 1027 C/m2) and a radius (R) of 5 mm. The cell is in medium with an assumed dielectric constant of 70. The dielectric constant of the
insulating substrate is 5 and that of the metallic substrate is ‘. (d-f) Electric potential distribution map for the corresponding cases in the top row,
simulated by the finite element method. The force on the dielectric body was calculated by integrating the electrostatic force on the dielectric surface over
the electric field obtained from the electrostatic potential measurements. (a) When a cell (modeled as a dielectric sphere) is in contact with an insulating
substrate with a dielectric constant of 5, the calculated force on the cell is 4.91 3 10215 N (attractive). (b) When a cell is in contact with a metallic substrate,
the force is 3.03 3 10215 N (attractive). Discussions
l (c) When a cell in contact with a metallic substrate is deformed, as observed in the microscopic images, the
calculated force is 21.01 3 10213 N. www.nature.com/scientificreports Figure 5 | Schematic diagram showing the geometry used in modeling electrostatic forces exerted on a cell in contact with insulating (a) and metallic
(b and c) substrates. In (c), the cell is deformed. The cell is modeled as a dielectric body (dielectric constant, 100) with a negatively charged surface (charge
density, 21.24 3 1027 C/m2) and a radius (R) of 5 mm. The cell is in medium with an assumed dielectric constant of 70. The dielectric constant of the
insulating substrate is 5 and that of the metallic substrate is ‘. (d-f) Electric potential distribution map for the corresponding cases in the top row,
simulated by the finite element method The force on the dielectric body was calculated by integrating the electrostatic force on the dielectric surface over Figure 5 | Schematic diagram showing the geometry used in modeling electrostatic forces exerted on a cell in contact with insulating (a) and metallic
(b and c) substrates. In (c), the cell is deformed. The cell is modeled as a dielectric body (dielectric constant, 100) with a negatively charged surface (charge
density, 21.24 3 1027 C/m2) and a radius (R) of 5 mm. The cell is in medium with an assumed dielectric constant of 70. The dielectric constant of the
insulating substrate is 5 and that of the metallic substrate is ‘. (d-f) Electric potential distribution map for the corresponding cases in the top row,
simulated by the finite element method. The force on the dielectric body was calculated by integrating the electrostatic force on the dielectric surface over
the electric field obtained from the electrostatic potential measurements. (a) When a cell (modeled as a dielectric sphere) is in contact with an insulating
substrate with a dielectric constant of 5, the calculated force on the cell is 4.91 3 10215 N (attractive). (b) When a cell is in contact with a metallic substrate,
the force is 3.03 3 10215 N (attractive). (c) When a cell in contact with a metallic substrate is deformed, as observed in the microscopic images, the
calculated force is 21.01 3 10213 N. Materials & Methods High field-effect mobility zinc oxide thin film transistors
produced at room temperature. J. Non-Crys. Solids 338–340, 806–809
(2004). 20. Fortunato, E. M. C. et al. Wide-bandgap high-mobility ZnO thin-film transistors
produced at room temperature. Appl. Phys. Lett. 85, 2541–2543 (2004). 21. Xu, X., Cui, Q., Jin, Y. & Guo, X. Low-voltage zinc oxide thin-film transistors with
solution-processed channel and dielectric layers below 150uC. Appl. Phys. Lett. 101, 222114 (2012). 22. Wang, Z. L. Splendid One-Dimensional Nanostructures of Zinc Oxide: A New
Nanomaterial Family for Nanotechnology. ACS. Nano 2, 1987–1992 (2008). 23. Guziewicz, E. et al. Extremely low temperature growth of ZnO by atomic layer
deposition. J. Appl. Phys. 103, 033515–033515–6 (2008). 22. Wang, Z. L. Splendid One-Dimensional Nanostructures of Zinc Oxide: A New
Nanomaterial Family for Nanotechnology. ACS. Nano 2, 1987–1992 (2008). The interfering effect of Zn21 ions released from ZnO substrates on trypsin activity
was assessed by treating SF295 cells on each substrate with the diluted trypsin solution
under the same experimental conditions as described above for the cell adhesion
experiments. After collecting and centrifuging the trypsin-treated solutions, the
supernatants were added to SF295 cells in a multiwell plate. Changes in cell
morphology were monitored, and the number of detached cells was compared. In
addition, trypsin solutions collected from treated metallic substrates were applied to
insulating substrates and vice versa. After incubation at room temperature for
10 minutes, detached cells and cells remaining on each substrate were collected
and counted. 23. Guziewicz, E. et al. Extremely low temperature growth of ZnO by atomic layer
deposition. J. Appl. Phys. 103, 033515–033515–6 (2008). 24. Levy, D. H., Freeman, D., Nelson, S. F., Cowdery-Corvan, P. J. & Irving, L. M. Stable ZnO thin film transistors by fast open air atomic layer deposition. Appl. Phys. Lett. 92, 192101–192101–3 (2008). 25. Rutka, J. T. et al. Establishment and characterization of five cell lines derived from
human malignant gliomas. Acta. Neuropathol. 75, 92–103 (1987). 26. Kirson, E. D. et al. Alternating electric fields arrest cell proliferation in animal
tumor models and human brain tumors. Proc. Natl. Acad. Sci. U.S.A. 104,
10152–10157 (2007). Immunofluorescence staining of vinculin and FAK. For immunofluorescence
labeling of cell adhesion components, SF295 cells were seeded on ZnO thin film
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for 10 minutes, washed three times with PBS, and then permeabilized and blocked by
incubating with PBS containing 1% horse serum and 0.1% Triton X-100 for 30
minutes. FA complexes were analyzed by incubating overnight at 4uC with anti-
vinculin (1:400; Sigma) or phosphospecific anti-FAK [pY397] (1:1000; Invitrogen)
antibodies. The next day, the cells were washed three times with blocking solution and
then incubated with the appropriate fluorescein isothiocyanate (FITC)-conjugated
secondary antibodies (1:2000, Jackson Immunoresearch) containing 4’,6-diamidino-
2-phenylindole (DAPI, 1:1000; Sigma) for 3 hours. After washing with blocking
solution (PBS/1% horse serum), the samples were mounted on glass slides for
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ensure proper electrical characterization for all cases. A Dimension 3100 atomic force
microscope (Veeco, NY, USA) was employed to obtain topographical images and
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times after seeding to estimate the effects of the depth of ZnO substrates on the cell
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were fixed with 4% paraformaldehyde for 15 minutes and then stained with the
fluorescent dye, Hoechst 33342, to facilitate cell nuclei counting. Cells were counted
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curves. Cell culture on ZnO thin films. The culture of SF295 glioblastoma cells was
performed according to a standard protocol, with slight modifications. Briefly, SF295
cells were cultured at 37uC in a humidified 5% CO2 atmosphere in RPMI-1640
containing 10% fetal bovine serum (FBS) and 1% streptomycin-penicillin SCIENTIFIC REPORTS | 5: 9974 | DOI: 10.1038/srep09974 7 www.nature.com/scientificreports www.nature.com/scientificreports Cell proliferation assay. The proliferation rate of SF295 cells on ZnO films was
determined using a Click-iT EdU Alexa Fluor 488 Imaging Kit (Molecular Probes,
CA). SF295 cells were seeded on glass (control) or ZnO thin films. The next day, the
cells were pulsed-labeled for 1 hour with EdU (10 mM). After replacing the cell
growth medium with fresh medium, the label was chased by incubating cells for an
additional 7–11 hours. After the chase period, the cells were fixed with 4%
paraformaldehyde for 15 minutes and then stained with Click-iT reaction reagents as
described by the manufacturer (Invitrogen, CA). In brief, fixed cells were rinsed twice
with PBS/3% bovine serum albumin (BSA) and permeabilized with PBS/0.5% Triton
X-100 for 20 minutes. The permeabilization buffer was replaced with 500 mL of
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films (metallic). After removing the culture medium and washing with PBS, a
detachment rate with a gentle slope was achieved during centrifugation by treating
each sample set with 0.01% trypsin-EDTA (diluted in PBS from a 0.05% trypsin-
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medium was then added, and each sample was gently transferred to a 5 ml
centrifugation tube (Eppendorf, Germany) and centrifuged in a swinging bucket
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topography. Tissue. Eng. Pt. C-Meth. 19, 850–863 (2013). 9. Altmann, B. et al. Additional information Supplementary information accompanies this paper at http://www.nature.com/
scientificreports Supplementary information accompanies this paper at http://www.nature.com/
scientificreports Acknowledgments g
This research was supported by the Creative Allied Program (CAP-12-1) through the Korea
Research Council of Fundamental Science and Technology funded by the Ministry of
Science, ICT and Future Planning and by the Basic Science Research Program through the
National Research Foundation of Korea (NRF) funded by the Ministry of Education,
Science, and Technology (NRF-2012M3A9C1053532 to H.W.K.) Competing financial interests: The authors declare no competing financial interests. How to cite this article: Choi, W.J. et al. Effects of substrate conductivity on cell
morphogenesis and proliferation using tailored, atomic layer deposition-grown ZnO thin
films. Sci. Rep. , 9974; DOI:10.1038/srep09974 (201 ). 5
5 This work is licensed under a Creative Commons Attribution 4.0 International
License. The images or other third party material in this article are included in the
article’s Creative Commons license, unless indicated otherwise in the credit line; if
the material is not included under the Creative Commons license, users will need
to obtain permissionfrom the licenseholderin order toreproduce the material. To
view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/ Materials & Methods Distinct cell functions of osteoblasts on UV-functionalized
titanium- and zirconia-based implant materials are modulated by surface
topography. Tissue. Eng. Pt. C-Meth. 19, 850–863 (2013). SCIENTIFIC REPORTS | 5: 9974 | DOI: 10.1038/srep09974 8 www.nature.com/scientificreports 42. Mann, B. K. & West, J. L. Cell adhesion peptides alter smooth muscle cell
adhesion, proliferation, migration, and matrix protein synthesis on modified
surfaces and in polymer scaffolds. J. Biomed. Mater. Res. 60, 86–93 (2002). surface adhesion change in SF295 cells as the thickness of ZnO thin films was modulated. J.J. also performed the cell proliferation assay, cell counting assay, Zn21 ion cytotoxicity test,
quantification of released Zn21 ions, and trypsin-treated centrifugation assay. S.L. performed the cell proliferation (EdU) assay, F-actin staining, vinculin and FAK staining
experiments. C-S.Y. and Y-S.L. performed and analyzed the numerical calculations. W.J.C.,
J.J., S.L., Y.J.C, Y.K.L., H.W.K, and J-O.L prepared the figures and wrote the main
manuscript text. J.K.P., H.W.K. and J-O.L. supervised the experimental aspects of the
project. All authors contributed to the discussion and wrote the manuscript. p y
(
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43. Berrier, A. L. & Yamada, K. M. Cell–matrix adhesion. J. Cell. Physiol. 213, 565–573
(2007). 44. Geiger, B., Spatz, J. P. & Bershadsky, A. D. Environmental sensing through focal
adhesions. Nat. Rev. Mol. Cell. Biol. 10, 21–33 (2009). 45. Li, J. et al. Antibacterial activity of large-area monolayer graphene film
manipulated by charge transfer. Sci. Rep. 4, 4359 (2014). Author contributions W.J.C. and J-O.L. designed and conducted the experiments employing ZnO thin films
W.J.C. and Y.J.C. fabricated the substrates and analyzed the samples using AFM and contact
angle and electrical transport measurements. J.J. and H.W.K. made plans for the cell
experiments and characterization. J.J. determined the morphology, proliferation, and SCIENTIFIC REPORTS |
: 9974 | DOI: 10.1038/srep09974
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Abstrak Kebutuhan lembaga atau organisasi masyarakat di era informasi saat ini adalah bagaimana mampu
membuat laporan dalam bentuk digital dan juga mampu menampilkannya dalam bentuk digital. Sayangnya, kebutuhan tersebut masih belum dirasakan oleh masyarakat luas. Mitra pengabdian kepada
masyarakat (PKM) saat ini adalah Gereja Orthodox Indonesia, sebuah organisasi masyarakat yang
memiliki catatan tertulis yang harus diinventarisasi dengan baik dan suatu saat dapat disajikan dengan
menggunakan media komputer. Permasalahan yang dihadapi Gereja Orthodox adalah tidak semua staf
administrasi memahami dengan baik penggunaan teknologi komputer, sehingga proses administrasi
tidak dapat dilakukan dengan cepat. Sebelum pelatihan nilai rata-rata pre-test peserta sebesar 59, setelah
pelatihan nilai rata-rata post-test adalah 85.38. Hal ini membuktikan terjadi peningkatan keterampilan
dan pengetahuan staf administrasi setelah mengikuti pelatihan Microsoft Word dan Powerpoint. Kata kunci : Arsip, Komputer, Microsoft Office, Microsoft Word, Microsoft Power Point Improvement of Microsoft Word and Powerpoint Skills for
Administrative Staff of the Indonesian Orthodox Church Mardi Hardjianto1, Agnes Aryasanti2, Yan Everhard 3, Jeremy Jonathan4,
Putri Hayati5*
12345 Fakultas Teknologi Informasi
Universitas Budi Luhur
E-mail: 1mardi.hardjianto@budiluhur.ac.id, 2agnes.aryasanti@budiluhur.ac.id, 3yan.everhard@budiluhur.ac.id,
4jeremy.jonathan@budiluhur.ac.id, 5*putri.hayati@budiluhur.ac.id
(* corresponding author) Mardi Hardjianto1, Agnes Aryasanti2, Yan Everhard 3, Jeremy Jonathan4,
Putri Hayati5*
12345 Fakultas Teknologi Informasi
Universitas Budi Luhur
E-mail: 1mardi.hardjianto@budiluhur.ac.id, 2agnes.aryasanti@budiluhur.ac.id, 3yan.everhard@budiluhur.ac.id,
4jeremy.jonathan@budiluhur.ac.id, 5*putri.hayati@budiluhur.ac.id
(* corresponding author) Keywords
: Archives, Computers, Microsoft Office, Microsoft Word, Microsoft Power Point eywords
: Archives, Computers, Microsoft Office, Microsoft Word, Microsoft Power Point KRESNA: Jurnal Riset dan Pengabdian Masyarakat
Volume 3, Nomor 1, Mei, 2023, Hal: 95-102 KRESNA: Jurnal Riset dan Pengabdian Masyarakat
Volume 3, Nomor 1, Mei, 2023, Hal: 95-102 E-ISSN: 2809-6509 Abstract The need for community institutions or organizations in the current information age is how to be able
to make reports in digital form and also be able to display them in digital form. Unfortunately, this need
is still not felt by the wider community. The community service partner (PKM) is currently the
Indonesian Orthodox Church, a community organization that has written records that must be properly
inventoried and one day can be presented using computer media. The problem faced by PKM partners
is that not all administrative staff understand well the use of computer technology, so that administrative
processes cannot be carried out quickly. Before the training the average pretest score of the participants
was 59, after the training the average posttest score was 85.38. This proves that there has been an
increase in the skills and knowledge of administrative staff after participating in Microsoft Word and
Powerpoint training. 1. PENDAHULUAN Perkembangan teknologi dalam penggunaan Microsoft Office saat ini sangat dibutuhkan terhadap
masyarakat umum sebagai media informasi dan multimedia untuk kebutuhan akan penguasaan berbagai
hal yang harus dikuasai. Mitra Pengabdian Kepada Masyarakat (PKM) saat ini adalah Gereja Orthodox
Indonesia, merupakan suatu organisasi masyarakat yang memiliki arsip tulisan yang harus
diinventariskan dengan baik dan pada kondisi tertentu mampu memaparkan menggunakan media
komputer. https://jurnaldrpm.budiluhur.ac.id/index.php/Kresna/ 95 https://jurnaldrpm.budiluhur.ac.id/index.php/Kresna/ KRESNA: Jurnal Riset dan Pengabdian Masyarakat
Volume 3, Nomor 1, Mei, 2023, Hal: 95-102 E-ISSN: 2809-6509 Permasalahan yang dihadapi oleh mitra adalah belum semua staf administrasi mengerti dan
memahami penggunaan teknologi komputer dalam pekerjaannya. Hal ini mengakibatkan proses
administrasi tidak dapat dilakukan dengan cepat karena mengandalkan staf yang mampu
mengoperasikan komputer. Atas dasar permasalahan tersebut, maka diadakan pelatihan penguasaan
Microsoft Office, khususnya Microsoft Word dan Powerpoint. Harapannya setelah pelatihan, ada
peningkatan kemampuan dan keterampilan staf administrasi dalam memanfaatkan Microsoft Word dan
Powerpoint secara optimal dalam melakukan pekerjaaan. Berikut ini beberapa kegiatan pelatihan menggunakan Microsoft Office untuk meningkatkan
ketrampilan komputer. Kegiatan pelatihan yang dilakukan [1] menghasilkan kemajuan pengetahuan
guru dan staf penggunaan Microsoft Powerpoint membuat presentasi yang menarik. [2] melakukan
pelatihan membuat surat lamaran pekerjaan menggunakan Microsoft Word, setelah pelatihan didapatkan
peningkatan pengetahuan peserta berdasarkan rata-rata nilai sebelum dilakukan pelatihan dengan rata-
rata setelah pelatihan, naik sebesar 16.94. Pengenalan dan pelatihan komputer terutama penggunaan
Microsoft Office PowerPoint mampu memberikan manfaat sebagai media pembelajaran lebih
modern dan menarik, setelah pelatihan para pengajar lebih memahami pentingnya teknologi sebagai
media pembelajaran[3]. Sirait[4] melakukan pelatihan hasilnya, peserta dapat menggunakan Microsoft
Office (Microsoft Excel, Word, dan Power Point) dalam pembuatan bahan ajar, laporan, undangan,
dan administrasi kelas. Pelatihan dilakukan oleh [5], diperoleh hasil dari para peserta sangat antusias,
dan didapatkan bahwa 74% mampu untuk mengaplikasikan Microsoft Word. [6] melakukan Pelatihan
PowerPoint bagi karyawan agar memiliki kemampuan yang lebih baik, bagus, menarik dan informatif
dalam membuat slide presentasi. Hasil evaluasi diatas 90% peserta merasa puas dan mendapatkan
manfaat [7] melakukan pelatihan PowerPoint untuk mengedukasi siswa dalam membuat presentasi yang
menarik seperti menambah suara, gambar, video maupun teks serta mengatur effect dan background. Hasil yang diperoleh meningkat diatas 60%. Arsyad [8] melakukan pelatihan media pembelajaran
berbasis powerpoint untuk Guru dengan tujuan dapat meningkatkan softkill dalam mengoperasikan
laptop maupun komputer sehingga media pembelajaran lebih efisien dan fleksibel. Hasil yang diperoleh
dari pelatihan sebanyak 83% dari jumlah guru yang berhasil membuat powerpoint secara tuntas. 1. PENDAHULUAN Aditama[9] melakukan pelatihan penggunaan Microsfot Word, Microsoft PowerPoint dan Microsoft
Excel untuk lembaga pemerintahan untuk menunjang keterampilan administrasi dalam hal surat
menyurat, presentasi yang menarik dan juga untuk menyimpan database. Hasil post-test yang dilakukan
sebesar 80% mendapat nilai 90 dan yang mendapat nilai 80 sebanyak 20%. [10] melakukan pelatihan
dan sertifikasi kepada siswa untuk meningkatkan keterampilan dalam memanfaatkan software microsoft
office untuk membuat laporan kegiatan. Hasil tes dan evaluasi diperolah dengan grade "B" (Baik). Tujuan pelatihan kegiatan pengabdian kepada masyarakat untuk meningkatkan keterampilan staf
administrasi mitra dalam menguasai Microsoft Word dan Powerpoint. Hasil evaluasi dari kegiatan ini
adalah peserta dapat memiliki pengetahuan lebih luas dalam penggunaan Microsoft Word dan
powerpoint, mampu mengaplikasikan secara optimal dalam melaksanakan pekerjaan administrasi. KRESNA: Jurnal Riset dan Pengabdian Masyarakat
Volume 3, Nomor 1, Mei, 2023, Hal: 95-102 Pemberian soal post-test dilakukan setelah selesai melakukan pelatihan. Pada tahap ini,
dibandingkan hasil pre-test dan post-test untuk mengetahui hasil dari peningkatan kemampuan dan
ketrampilan peserta setelah mengikuti kegiatan pelatihan. Pada tahap ketiga, para peserta akan
diberikan kuisioner yang menjadi bahan evaluasi tim pelaksana terhadap kegiatan yang telah
dilakukan. Hasil kuisioner dihitung dengan rumus: f. Penyusunan Laporan
Tahap ini dilakukan setelah seluruh rangkaian kegiatan telah selesai dilaksanakan. Tim pelaksana
membuat laporan yang diserahkan ke universitas sebagai persyaratan administratif. y
p
Tahap ini dilakukan setelah seluruh rangkaian kegiatan telah selesai dilaksanakan. Tim pelaksana
membuat laporan yang diserahkan ke universitas sebagai persyaratan administratif. KRESNA: Jurnal Riset dan Pengabdian Masyarakat
Volume 3, Nomor 1, Mei, 2023, Hal: 95-102 KRESNA: Jurnal Riset dan Pengabdian Masyarakat
Volume 3, Nomor 1, Mei, 2023, Hal: 95-102 E-ISSN: 2809-6509 a. Analisis Kondisi Obyek PKM
Tim pelaksanaan kegiatan melakukan survey pada Gereja Orthodox yang menjadi target
pelaksanaan kegiatan. Pada proses ini tim melakukan wawancara terhadap Kepala mitra, menggali
apa saja permasalahan yang dihadapi dan mengidentifikasi kebutuhan. Selanjutnya, tim
memberikan solusi terhadap permasalahan mitra serta menentukan target peserta yang akan
diikutsertakan dalam pelatihan. a. Analisis Kondisi Obyek PKM
Tim pelaksanaan kegiatan melakukan survey pada Gereja Orthodox yang menjadi target
pelaksanaan kegiatan. Pada proses ini tim melakukan wawancara terhadap Kepala mitra, menggali
apa saja permasalahan yang dihadapi dan mengidentifikasi kebutuhan. Selanjutnya, tim
memberikan solusi terhadap permasalahan mitra serta menentukan target peserta yang akan
diikutsertakan dalam pelatihan. b. Pembuatan Proposal
Langkah berikutnya setelah menentukan solusi yang akan diberikan, tim pelaksana membuat
proposal PKM yang ditujukan pada lembaga atau universitas tempat tim pelaksana bernaung. c. Pembuatan Materi
Tim Pelaksana melakukan pembuatan materi Microsoft Word dan Powerpoint, soal latihan, tugas,
soal pre-test, post-test dan kuisioner. c. e buata
ate
Tim Pelaksana melakukan pembuatan materi Microsoft Word dan Powerpoint, soal latihan, tugas,
soal pre-test, post-test dan kuisioner. d
l ih d. Pelatihan
Pelaksanaan kegiatan pelatihan dirancang untuk peserta agar materi yang diberikan secara
komprehensif dapat dipahami dengan baik. Para peserta diharapkan dapat mengimplementasi
secara aplikatif dalam dunia kerja. Metode pelaksanaan kegiatan pelatihan ini diproses dengan
melakukan pendekatan pembelajaran secara teori dan praktikum. Perbandingan pembelajaran
praktek dan pembelajaran teori yang diberikan sekitar 1.5:1. Metode pembelajaran teori meliputi:
pengajaran, tanya jawab, dan diskusi. Metode yang digunakan pada praktikum adalah tanya jawab
dan praktek tugas/latihan. p
g
e. Evaluasi Pelatihan
Evaluasi pelatihan yang dilakukan tiga tahap. Pertama dengan memberikan soal pre-test sebelum
kegiatan pelatihan dilakukan, hal ini dilakukan sebagai tolak ukur kesiapan peserta maupun tingkat
pengetahuan peserta sebelum dilakukan pelatihan. Tahap kedua dengan memberikan soal post-test. Pemberian soal post-test dilakukan setelah selesai melakukan pelatihan. Pada tahap ini,
dibandingkan hasil pre-test dan post-test untuk mengetahui hasil dari peningkatan kemampuan dan
ketrampilan peserta setelah mengikuti kegiatan pelatihan. Pada tahap ketiga, para peserta akan
diberikan kuisioner yang menjadi bahan evaluasi tim pelaksana terhadap kegiatan yang telah
dilakukan. Hasil kuisioner dihitung dengan rumus: e. Evaluasi Pelatihan
Evaluasi pelatihan yang dilakukan tiga tahap. Pertama dengan memberikan soal pre-test sebelum
kegiatan pelatihan dilakukan, hal ini dilakukan sebagai tolak ukur kesiapan peserta maupun tingkat
pengetahuan peserta sebelum dilakukan pelatihan. Tahap kedua dengan memberikan soal post-test. 2. METODE PENELITIAN Waktu yang dibutuhkan pelaksanaan keseluruhan program ini selama dua setengah bulan. Tahap
pelaksanaan kegiatan ditunjukkan pada Gambar 1. Gambar 1: Langkah-langkah Pelaksanaan Kegiatan Gambar 1: Langkah-langkah Pelaksanaan Kegiatan https://jurnaldrpm.budiluhur.ac.id/index.php/Kresna/ https://jurnaldrpm.budiluhur.ac.id/index.php/Kresna/ 96 KRESNA: Jurnal Riset dan Pengabdian Masyarakat
Volume 3, Nomor 1, Mei, 2023, Hal: 95-102 3.1 Pelaksanaan Kegiatan Kegiatan Pelatihan dilaksanakan di lokasi Gereja Orthodox, Peserta yang hadir berjumlah 8 orang
staf administrasi mitra. Pelatihan ini dibagi menjadi empat sesi, yaitu: a. Persiapan pelatihan
Sebelum pelatihan dimulai, tim pelaksana melakukan pengecekkan terhadap kesediaan ruang
pelatihan, software dan hardware yang digunakan sebagai infrastruktur pelatihan. Tim melakukan
troubleshooting pada perangkat pelatihan serta menyiapkan modul materi pelatihan. b. Pelaksanaan Pelatihan
Pelatihan dilaksanakan mulai jam 09:00 hingga berakhir di jam 18:00. Pelatihan dibagi dua sesi, sesi
pertama pelatihan microsoft yang dilaksanakan pukul 09:00 sampai pukul 12:15. Kemudian
dilanjutkan istirahat makan siang. Sesi kedua mulai pukul 13:30 hingga pukul 16:00. Kemudian
evaluasi dilakukan selama satu jam. Pelaksanaan kegiatan pelatihan ditunjukkan Gambar 2. https://jurnaldrpm.budiluhur.ac.id/index.php/Kresna/ 97 KRESNA: Jurnal Riset dan Pengabdian Masyarakat
Volume 3, Nomor 1, Mei, 2023, Hal: 95-102
E-ISSN: 2809-6509
Gambar 2: Pelaksanaan Kegiatan Pengabdian Kepada Masyarakat KRESNA: Jurnal Riset dan Pengabdian Masyarakat
Volume 3, Nomor 1, Mei, 2023, Hal: 95-102 A: Jurnal Riset dan Pengabdian Masyarakat E-ISSN: 2809-6509 Volume 3, Nomor 1, Mei, 2023, Hal: 95-102 Gambar 2: Pelaksanaan Kegiatan Pengabdian Kepada Masyarakat Gambar 2: Pelaksanaan Kegiatan Pengabdian Kepada Masyarakat Pelatihan dimulai dengan sambutan dan pengenalan dari ketua tim pelaksana dan dari kepala
mitra. Tim memberikan pengarahan dan menjelaskan rundown kegiatan pelatihan kepada peserta. Selanjutnya, sebelum kegiatan dimulai, soal pre-test diberikan oleh Tim. Waktu yang diberikan
dalam pengerjaan soal pretest selama 30 menit. Pertanyaan yang diberikan antara lain: bagaimana
mengatur halaman, mengganti font, membuat tabel di Microsoft Word, menyisipkan gambar,
memberikan warna dan efek. Peserta diajari juga bagaimana cara membuat header dan footer,
daftar isi, nomor halaman menggunakan table of content, dan mencetak dokumen. Materi pelatihan yang diberikan pada sesi pertama adalah membuka Microsoft Word,
menyimpan dokumen, mengatur page setup, mengedit teks, menyisipkan gambar, membuat tabel,
memberikan nomor halaman, dan membuat daftar isi menggunakan tabulasi maupun
menggunakan table of content. Pada praktikum, peserta diajarkan membuat dokumen surat
undangan dan laporan kegiatan. Penyampaian materi Microsoft Word ditunjukkan Gambar 3. Sesi kedua pelatihan dibuka dengan pengerjaan soal pre-test, pertanyaan-pertanyaan yang
diberikan antara lain: bagaimana cara menambahkan slide baru, transisi slide, layer layout,
menampilkan slide, menyembunyikan slide, menyisipkan gambar, membuat video, animasi slide,
mencetak slide. Dalam mengerjakan soal pre-test, setiap peserta diberikan waktu 30 menit. Selanjutnya masuk ke sesi materi yang disampaikan oleh instruktur. Peserta dijelaskan bagaimana
cara membuat presentasi yang baik dan menarik. Pemanfaatan template pada Microsoft
Powerpoint, penggunaan transisi slide, menambahkan link dan animasi supaya slide presentasi
lebih menarik. 3.1 Pelaksanaan Kegiatan Peserta juga diajarkan bagaimana membuat video menggunakan fasilitas yang ada
pada Microsoft Powerpoint. Pemaparan materi Microsoft Powerpoint ditunjukkan pada Gambar 4. Gambar 3: Penyampaian Materi Microsoft Word Gambar 3: Penyampaian Materi Microsoft Word 98 https://jurnaldrpm.budiluhur.ac.id/index.php/Kresna/ KRESNA: Jurnal Riset dan Pengabdian Masyarakat
Volume 3, Nomor 1, Mei, 2023, Hal: 95-102 KRESNA: Jurnal Riset dan Pengabdian Masyarakat
Volume 3, Nomor 1, Mei, 2023, Hal: 95-102 E-ISSN: 2809-6509 Gambar 4: Pemaparan Materi Microsoft Powerpoint Gambar 4: Pemaparan Materi Microsoft Powerpoint c. Evaluasi Setelah pelatihan berakhir, tim pelaksana memberikan soal post-test dan kuisioner dengan waktu
yang diberikan selama 1 jam. 3.2 Hasil Evaluasi Selama kegiatan pelatihan, peserta memberikan respon positif. Peserta antusias mengikuti
keseluruhan rangkaian kegiatan dan mampu mengikuti maupun menyelesaikan tugas-tugas yang
diberikan oleh Instruktur. Kondisi dan situasi selama pelatihan juga kondusif, disertai dengan fasilitas
infrastruktur yang memadai dari Gereja Orthodox. y
g
j
Hasil Evaluasi Kegiatan dari tiga jenis, yaitu hasil pre-test, post-test dan kuesioner, sebagai berikut:
a. Hasil Pre-test dan Post-test Hasil Pre-test didapatkan nilai terendah dari peserta adalah 50, range 0 sampai 100 dan Nilai
tertinggi 80 ditunjukkan gambar 5. Nilai terendah hasil post-test yaitu 77 dan nilai tertinggi sebesar 100,
ditunjukkan Gambar 6. Peserta mengalami peningkatan sebesar 85.38 dalam nilai rata-rata post-test,
naik sebesar 26,38 dari nilai rata-rata pre-test 59. Nilai perbandingan dapat dilihat pada Gambar 7. Gambar 5. Hasil Pre Test
0
10
20
30
40
50
60
70
80
90
Peserta 1 Peserta 2 Peserta 3 Peserta 4 Peserta 5 Peserta 6 Peserta 7 Peserta 8
NILAI PRE-TEST NILAI PRE-TEST Gambar 5. Hasil Pre Test https://jurnaldrpm.budiluhur.ac.id/index.php/Kresna/ 99 KRESNA: Jurnal Riset dan Pengabdian Masyarakat
Volume 3, Nomor 1, Mei, 2023, Hal: 95-102
E-ISSN: 2809-6509
Gambar 6. Hasil Post Test
Gambar 7: Perbandingan Nilai Pre Test dan Post Test
0
20
40
60
80
100
120
Peserta 1 Peserta 2 Peserta 3 Peserta 4 Peserta 5 Peserta 6 Peserta 7 Peserta 8
NILAI POST TEST
59
85,38
Perbandingan Rata-rata Nilai
Pre-Test dan Post Test
Pre-Test
Post Test Jurnal Riset dan Pengabdian Masyarakat
Nomor 1, Mei, 2023, Hal: 95-102
E-ISSN: 2809-6509
Gambar 6. Hasil Post Test
0
20
40
60
80
100
120
Peserta 1 Peserta 2 Peserta 3 Peserta 4 Peserta 5 Peserta 6 Peserta 7 Peserta 8
NILAI POST TEST KRESNA: Jurnal Riset dan Pengabdian Masyarakat
Volume 3, Nomor 1, Mei, 2023, Hal: 95-102 E-ISSN: 2809-6509 E-ISSN: 2809-6509 Gambar 6. Hasil Post Test Gambar 6. Hasil Post Test Gambar 7: Perbandingan Nilai Pre Test dan Post Test
59
85,38
Perbandingan Rata-rata Nilai
Pre-Test dan Post Test
Pre-Test
Post Test Perbandingan Rata-rata Nilai
Pre-Test dan Post Test Gambar 7: Perbandingan Nilai Pre Test dan Post Test aldrpm.budiluhur.ac.id/index.php/Kresna/
100 b. Hasil Kuesioner . Hasil Kuesioner
Tabel 1 menunjukkan respon dari koresponden terhadap pertanyaan-pertanyaan kuesioner. Tabel 1 menunjukkan respon dari koresponden terhadap pertanyaan-pertanyaan kuesioner. Tabel 1 menunjukkan respon dari koresponden terhadap pertanyaan-pertanyaan kuesioner. Tabel 1. Hasil Respon Koresponden
No. Pertanyaan
SS
S
KS
TS
STS
Total
Responden
1
Program pelatihan Microsot Office yang diberikan menambah
wawasan dan kesempatan Bapak/Ibu untuk kemajuan karir
0
5
3
0
0
8
2
Program pelatihan yang diberikan kepada Bapak/Ibu dapat
meningkatkan ketrampilan dan produktifitas dalam pekerjaan
1
5
2
0
0
8
3
Atasan mendukung program pelatihan yang diikuti Bapak/Ibu
4
4
0
0
0
8
4
Program
pelatihan
dapat
meningkatkan
produktivitas
Bapak/Ibu
1
4
3
0
0
8
5
Bapak/Ibu lebih menguasai pekerjaan yang diberikan setelah
dilakukan pelatihan. 0
3
5
0
8
6
Lama waktu pelaksanaan sebanding dengan materi pelatihan
1
5
2
0
0
8
7
Pelatihan-pelatihan sangat dibutuhkan bagi karyawan agar
dapat meningkatkan prestasi kerja. 1
5
2
0
0
8
8
Materi yang diberikan dalam pelatihan membuat tugas dan
pekerjaan saya sangat terbantu. 1
5
2
0
0
8 https://jurnaldrpm.budiluhur.ac.id/index.php/Kresna/ https://jurnaldrpm.budiluhur.ac.id/index.php/Kresna/ 100 KRESNA: Jurnal Riset dan Pengabdian Masyarakat
Volume 3, Nomor 1, Mei, 2023, Hal: 95-102
E-ISSN: 2809-6509
Keterangan SS – Sangat Setuju, S – Setuju, KS – Kurang Setuju, TS – Tidak Setuju, STS – Sangat
Tidak Setuju
Skor Ideal = Bobot tertinggi x jumlah responden = 5 x 8 = 40
9
Materi yang diberikan pada saat pelatihan, belum pernah saya
dapat sebelumnya
4
4
0
0
0
8
10
Program pelatihan ini dirasakan sangat bermanfaat bagi saya
dalam meningkatkan produktivitas serta kualitas. 2
5
1
0
0
8
11
Perlunya diadakan pelatihan lanjutan agar kemampuan saya
dapat dtingkatkan dalam melaksanakan tugas. 5
3
0
0
0
8
12
Program pelatihan seperti ini, sebaiknya dilaksanakan secara
terus menerus. 4
4
0
0
0
8 KRESNA: Jurnal Riset dan Pengabdian Masyarakat
Volume 3, Nomor 1, Mei, 2023, Hal: 95-102 E-ISSN: 2809-6509 Keterangan SS – Sangat Setuju, S – Setuju, KS – Kurang Setuju, TS – Tidak Setuju, STS – Sang
Tidak Setuju Skor Ideal = Bobot tertinggi x jumlah responden = 5 x 8 = 40 gg
j
p
Tabel 2. Perhitungan Hasil Kuesioner Peserta Pelatihan
No. b. Hasil Kuesioner K
SS
S
KS
TS
STS
Pembobotan
Skor Aktual
Prosentase
Skor Aktual
SS x 5
S x 4
KS x 3
SS x 2
SS x 1
(Skor
Aktual/skor
Ideal)*100%
K1
0
5
3
0
0
0
20
9
0
0
29
73%
K2
1
5
2
0
0
5
20
6
0
0
31
78%
K3
4
4
0
0
0
20
16
0
0
0
36
90%
K4
1
4
3
0
0
5
16
9
0
0
30
75%
K5
0
3
5
0
0
0
12
15
0
0
27
68%
K6
1
5
2
0
0
5
20
6
0
0
31
78%
K7
1
5
2
0
0
5
20
6
0
0
31
78%
K8
1
5
2
0
0
5
20
6
0
0
31
78%
K9
4
4
0
0
0
20
16
0
0
0
36
90%
K10
2
5
1
0
0
10
20
3
0
0
33
83%
K11
5
3
0
0
0
25
12
0
0
0
37
93%
K12
4
4
0
0
0
20
16
0
0
0
36
90%
Rata-rata Presentase Skor Aktual
80.83%
Keterangan: No.K-Nomor Pertanyaan, K1-Pertanyaan nomor 1, K2-Pertanyaan nomor 2, K3-
Pertanyaan nomor 3 dst. Tabel 2. Perhitungan Hasil Kuesioner Peserta Pelatihan terangan: No.K-Nomor Pertanyaan, K1-Pertanyaan nomor 1, K2-Pertanyaan nomor 2, K3-
rtanyaan nomor 3 dst. Tabel 3. Range Presentase
Range Prosentase
Kategori Prosentase
0% - 19,9%
Buruk. 20% - 39,9%
Tidak Baik
40% - 59,9%
Kurang Baik
60% - 79,9%
Baik
80% - 100%
Sangat Baik Tabel 3. Range Presentase https://jurnaldrpm.budiluhur.ac.id/index.php/Kresna/ 4. KESIMPULAN Berdasarkan hasil dari evaluasi, maka dapat ditarik beberapa simpulan sebagai berikut: program
pengabdian kepada masyarakat telah mampu memberikan manfaat bagi staf administrasi Gereja
Orthodox Indonesia Jakarta. Tingkat pengetahuan peserta tentang penggunaan Microsoft Word dan https://jurnaldrpm.budiluhur.ac.id/index.php/Kresna/ https://jurnaldrpm.budiluhur.ac.id/index.php/Kresna/ 101 KRESNA: Jurnal Riset dan Pengabdian Masyarakat
Volume 3, Nomor 1, Mei, 2023, Hal: 95-102 E-ISSN: 2809-6509 Powerpoint sebelum dilaksanakan pelatihan masih kurang. Hal ini berdasarkan dengan nilai rata-rata
hasil pretest sebesar 59. Setelah dilakukan pelatihan, tingkat pengetahuan dan keterampilan staf
administrasi meningkat. Hasil post-test yang dilakukan oleh peserta, diperoleh nilai rata-rata sebesar
85,38, naik sebesar 26,38. Penyampaian materi tentang penggunaan Microsoft Word dan Powerpoint
kepada peserta pelatihan dapat meningkatkan pengetahuan dan ketrampilan peserta, sehingga nantinya
mampu digunakan dalam pekerjaaan. DAFTAR PUSTAKA [1]
S. Rudiarto, S. Wardhana, S. Dwiasnati, and Zulfah, “Pelatihan Penggunaan Microsoft Power
Point untuk Guru SMP 215 Jakarta,” PEMANAS: Jurnal Pengabdian Masyarakat Nasional, vol. 1, no. 1, pp. 8–17, 2021. [1]
S. Rudiarto, S. Wardhana, S. Dwiasnati, and Zulfah, “Pelatihan Penggunaan Microsoft Power
Point untuk Guru SMP 215 Jakarta,” PEMANAS: Jurnal Pengabdian Masyarakat Nasional, vol. 1, no. 1, pp. 8–17, 2021. [2]
A. Aryasanti, R. Pradana, R. Irawati, D. Achadiani, and H. Irawan, “Pelatihan Pembuatan Surat
Lamaran Kerja Berbasis Digital Branding,” JAM-TEKNO (Jurnal Pengabdian Kepada
Masyarakat TEKNO), vol. 2, no. 2, pp. 1–6, 2021. [3]
M. Wijana, Y. Muhyidin, and A. Wibowo, “Pelatihan Aplikasi Microsoft Office PowerPoint
untuk Metode Pembelajaran,” Jurnal AbdiMU : Pengabdian Kepada Masyarakat, vol. 1, no. 2,
pp. 48–52, 2021, doi: 10.32627. [4]
K. Sirait et al., “Pelatihan Microsoft Office pada Pegawai Kantor KPU Medan,” Jurnal
Pengabdian Pada Masyarakat METHABDI, vol. 1, no. 2, pp. 114–118, 2021. [5]
F. A. S. N. Haq and K. Asmar, “Pelatihan Penggunaan Microsoft Word dalam Membua
Pembelajaran,” JMS: Jurnal Masyarakat Siber, vol. 1, no. 1, pp. 27–32, 2022. [6]
A. A. A. Ushud, “Pelatihan Powerpoint Bagi Karyawan Hassana Boga Sejahtera Powerpoint
Trainning for Hassana Boga Sejahtera Employees,” KRESNA: Jurnal Riset dan Pengabdian
Masyarakat, vol. 2, no. 2, pp. 288–294, 2022. [7]
O. Sarta, M. Purba, A. Gunawan, E. Tri, and E. Handayani, “Pelatihan Dasar Penggunaan
Microsoft Powerpoint Di MTS Asyafi’iyah 04 Jakarta,” Jurnal PKM: Pengabdian kepada
Masyarakat, vol. 06, no. 01, 2023, [Online]. Available: www.DeepL.com/Translator y
p
[8]
M. N. Arsyad and T. Ifianti, “Pelatihan Membuat Media Pembelajaran Berbasis Powerpoint Bagi
Guru-guru Madrasah Ibtidaiyah”. [9]
P. W. Aditama, I. G. A. Indrawan, I. K. A. G. Wiguna, and K. J. Atmaja, “Pelatihan Penggunaan
Microsoft Office dan Email untuk Administrasi Surat Menyurat di Dinas Perhubungan Provinsi
Bali,” Widya Laksmi, vol. 1, no. 1, pp. 37–42, 2021. ,
y
pp
[10]
O. Alexander and E. N. Isnaini, “Pelatihan dan Sertifikasi Microsoft Office Pada SMK Karya
Guna Bhakti 1,” JOURNAL OF EMPOWERMENT, vol. 2, no. 1, pp. 46–61, 2021. 102 https://jurnaldrpm.budiluhur.ac.id/index.php/Kresna/ https://jurnaldrpm.budiluhur.ac.id/index.php/Kresna/ https://jurnaldrpm.budiluhur.ac.id/index.php/Kresna/
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https://openalex.org/W2275096063
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https://pubs.rsc.org/en/content/articlepdf/2016/ra/c6ra90016j
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English
| null |
Correction: Phase transformation-controlled synthesis of CuO nanostructures and their application as an improved material in a carbon-based modified electrode
|
RSC advances
| 2,016
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cc-by
| 467
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aKey Laboratory of Bioelectrochemistry & Environmental Analysis of Gansu Province, College of Chemistry & Chemical Engineering, Northwest Normal University, Lanzhou,
730070, China. E-mail: xuezh@nwnu.edu.cn; luxq@nwnu.edu.cn; Fax: +86 9317971323; Tel: +86 9317975276
bLanzhou City University, Lanzhou, 730070, China RSC Advances RSC Advances This journal is © The Royal Society of Chemistry 2016 Correction: Phase transformation-controlled
synthesis of CuO nanostructures and their
application as an improved material in a carbon-
based modified electrode Correction: Phase transformation-controlled
synthesis of CuO nanostructures and their
application as an improved material in a carbon-
based modified electrode Correction: Phase transformation-controlled
synthesis of CuO nanostructures and their
application as an improved material in a carbon-
based modified electrode
Zhonghua Xue,*a Mengqian Li,a Honghong Rao,b Bo Yin,a Xibin Zhou,a Xiuhui Liua
and Xiaoquan Lu*a
Correction for ‘Phase transformation-controlled synthesis of CuO nanostructures and their application as
an improved material in a carbon-based modified electrode’ by Zhonghua Xue et al., RSC Adv., 2016, 6,
12829–12836. The authors regret that in the original article the structures of glucose and gluconolactone in Scheme 2 are incorrect. A corrected
version of Scheme 2, in which the orientations of a number of the hydroxyl groups have been corrected, is presented herein. Scheme 2
The schematic representation of the mechanism of the glucose oxidation based on CuO/GCE. Cite this: RSC Adv., 2016, 6, 20520
DOI: 10.1039/c6ra90016j
www.rsc.org/advances
Open Access Article. Published on 19 February 2016. Downloaded on 10/24/2024 6:48:37 AM. This article is licensed under a Creative Commons Attribution 3.0 Unported Licence. Correction for ‘Phase transformation-controlled synthesis of CuO nanostructures and their application as
an improved material in a carbon-based modified electrode’ by Zhonghua Xue et al., RSC Adv., 2016, 6,
12829–12836. The authors regret that in the original article the structures of glucose and gluconolactone in Scheme 2 are incorrect. A corrected
version of Scheme 2, in which the orientations of a number of the hydroxyl groups have been corrected, is presented herein. Scheme 2
The schematic representation of the mechanism of the glucose oxidation based on CuO/GCE. Open Access Article. Published on 19 F
This article is licensed un Scheme 2
The schematic representation of the mechanism of the glucose oxidation based on CuO/GCE. Open Access Article. Published on 19 F
This article is licensed un eme 2
The schematic representation of the mechanism of the glucose oxidation based on CuO/GCE. The Royal Society of Chemistry apologises for these errors and any consequent inconvenience to authors and readers. aKey Laboratory of Bioelectrochemistry & Environmental Analysis of Gansu Province, College of Chemistry & Chemical Engineering, Northwest Normal University, Lanzhou,
730070, China. E-mail: xuezh@nwnu.edu.cn; luxq@nwnu.edu.cn; Fax: +86 9317971323; Tel: +86 9317975276
bLanzhou City University, Lanzhou, 730070, China This journal is © The Royal Society of Chemistry 2016 20520 | RSC Adv., 2016, 6, 20520 20520 | RSC Adv., 2016, 6, 20520
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https://hal.archives-ouvertes.fr/hal-03353129/document
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English
| null |
Performance of Notched Connectors for CLT-Concrete Composite Floors
|
Buildings
| 2,020
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cc-by
| 15,725
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To cite this version: Minh-Van Thai, Sylvain Menard, Sidi Mohammed Elachachi, Philippe Galimard. Performance
of Notched Connectors for CLT-Concrete Composite Floors. Buildings, 2020, 10 (7), pp.122. 10.3390/buildings10070122. hal-03353129 Distributed under a Creative Commons Attribution 4.0 International License Received: 2 June 2020; Accepted: 4 July 2020; Published: 8 July 2020 Abstract: CLT-concrete composite floor systems are a solution for timber buildings with a long-span
floor. It yields a reduction of carbon footprint and even eco-friendly structure at the end of its service
life. This study will evaluate the structural performance of notched connectors in the CLT-concrete
composite floor, comprised of the serviceability stiffness, maximum load, and behavior at failure. The
parameters of the test plan are the loaded edge length, the notch depth, the concrete thickness, and
the screw length. Other secondary variables are also assessed, such as different loading sequences,
speed of test, and timber moisture content. Experimental results prove that the performance of the
connector depends significantly but not linearly on the notch depth and the length of the loaded
edge. The connector with a deeper notch and a shorter heel will be stiffer and more robust, but it
also tends to have a brittle rupture. The test results also help validate a solution for deconstructable
connector systems. A nonlinear finite element model of the connector is built and validated versus
the experimental results. It yields reasonably good predictions in terms of resistance and can capture
the load-slip relationship. Keywords: shear test; CLT-concrete; notched connector; finite element model; deconstructable
composite floor; timber-concrete composite floor; screw Performance of Notched Connectors for CLT-Concrete
Composite Floors Composite Floors
Minh Van Thai 1,2,*, Sylvain Ménard 1, Sidi Mohammed Elachachi 2 and Philippe Galimard 2
1
Applied Sciences Department, University of Québec in Chicoutimi, Saguenay, QC G7H 2B1, Canada;
sylvain_menard@uqac.ca
2
Civil and Environmental Engineering Department, University of Bordeaux, 33000 Bordeaux, France;
sidi-mohammed.elachachi@u-bordeaux.fr (S.M.E.); philippe.galimard@u-bordeaux.fr (P.G.)
*
Correspondence: minh-van.thai1@uqac.ca Minh Van Thai 1,2,*, Sylvain Ménard 1, Sidi Mohammed Elachachi 2 and Philippe Galimar 1
Applied Sciences Department, University of Québec in Chicoutimi, Saguenay, QC G7H 2B1, Canada;
sylvain_menard@uqac.ca
2
Civil and Environmental Engineering Department, University of Bordeaux, 33000 Bordeaux, France;
sidi-mohammed.elachachi@u-bordeaux.fr (S.M.E.); philippe.galimard@u-bordeaux.fr (P.G.)
*
Correspondence: minh-van.thai1@uqac.ca 1
Applied Sciences Department, University of Québec in Chicoutimi, Saguenay, QC G7H 2B1, Canada;
sylvain_menard@uqac.ca
2
Civil and Environmental Engineering Department, University of Bordeaux, 33000 Bordeaux, France;
sidi-mohammed.elachachi@u-bordeaux.fr (S.M.E.); philippe.galimard@u-bordeaux.fr (P.G.)
*
Correspondence: minh-van.thai1@uqac.ca
Received: 2 June 2020; Accepted: 4 July 2020; Published: 8 July 2020 www.mdpi.com/journal/buildings buildings buildings buildings buildings
Article
Performance of Notched Connectors for CLT-Concrete
Composite Floors
Minh Van Thai 1,2,*, Sylvain Ménard 1, Sidi Mohammed Elachachi 2 and Philippe Galimard 2
1
Applied Sciences Department, University of Québec in Chicoutimi, Saguenay, QC G7H 2B1, Canada;
sylvain_menard@uqac.ca
2
Civil and Environmental Engineering Department, University of Bordeaux, 33000 Bordeaux, France;
sidi-mohammed.elachachi@u-bordeaux.fr (S.M.E.); philippe.galimard@u-bordeaux.fr (P.G.)
*
Correspondence: minh-van.thai1@uqac.ca Buildings 2020, 10, 122; doi:10.3390/buildings10070122 HAL Id: hal-03353129
https://hal.science/hal-03353129v1
Submitted on 23 Sep 2021 L’archive ouverte pluridisciplinaire HAL, est
destinée au dépôt et à la diffusion de documents
scientifiques de niveau recherche, publiés ou non,
émanant des établissements d’enseignement et de
recherche français ou étrangers, des laboratoires
publics ou privés. HAL is a multi-disciplinary open access
archive for the deposit and dissemination of sci-
entific research documents, whether they are pub-
lished or not. The documents may come from
teaching and research institutions in France or
abroad, or from public or private research centers. Distributed under a Creative Commons Attribution 4.0 International License Keywords: shear test; CLT-concrete; notched connector; finite element model; deconstructable
composite floor; timber-concrete composite floor; screw 1. Introduction French engineer Pierre-Eugene Gauthier developed the idea of cross-laminated timber (CLT), then
patented it in 1952 [1]. It was redeveloped in Austria in early 1990 [2] and saw much broader usage
in Europe by the 2000s. CLT is particularly suitable for floor system applications. There have been
many successful applications of CLT in the construction of mid-rise and high-rise buildings. Brock
Commons (Vancouver, BC, Canada) is the highest only residential building in timber construction
with 17 stories in CLT panels. Origine Project (Quebec City, QC, Canada) is a 12-story building based
on a concrete podium, constructed using CLT panels and glued-laminated timber beams. The idea of timber-concrete composite (TCC) was used for bridge structures in the 1940s and,
recently, for the renovation of timber structures [3]. TCC has been an objective for many extensive
studies regarding short-term [4], and long-term behavior [5,6], fire resistance performance [7], and
prefabricated solutions [3,8]. These studies emphasized the advantages of the TCC solution: resistance
and rigidity, but also fire and seismic resistance, easy and rapid installation, dry site, prefabrication
capacity, acoustic and thermal isolation, environmental and in deconstruction. From an economic and
environmental standpoint, TCC is an excellent balancing solution, rather than using an all reinforced
concrete or all timber floor. CLT-concrete composite (CCC) structures inherit the advantage of a TCC
one. In the case of mid- and high-rise buildings, CCC is notably more beneficial than a TCC system, Buildings 2020, 10, 122; doi:10.3390/buildings10070122 2 of 21 Buildings 2020, 10, 122 i.e., wooden beam−concrete slab, because we could lose up to 30 cm for each TCC floor as compared to
a CCC one. This means one floor per 10 story building for a defined total height. The uses of CLT
in timber-concrete composite structures are still in development. Though, there is a new successful
application of the CCC at the Design Building, University of Massachusetts (Amherst, MA, USA). In
this building, the floor span varied from 6 to 8 m, the floor section comprised a 175 mm of 5 ply CLT
panel, 25 mm of rigid insulation, and 100 mm of reinforced concrete. The connector composite was the
patented HBV system [9]. p
y
The connector system is the means to obtain the mentioned composite action. Since the
timber-concrete connector would be deformable rather than infinitely stiff, the full composite section is
impossible to achieve. 1. Introduction Slip between timber and concrete layer results in a partial composite action. Many connector solutions for TCC are available, such as shear interlock, bolts, screw, metal plates [10]. They have been widely studied for four decades [11–14]. These solutions are all applicable for CCC
structures; some require a few minor modifications. There were many recent studies dedicated to CCC
structures, as well as their connector systems. Gerber [15] tested two types of connectors: screws, and
HBV mesh, on timber-concrete composite panels (CLT, LVL, LSL). The study showed that the analytical
expressions could reasonably predict dynamic properties. Mai et al. [16] conducted shear tests on
the individual screw connectors and applied them to the full-scale CLT-concrete beams. The authors
observed a higher dynamic and static performance on composite structure than on bare CLT floor [17]. In the Oregon State University report [18], Higgins et al. carried out short-term and long-term tests on a
full-scale CLT-concrete composite floor. They found that HBV mesh possesses a superior performance. Recently, Jiang and Crocetti [19] studied the performance of a single notched connector and a full-scale
CLT-concrete beam. Lag screws and steel stirrup reinforced the notched connectors. The authors
confirmed that this type of solution is reliable, robust, stiff, and inexpensive. Timber material has undeniable advantages in terms of carbon footprint; however, some
sustainability issues remain when considering the end of service life. Since we opt for a composite
solution due to the mentioned reasons, a TCC floor with permanent connector systems would spawn
an amount of solid waste with an incredibly low possibility of reusing after the dismantling. This
would cause a mixture of concrete and timber and hence make timber lose its environmental-friendly
characteristic. Hence, an adaptation for the deconstructable connector will facilitate the dismantling of
the CCC structure and enhance the reusability of materials [20]. In this study, we conducted a shear test on a reinforced notched connector of CCC structures. The
main objectives are to investigate and compare the influence of many variables on the load-bearing
capacity, the stiffness modulus, and the post-peak behavior that could be associated in some way to its
ductility. The solution of a deconstructable connector for CCC structures is proposed and tested. A
finite element model was also built in this study to understand the involved mechanisms, and the
experimental result would validate this model. 2.1. Materials Properties For an application on-site, once we control this unknown
variable, the removal of this film (if it is a case) would not cause any significant difference between
the laboratory test and real behavior (a)
(b)
(c)
Figure 1. Specimen with preinstalled polyethylene film (a), vertical attachment part with a threaded
screw, counter-sunk washer and plastic sleeve installed (b), reinforcing steel mat of the specimens (c). Figure 1. Specimen with preinstalled polyethylene film (a), vertical attachment part with a threaded
screw, counter-sunk washer and plastic sleeve installed (b), reinforcing steel mat of the specimens (c). (a) (c) (b) (a) (b) (c) Figure 1. Specimen with preinstalled polyethylene film (a), vertical attachment part with a threaded
screw, counter-sunk washer and plastic sleeve installed (b), reinforcing steel mat of the specimens (c). Figure 1. Specimen with preinstalled polyethylene film (a), vertical attachment part with a threaded
screw, counter-sunk washer and plastic sleeve installed (b), reinforcing steel mat of the specimens (c). A local supplier provided the concrete material with the indicated class of C35. The nominal
aggregate size was 14 mm to assure a complete fill of concrete in the minimum notch’s depth of 20
mm. There was also water-reducing admixture in the mix to achieve the same objective. Standard
ASTM C39 [23], the test method for compressive strength of cylindrical concrete specimens, was used
for the measurements of the compression strength and the modulus of elasticity of concrete. The last
column of Table 1 indicates the properties of the concrete material. To prevent the uplift
phenomenon, screws or bolts were adopted as the vertical attachment [19]. For deconstructable
composite floors, these screws must be easy to uninstall. According to Gutkowski et al. [25], some
adjustments were made to simplify the implementation. The vertical attachment systems comprised
a screw, a plastic sleeve, and a washer (Figure 1b). ASSY VG countersunk head screws (My-Ti-Con
Ltd., Surrey, BC, Canada), with a diameter of 8 mm and full-length threaded, were used in the tests. They had an identical outer diameter and facilitated the installation of the sleeve. A 90° washer put
A local supplier provided the concrete material with the indicated class of C35. The nominal
aggregate size was 14 mm to assure a complete fill of concrete in the minimum notch’s depth of 20 mm. There was also water-reducing admixture in the mix to achieve the same objective. 2.1. Materials Properties ** Experimentally measured on five
cylindrical specimens according to the ASTM C39/C39M—18 standard [23]. After each shear test, moisture content of the timber was measured at six different randomly
chosen locations on the two sides of the CLT part. The average moisture content of all tested The humidity exchange between timber and concrete is an open-ended question. Roughly
speaking, if the timber absorbs water too much from concrete or vice versa, the stiffness and strength of
both materials will be affected [24]. Polyethylene film was considered in the design since our knowledge
of the humidity exchange between timber and concrete is limited for the case of CLT-concrete; hence,
an unknown variable. Humidity isolation, in this case, is necessary. The thickness of the crystal
polyethylene film was about 50 µm (Figure 1a). This film would also reduce a certain amount of friction
between timber and concrete and compensate for the phenomenon of eccentricity. In the full-scale
floor, this friction phenomenon is minor, and therefore the necessity of this layer lies in its capacity of
humidity isolation. For an application on-site, once we control this unknown variable, the removal
of this film (if it is a case) would not cause any significant difference between the laboratory test and
real behavior. p
g
specimens had a mean of 15.7%, with a coefficient of variation (CoV) of 14%. The high moisture
content of the wood is because the specimens were stored in an uncontrolled environment, and the
measurement technique only allowed sampling up to 1 cm from the timber surface. The humidity exchange between timber and concrete is an open-ended question. Roughly
speaking, if the timber absorbs water too much from concrete or vice versa, the stiffness and strength
of both materials will be affected [24]. Polyethylene film was considered in the design since our
knowledge of the humidity exchange between timber and concrete is limited for the case of CLT-
concrete; hence, an unknown variable. Humidity isolation, in this case, is necessary. The thickness of
the crystal polyethylene film was about 50 µm (Figure 1a). This film would also reduce a certain
amount of friction between timber and concrete and compensate for the phenomenon of eccentricity. In the full-scale floor, this friction phenomenon is minor, and therefore the necessity of this layer lies
in its capacity of humidity isolation. 2.1. Materials Properties The CLT material used in this study, provided by Nordic Structures® (Montréal, QC, Canada), was
a 5-ply CLT and had a thickness of 175 mm. Its lamella configuration is 35L-35T-35L-35T-35L, where “35”
is the thickness in mm while “L” and “T” are the longitudinal and transversal directions, respectively. The timber specimens were E1 grade, complying with the standard ANSI/APA PRG-320-2019 [21]. E1
grade CLT should have 1950f-1.7E (the term “1950f-1.7E” represents the bending stress parallel to
grain, 1950 lb/in2, and the modulus of elasticity, 1.7 × 106 lb/in2) Spruce-pine-fir MSR lumber in all
parallel (longitudinal) layers and No. 3 Spruce-pine-fir lumber in all perpendicular (transversal) layers. The panel was face-glued by Purbond HD E202 adhesive (Henkel Canada Corporation, Mississauga,
ON, Canada) and not edge-glued [22]. Table 1 presents the characteristic values of the CLT material. Buildings 2020, 10, 122 3 of 21 Table 1. Properties of CLT and concrete. Table 1. Properties of CLT and concrete. Property
Unit
CLT Longitudinal
Layer *
CLT Transversal
Layer *
Concrete **
Compression strength, fc
MPa
23.6
8.5
36.8
Modulus of elasticity, E
GPa
11.7
9.0
22.3
Density
kg/m3
514
514
2262
* Standard properties of CLT given by the manufacturer [22]. ** Experimentally measured on five cylindrical
specimens according to the ASTM C39/C39M—18 standard [23]. Buildings 2020, 10, x FOR PEER REVIEW
3 of 20
Table 1. Properties of CLT and concrete. Property
Unit
CLT
Longitudinal Layer *
CLT
Transversal Layer *
Concrete **
C
i
t
th f
MP
23 6
8 5
36 8 * Standard properties of CLT given by the manufacturer [22]. ** Experimentally measured on five cylindrical
specimens according to the ASTM C39/C39M—18 standard [23]. Property
Unit
CLT
Longitudinal Layer *
CLT
Transversal Layer *
Concrete ** After each shear test, moisture content of the timber was measured at six different randomly
chosen locations on the two sides of the CLT part. The average moisture content of all tested specimens
had a mean of 15.7%, with a coefficient of variation (CoV) of 14%. The high moisture content of the
wood is because the specimens were stored in an uncontrolled environment, and the measurement
technique only allowed sampling up to 1 cm from the timber surface. Modulus of elasticity, E
GPa
11.7
9.0
22.3
Density
kg/m3
514
514
2262
* Standard properties of CLT given by the manufacturer [22]. 2.2. Test Specimens
Buildings 2020, of Specimens
Heel Length
(a) in mm
Notch Depth
(b) in mm
Screw Length
(c) in mm
Concrete Thickness
(d) in mm
A
5
400
20
160
80
B
5
400
20
220
100
C
5
400
35
160
100
D
5
400
35
220
80
E
5
300
20
160
100
F
5
300
20
220
80
G
5
300
35
160
80
H
5
300
35
220
100
I
6
400
25
220
80
J
3
300
25
220
80
K
3
350
20
220
80
L
3
350
35
220
80
M
5
350
25
220
80
Figure 2. Diagram of a typical specimen, with indicated (a) heel length, (b) notch depth, (c) screw
length, (d) concrete thickness. Figure 2. Diagram of a typical specimen, with indicated (a) heel length, (b) notch depth, (c) screw
length, (d) concrete thickness. Table 2. Parameters of test series, in mm. Serie
No. of
Specimens
Heel Length
(a) in mm
Notch Depth
(b) in mm
Screw Length
(c) in mm
Concrete Thickness
(d) in mm
A
5
400
20
160
80
B
5
400
20
220
100
C
5
400
35
160
100
D
5
400
35
220
80
E
5
300
20
160
100
F
5
300
20
220
80
G
5
300
35
160
80
H
5
300
35
220
100
I
6
400
25
220
80
J
3
300
25
220
80
K
3
350
20
220
80
L
3
350
35
220
80
M
5
350
25
220
80
p
p
p
g
y p
into thirteen series and tested in two phases, the first phase comprised of eight series from A to H,
and five series from I to M in the second phase. Table 2 and Figure 2 present the detailed parameters
of each series. Table 2. Parameters of test series, in mm. Serie
No. 2.2. Test Specimens
Buildings 2020, The “connector” is the zone that transfers the force from one material to another. The “connector”
term in this study was used interchangeably with the “connector system,” which implied the assembly
of the timber female part, the male concrete part, and screws. on each screw head was to compensate for the bearing load lost due to the sleeve. The head of the
screw was at the same level as the top surface of the concrete layer. The plastic sleeve prevented
contact between the screws and the concrete. This solution provided easy access to the head of the CLT panels of 175 mm thickness were all cut into pieces with a dimension of 300 mm by 750 mm. A rectangular notch was then cut into the CLT specimen by using a round drill bit. The four corners of
the notch were round at the radius of 20 mm. The concrete layer had a thickness of 80 mm or 100 mm. In this study, the part in front of the loaded edge was called the heel of the connector. This is the timber
part that supported the compression and shear force transferred from the male concrete part. In our
study, the heel part usually comprised more than two lamellas and the round edge of the loaded side. Heel length had three possible levels: 300, 350, and 400 mm. Notch depth varied in three-level: 20, 25,
and 35 mm, without exceeding the maximum thickness of the first CLT layer. Two self-tapping screws
reinforced each connector. The length of the screw was 160 mm or 220 mm. A reinforcing steel mat of
150 mm of the square spacing and a diameter of 6 mm were put in place to prevent a premature crack
in concrete due to shrinkage. Sixty specimens were distributed into thirteen series and tested in two
phases, the first phase comprised of eight series from A to H, and five series from I to M in the second
phase. Table 2 and Figure 2 present the detailed parameters of each series. screw to uninstall it. 2.2. Test Specimens
The “connector” is the zone that transfers the force from one material to another. The
“connector” term in this study was used interchangeably with the “connector system,” which implied
the assembly of the timber female part, the male concrete part, and screws. 2.1. Materials Properties Standard ASTM
C39 [23], the test method for compressive strength of cylindrical concrete specimens, was used for the
measurements of the compression strength and the modulus of elasticity of concrete. The last column
of Table 1 indicates the properties of the concrete material. To prevent the uplift phenomenon, screws
or bolts were adopted as the vertical attachment [19]. For deconstructable composite floors, these
screws must be easy to uninstall. According to Gutkowski et al. [25], some adjustments were made
to simplify the implementation. The vertical attachment systems comprised a screw, a plastic sleeve,
and a washer (Figure 1b). ASSY VG countersunk head screws (My-Ti-Con Ltd., Surrey, BC, Canada),
with a diameter of 8 mm and full-length threaded, were used in the tests. They had an identical outer
diameter and facilitated the installation of the sleeve. A 90◦washer put on each screw head was to 4 of 21 Buildings 2020, 10, 122 compensate for the bearing load lost due to the sleeve. The head of the screw was at the same level as
the top surface of the concrete layer. The plastic sleeve prevented contact between the screws and the
concrete. This solution provided easy access to the head of the screw to uninstall it. 2.2. Test Specimens
Buildings 2020, CLT panels of 175 mm thickness were all cut into pieces with a dimension of 300 mm by 750
mm. A rectangular notch was then cut into the CLT specimen by using a round drill bit. The four
corners of the notch were round at the radius of 20 mm. The concrete layer had a thickness of 80 mm
or 100 mm. In this study, the part in front of the loaded edge was called the heel of the connector. This is the timber part that supported the compression and shear force transferred from the male
concrete part. In our study, the heel part usually comprised more than two lamellas and the round
edge of the loaded side. Heel length had three possible levels: 300, 350, and 400 mm. Notch depth
varied in three-level: 20, 25, and 35 mm, without exceeding the maximum thickness of the first CLT
layer. Two self-tapping screws reinforced each connector. The length of the screw was 160 mm or 220
mm. A reinforcing steel mat of 150 mm of the square spacing and a diameter of 6 mm were put in Table 2. Parameters of test series, in mm. Serie
No. of
Specimens
Heel Length
(a) in mm
Notch Depth
(b) in mm
Screw Length
(c) in mm
Concrete Thickness
(d) in mm
A
5
400
20
160
80
B
5
400
20
220
100
C
5
400
35
160
100
D
5
400
35
220
80
E
5
300
20
160
100
F
5
300
20
220
80
G
5
300
35
160
80
H
5
300
35
220
100
I
6
400
25
220
80
J
3
300
25
220
80
K
3
350
20
220
80
L
3
350
35
220
80
M
5
350
25
220
80
place to prevent a premature crack in concrete due to shrinkage. Sixty specimens were distributed
into thirteen series and tested in two phases, the first phase comprised of eight series from A to H,
and five series from I to M in the second phase. Table 2 and Figure 2 present the detailed parameters
of each series. Table 2. Parameters of test series, in mm. Serie
No. 2.3. Test Setups The configuration adopted for the shear test is an asymmetrical specimen system. This type of
configuration was cheaper to fabricate than the symmetrical one, and a more significant number of
the specimens could be tested. The difference is that the asymmetrical test would estimate the shear
stiffness and strength higher than the symmetrical one [12]. The eccentricity moment occurred when
the testing machine applied on the timber part; this would generate compression force and hence
the friction between timber and concrete on the upper part of the specimen [11]. For TCC connector
systems, Lukaszewska [11] estimated that the stiffness and strength difference between an asymmetric
specimen and a symmetric one was about 10%, depending on the specimen dimensions. In this study,
since there was a thin polyethylene film at the material interface, the effect of this phenomenon might
be lessened. The bench adaptor comprised of two I-profiles welded perpendicular to each other. The specimen
was placed on a fixed metal plate, only by the concrete part. The moving part of the testing machine
transferred the load on a metal plate, then distributed the charge to the timber part of the specimen. Teflon plate was put on the vertical I-profile to reduce the friction between the sample and the I-profile
(Figure 3). The testing machine, driven by a defined displacement rate, could produce a maximum
charge of about 445 kN. Two analog laser sensors (ALSs), were fixed on two sides of the sample to capture the relative
displacements between the two layers. The ALSs were fixed on the timber part by screws. The install
area of the two ALSs was at about 150 cm to the edge of the sample. This location was where the loaded
edge of the notched commences. The ALSs were connected to amplifier units before transmitting the
data to the computer. Another displacement sensor was integrated into the testing machine to measure
the total displacement of the timber part. The vertical charge applied to the specimen was measured
by a sensor of the testing machine. Standard EN 26891 [26] proposed a protocol for the determination of resistance characteristics
of the timber connector subjected to static loading. The total time for testing was about 15 minutes. The condition for the ending of the test was whether the charge has a significant drop, or the relative
displacement reached 15 mm. 2.2. Test Specimens
Buildings 2020, •
The notch depth was a critical parameter since the characteristic of CLT is sensitive in the depth
direction, i.e., one layer is perpendicular adjacent to the other. •
Since the notch depth was not exceeded the thickness of the first layer of the lamella, and the
characteristic of this layer was uniform transversally. A fixed notch’s width of 200 mm was chosen. •
The thickness of the concrete layer was included in the testing plan. This variable was to verify
the influence of the eccentricity (between axial force in timber and in concrete). •
We chose to use 5-ply-CLT and hence fixed the thickness of the timber layer to 175 mm. This is
because a thinner (three plies) or thicker (seven plies) CLT would not be suitable for our future
application of long-span composite floor systems (~9 m span). •
We chose to use 5-ply-CLT and hence fixed the thickness of the timber layer to 175 mm. This is
because a thinner (three plies) or thicker (seven plies) CLT would not be suitable for our future
application of long-span composite floor systems (~9 m span). 2.2. Test Specimens
Buildings 2020, of Specimens
Heel Length
(a) in mm
Notch Depth
(b) in mm
Screw Length
(c) in mm
Concrete Thickness
(d) in mm
A
5
400
20
160
80
B
5
400
20
220
100
C
5
400
35
160
100
D
5
400
35
220
80
E
5
300
20
160
100
F
5
300
20
220
80
G
5
300
35
160
80
H
5
300
35
220
100
I
6
400
25
220
80
J
3
300
25
220
80
K
3
350
20
220
80
L
3
350
35
220
80
M
5
350
25
220
80
Figure 2. Diagram of a typical specimen, with indicated (a) heel length, (b) notch depth, (c) screw
length, (d) concrete thickness. Figure 2. Diagram of a typical specimen, with indicated (a) heel length, (b) notch depth, (c) screw
length, (d) concrete thickness. Table 2. Parameters of test series, in mm. p
p
p
g
y p
into thirteen series and tested in two phases, the first phase comprised of e
and five series from I to M in the second phase Table 2 and Figure 2 present Table 2. Parameters of test series, in mm. sted in two phases, the first phase comprised of
M in the second phase Table 2 and Figure 2 presen Figure 2. Diagram of a typical specimen, with indicated (a) heel length, (b) notch depth, (c) screw
length, (d) concrete thickness. Figure 2. Diagram of a typical specimen, with indicated (a) heel length, (b) notch depth, (c) screw
length, (d) concrete thickness. 5 of 21 Buildings 2020, 10, 122 Many variables were considered for the experimental plan. They were the design dimension
one of the notched connectors: the length of the heel part, the length, depth, width of the notch, and
thickness of the timber and concrete layer: •
To study the influence of the screw and to validate the unscrewing option, the screw length was
included in the plan. •
To study the influence of the screw and to validate the unscrewing option, the screw length was
included in the plan. •
A study in the LVL-concrete individual notched connector [24] showed that the length of the
notch is not a significant issue in terms of stiffness and strength. •
The aspect of eccentricity and the derived compression between timber-concrete was much related
to the length of the heel part. 2.3. Test Setups Once the sample was in place and well-positioned, the speed test was set by turning the dial
manually. The loading speed of the test was averagely 1.3 mm per minute, and it varied greatly due
In this study, we used the notation K1 and K2 as the slip modulus of the first loading sequence
and second loading sequence, respectively (Figure 4). By applying the linear regression y = βy + α
on all the data points between the modified displacement, K1 and K2 were obtained as the slope of
the regression line. The maximum load Fmax was the load reached at the curve peak or 15 mm of
displacement. Both K1 and K2 were defined over the range from 10% to 40% of the maximum load. The modulus K1 had the same meaning as ks, although we used the regression slope instead of an
arbitrated displacement point for the determination of the modulus. In the other hand, K2 had no
counterpart in the standard in terms of physical meaning (modulus of second loading sequence). From
our point of view, K2 is more suitable for the calculation of vibration behavior. Buildings 2020, 10, x FOR PEER REVIEW
7 of 20 manual handling. However, with the order of magnitude of loading speed, the result shows no
relation between it and the stiffness or the resistance. After the tests, we measured the moisture
ntent and then dismantled some specimens for further study. Specimen disassembling helped us
a closer look at the failure mechanism and define the type of failure. According to Standard EN 26891, the slip modulus of the service state limit 𝑘௦ is defined on the
tial modified displacement, from 10% to 40% of the maximum load. This definition was proposed
iquely for the first loading sequence. The range from 0% to 10% of the maximum load comprised
very first loading sequence; the contacts between connector elements were not assured. In this study, we used the notation 𝐾ଵ and 𝐾ଶ as the slip modulus of the first loading sequence
d second loading sequence, respectively (Figure 4). By applying the linear regression 𝑦= 𝛽𝑦+
n all the data points between the modified displacement, 𝐾ଵ and 𝐾ଶ were obtained as the slope
the regression line. The maximum load 𝐹௫ was the load reached at the curve peak or 15 mm of
placement. 2.3. Test Setups We used a customized forklift to put the specimen into the bench
adaptor. Once the sample was in place and well-positioned, the speed test was set by turning the dial
manually. The loading speed of the test was averagely 1.3 mm per minute, and it varied greatly due 6 of 21 Buildings 2020, 10, 122 to manual handling. However, with the order of magnitude of loading speed, the result shows no
correlation between it and the stiffness or the resistance. After the tests, we measured the moisture
content and then dismantled some specimens for further study. Specimen disassembling helped us get
a closer look at the failure mechanism and define the type of failure. Buildings 2020, 10, x FOR PEER REVIEW
6 of 20 Figure 3. Adaptor for the asymmetrical CLT-concrete specimen. Figure 3. Adaptor for the asymmetrical CLT-concrete specimen. Figure 3. Adaptor for the asymmetrical CLT-concrete specimen. Figure 3. Adaptor for the asymmetrical CLT-concrete specimen. Two analog laser sensors (ALSs), were fixed on two sides of the sample to capture the relative
displacements between the two layers. The ALSs were fixed on the timber part by screws. The install
area of the two ALSs was at about 150 cm to the edge of the sample. This location was where the
loaded edge of the notched commences. The ALSs were connected to amplifier units before
According to Standard EN 26891, the slip modulus of the service state limit ks is defined on the
initial modified displacement, from 10% to 40% of the maximum load. This definition was proposed
uniquely for the first loading sequence. The range from 0% to 10% of the maximum load comprised
the very first loading sequence; the contacts between connector elements were not assured. g
p
transmitting the data to the computer. Another displacement sensor was integrated into the testing
machine to measure the total displacement of the timber part. The vertical charge applied to the
specimen was measured by a sensor of the testing machine. Standard EN 26891 [26] proposed a protocol for the determination of resistance characteristics
of the timber connector subjected to static loading. The total time for testing was about 15 minutes. The condition for the ending of the test was whether the charge has a significant drop, or the relative
displacement reached 15 mm. We used a customized forklift to put the specimen into the bench
adaptor. 2.3. Test Setups Both 𝐾ଵ and 𝐾ଶ were defined over the range from 10% to 40% of the maximum load. e modulus 𝐾ଵ had the same meaning as 𝑘௦, although we used the regression slope instead of an
bitrated displacement point for the determination of the modulus. In the other hand, 𝐾ଶ had no
unterpart in the standard in terms of physical meaning (modulus of second loading sequence). (a)
(b)
Figure 4. Theoretical loading procedure from EN 26891 (a) and stiffness K1 (red) and K2 (green)
determination of specimen A2 (blue) on raw data representation (b). Figure 4. Theoretical loading procedure from EN 26891 (a) and stiffness K1 (red) and K2 (green)
determination of specimen A2 (blue) on raw data representation (b). g
relation between it and the stiffness or t
tent and then dismantled some specime
a closer look at the failure mechanism an
According to Standard EN 26891, the s
ial modified displacement, from 10% to
quely for the first loading sequence. The
very first loading sequence; the contacts
In this study, we used the notation 𝐾ଵ
second loading sequence, respectively
n all the data points between the modifi
he regression line. The maximum load 𝐹
placement. Both 𝐾ଵ and 𝐾ଶ were define
d l
𝐾h d h
i
(a) e resistance. After the tests, we measured the moistur
s for further study. Specimen disassembling helped u
d define the type of failure. p modulus of the service state limit 𝑘௦ is defined on th
0% of the maximum load. This definition was proposed
ange from 0% to 10% of the maximum load comprised
etween connector elements were not assured. nd 𝐾ଶ as the slip modulus of the first loading sequenc
Figure 4). By applying the linear regression 𝑦= 𝛽𝑦+
d displacement, 𝐾ଵ and 𝐾ଶ were obtained as the slop
௫ was the load reached at the curve peak or 15 mm o
over the range from 10% to 40% of the maximum load
𝑘
l h
h
d h
i
l
i
d
f
(b) e
e
𝐾ଵ an
(a) % to 40
(b) modulus 𝐾ଵ had the same meaning as 𝑘௦, although we used the regression slope instead of a
rated displacement point for the determination of the modulus. In the other hand, 𝐾ଶ had n
terpart in the standard in terms of physical meaning (modulus of second loading sequence
Figure 4. 2.3. Test Setups Theoretical loading procedure from EN 26891 (a) and stiffness K1 (red) and K2 (green)
determination of specimen A2 (blue) on raw data representation (b). Figure 4. Theoretical loading procedure from EN 26891 (a) and stiffness K1 (red) and K2 (green)
determination of specimen A2 (blue) on raw data representation (b). 7 of 21 7 of 21 Buildings 2020, 10, 122 3.1. Overview Three different failure types were observed: ductile failure of the specimen due to the compression
in the timber contact zone (type timber ductile - TD), brittle failure of the specimen due to the
shearing-offof the timber lamellas in the heel (type timber brittle - TB). Furthermore, there was a
combination of type TD and TB. The specimen had crushed timber and a part of its lamella sheared-off
(type TD + TB). Brittle failure of the specimen due to the shear failure of the concrete part was noted as
CB (type concrete brittle). The average stiffness and strength of the 13 series are presented in Table 3,
with the corresponding coefficient of variation (CoV). Table 3. Summary of tested series. Series
K1
K2
Fmax
Mean
CoV
Mean
CoV
Mean
CoV
kN/mm
%
kN/mm
%
kN
%
A
224
13
294
5
127
10
B
213
18
303
15
140
9
C
248
8
311
8
221
5
D
238
12
315
5
221
11
E
199
16
258
7
140
4
F
202
4
256
6
151
7
G
208
9
274
11
211
7
H
195
19
254
13
217
9
I
242
13
326
13
177
4
J
208
1
286
7
169
5
K
202
1
270
13
158
7
L
205
7
291
17
238
6
M
212
12
311
14
175
10 Table 3. Summary of tested series. As compared to the results of other studies [15,16,27,28], stiffness of the notched connector was
on average higher than for the screw connector, but still far lower than HBV mesh. A pair of screws
could have a shear stiffness that varies from 0.14 kN/mm2 to 0.3 kN/mm2, while that of HBV mesh was
about 0.825 kN/mm2. The experimental results of this study showed that the stiffness varied from
0.34 to 0.43 kN/mm2. The unit kN/mm2 indicates the shear stiffness (kN/mm) per connector length
(mm). Figure 5 presents the load-displacement curves of 60 specimens distinguished by their series. The resistance varied from 108 kN to 253 kN depend on the notch geometry, especially the depth of
the connector. 8 of 21
erials to
8 of 20 Buildings 2020, 10, 122
length (Figures 5b
di
i
t th
h
Buildings 2020, 10, x FOR Figure 5. 3.1. Overview Load-displacement curves of specimens that have (a) 400 mm, (b) 350 mm, (c) 300 mm heel
length, curves in red indicate 20 mm notch depth specimens, 25 mm in green, and 35 mm in blue. Influence of Heel Length
Figure 6 exhibits the relationship between the heel length and the variables of interest, namely
K2, and Fmax. One can see an increase of about 15% of the stiffness K1, K2, when the heel length
Figure 5. Cont. gth (Figures 5b and 6c). This is because the shorter heel length specimens have few materials to
ipate the charge and more likely sustain the timber softening. Figure 5. Load-displacement curves of specimens that have (a) 400 mm, (b) 350 mm, (c) 300 mm heel
length, curves in red indicate 20 mm notch depth specimens, 25 mm in green, and 35 mm in blue. Influence of Heel Length
Figure 5. Load-displacement curves of specimens that have (a) 400 mm, (b) 350 mm, (c) 300 mm heel
length, curves in red indicate 20 mm notch depth specimens, 25 mm in green, and 35 mm in blue. There were distinct gaps between the curve family with the heel length of 400 mm (Figure 5a). h
k b h
l
h
f
d
h
l l
h Figure 5. Cont. th (Figures 5b and 6c). This is because the shorter heel length specimens have few materials
ipate the charge and more likely sustain the timber softening. Figure 5. Load-displacement curves of specimens that have (a) 400 mm, (b) 350 mm, (c) 300 mm heel
length, curves in red indicate 20 mm notch depth specimens, 25 mm in green, and 35 mm in blue. Influence of Heel Length
Figure 5. Load-displacement curves of specimens that have (a) 400 mm, (b) 350 mm, (c) 300 mm heel
length, curves in red indicate 20 mm notch depth specimens, 25 mm in green, and 35 mm in blue. Figure 5. Load-displacement curves of specimens that have (a) 400 mm, (b) 350 mm, (c) 300 mm heel
length, curves in red indicate 20 mm notch depth specimens, 25 mm in green, and 35 mm in blue. Influence of Heel Length
Figure 5. Load-displacement curves of specimens that have (a) 400 mm, (b) 350 mm, (c) 300 mm heel
length, curves in red indicate 20 mm notch depth specimens, 25 mm in green, and 35 mm in blue. Figure 5. 3.1. Overview Load-displacement curves of specimens that have (a) 400 mm, (b) 350 mm, (c) 300 mm heel
length, curves in red indicate 20 mm notch depth specimens, 25 mm in green, and 35 mm in blue. Figure 6 exhibits the relationship between the heel length and the variables of interest, namely
K1, K2, and Fmax. One can see an increase of about 15% of the stiffness K1, K2, when the heel length
increases from 300 mm to 400 mm (Figure 6a,b). Heel length was assumed not to influence either the
stiffness or strength of the connector. This slight increase was probably because of the asymmetrical
3.2. Influence of Heel Length
Figure 6 exhibits the relationship between the heel length and the variables of interest, namely
K1, K2, and Fmax. One can see an increase of about 15% of the stiffness K1, K2, when the heel length
increases from 300 mm to 400 mm (Figure 6a,b). Heel length was assumed not to influence either the
There were distinct gaps between the curve family with the heel length of 400 mm (Figure 5a). However, the post-peak behavior was less consistent in other series of 350 mm and 300 mm heel length
(Figures 5b and 6c). This is because the shorter heel length specimens have few materials to dissipate
the charge and more likely sustain the timber softening. Figure 6 exhibits the relationship between the heel length and the variables of interest, namely
K1, K2, and Fmax. One can see an increase of about 15% of the stiffness K1, K2, when the heel length
increases from 300 mm to 400 mm (Figure 6a,b). Heel length was assumed not to influence either the
stiffness or strength of the connector. This slight increase was probably because of the asymmetrical
3.2. Influence of Heel Length
Figure 6 exhibits the relationship between the heel length and the variables of interest, namely
K1, K2, and Fmax. One can see an increase of about 15% of the stiffness K1, K2, when the heel length
increases from 300 mm to 400 mm (Figure 6a,b). Heel length was assumed not to influence either the
There were distinct gaps between the curve family with the heel length of 400 mm (Figure 5a). However, the post-peak behavior was less consistent in other series of 350 mm and 300 mm heel length
(Figures 5b and 6c). 3.3. Influence of Notch Depth
3.2. Influence of Heel Length
the sample size, and 𝑡ିଵ is
of freedom. Since the stand f
f
p
Figure 7a,b show the evolution of slip modulus when the notch depth increases. A deeper cut
did not yield a stiffer connector. In most of the cases, the notch with 25 mm depth had the highest
stiffness. In the notch with 35 mm of depth, the timber material of the first layer of the lamella was
extracted entirely, and the second layer, which laid in the direction perpendicular to the first one,
was weaker in terms of modulus perpendicular to the grain. The transversal timber lamellas were
also not glued edgewise. They could be the reason for the “peak” trend of the slip modulus curves. Figure 6 exhibits the relationship between the heel length and the variables of interest, namely
K1, K2, and Fmax. One can see an increase of about 15% of the stiffness K1, K2, when the heel length
increases from 300 mm to 400 mm (Figure 6a,b). Heel length was assumed not to influence either the
stiffness or strength of the connector. This slight increase was probably because of the asymmetrical
properties of the test. The lengthy heel magnified the eccentricity and the friction between concrete and
timber. The resistance of the connector of different notch depth distinguished clearly from each other’s;
they developed almost independently regarding their heel length. Modulus K2 was more consistent
than K1 since the specimen was stabilized after the first loading sequence. In terms of the effect of
heel length on the failure type, a specimen with shorter heel tended to have its lamellas sheared-offat
failure. The error bars in the graphs represent the 95% confidence interval of the mean value x. They
are calculated as x ± tn−1.s/ √n, with s is the standard deviation of the sample, n is the sample size, and
tn−1 is the upper (1 −0.95)/2 critical value for the t distribution with (n −1) degrees of freedom. Since
the standard error was significant in some average data points, the evolution of stiffness K1, K2, was
challenging to be verified. stiffness K1, K2, was challenging to be verified. Figure 6. Stiffness K1 (a), K2 (b), and maximum load Fmax (c) of different notch depths. 3.1. Overview This is because the shorter heel length specimens have few materials to dissipate
the charge and more likely sustain the timber softening. Buildings 2020, 10, 122
p
of freedom. Since 9 of 21
g
ution of 9 of 21
g
ution of Figure 6. Stiffness K1 (a), K2 (b), and maximum load Fmax (c) of different notch depths. Figure 6. Stiffness K1 (a), K2 (b), and maximum load Fmax (c) of different notch depths. Buildings 2020, 10, x FOR PEER REVIEW
9 of 20
properties of the test. The lengthy heel magnified the eccentricity and the friction between concrete
and timber. The resistance of the connector of different notch depth distinguished clearly from each
other’s; they developed almost independently regarding their heel length. Modulus K2 was more
consistent than K1 since the specimen was stabilized after the first loading sequence. In terms of the
effect of heel length on the failure type, a specimen with shorter heel tended to have its lamellas
sheared-off at failure. The error bars in the graphs represent the 95% confidence interval of the mean
value 𝑥̅. They are calculated as 𝑥̅ ± 𝑡ିଵ. 𝑠/√𝑛, with 𝑠 is the standard deviation of the sample, 𝑛 is
th
l
i
d 𝑡
i th
(1 0 95)/2
iti
l
l
f
th t di t ib ti
ith (
1) d Buildings 2020, 10, x FOR PEER REVIEW
properties of the test. The lengthy
and timber. The resistance of the c
other’s; they developed almost ind
consistent than K1 since the specim
effect of heel length on the failure
sheared-off at failure The error bar 9 of 20
and the friction between concrete
h distinguished clearly from each
el length. Modulus K2 was more
loading sequence. In terms of the
heel tended to have its lamellas pe, a specimen with shorter
the graphs represent the 95% Figure 6. Stiffness K1 (a), K2 (b), and maximum load Fmax (c) of different notch depths. Figure 6. Stiffness K1 (a), K2 (b), and maximum load Fmax (c) of different notch depths. g
p
p
They are calculated as 𝑥̅ ± 𝑡ିଵ. 𝑠/√𝑛, with 𝑠 is the standard deviation of the sam 3.3. Influence of Notch Depth
3.3. Influence of Notch Depth Figure 7. Stiffness K1 (a), K2 (b), and maximum load Fmax (c) of different heel lengths. Figure 8a,b show the stiffness K1 and K2 per notch depth. The modulus gained per millimeter
of notch depth was higher in the less deep notches. The shallow notch used the material more
Figure 7a,b show the evolution of slip modulus when the notch depth increases. A deeper cut did
not yield a stiffer connector. In most of the cases, the notch with 25 mm depth had the highest stiffness. In the notch with 35 mm of depth, the timber material of the first layer of the lamella was extracted
entirely, and the second layer, which laid in the direction perpendicular to the first one, was weaker in
terms of modulus perpendicular to the grain. The transversal timber lamellas were also not glued
edgewise. They could be the reason for the “peak” trend of the slip modulus curves. Figure 7a,b show the evolution of slip modulus when the notch depth increases. A deeper cut
did not yield a stiffer connector. In most of the cases, the notch with 25 mm depth had the highest
stiffness. In the notch with 35 mm of depth, the timber material of the first layer of the lamella was
extracted entirely, and the second layer, which laid in the direction perpendicular to the first one,
was weaker in terms of modulus perpendicular to the grain. The transversal timber lamellas were
also not glued edgewise. They could be the reason for the “peak” trend of the slip modulus curves. effectively in terms of stiffness, and further extraction of material in the topmost longitudinal laye
would reduce the effectiveness of the connector. The linear correlations between the stiffness pe
depth and the notch depth were also observed. The resistance of the connector is higher for the deeper cut (Figure 8c). An increase of th
resistance of about 50% was observed when the cut more profound. The correlation between notch
Figure 7. Stiffness K1 (a), K2 (b), and maximum load Fmax (c) of different heel lengths. Figure 7. Stiffness K1 (a), K2 (b), and maximum load Fmax (c) of different heel lengths. and further extraction of materia
of the connector. The linear cor
also observed. 3.3. Influence of Notch Depth
3.3. Influence of Notch Depth Hence, the curves of these specimens had a more prolonged post-peak displacement
that varied from 10 to 15 mm. Optimization of the notch depth will have to balance between the
performance and the post-peak behavior. (i.e., modulus K1 and K2). It meant that the experimental measurement of stiffness was difficult, and
the maximum load of the notch would be more straightforward to be predicted by the variable of
notch depth. A shallower notch connector tended to have the loaded edge crushed rather than the
shear-off lamellas (cf. Section 3.7). Hence, the curves of these specimens had a more prolonged post-
peak displacement that varied from 10 to 15 mm. Optimization of the notch depth will have to balance
between the performance and the post-peak behavior. For a CCC notched connector, Jiang et al. [19] reported a serviceability stiffness per 25 mm notch-
depth of 15.3 kN/mm2 and the resistance per depth of 7.1 kN/mm, while the corresponding results of
our study were 12.5 kN/mm2 and 7.0 kN/mm. The notch connectors in this study featured a round
corner at the loaded edge while Jiang et al. tested a full-width square notch. This detail generated a
transverse component of the applied force exerted on the notch. It might be the reason for the less
stiff connector observed in this study. Figure 8. Stiffness K1 (a), K2 (b), and maximum load Fmax (c) per notch depth of different heel
Figure 8. Stiffness K1 (a), K2 (b), and maximum load Fmax (c) per notch depth of different heel lengths. Figure 8. Stiffness K1 (a), K2 (b), and maximum load Fmax (c) per notch depth of different heel
Figure 8. Stiffness K1 (a), K2 (b), and maximum load Fmax (c) per notch depth of different heel lengths. lengths. 3.4. Influence of Concrete Thickness and Screw Length
Figure 9 shows some minor changes (about 10% maximum) of the stiffnesses and the resistance
of the connector in terms of concrete thickness and screw length. It could be concluded that these two
variables do not influence the overall performance of individual notch connectors. Since the
implementation of the deconstructable screw part yielded no difference in terms of the structural
For a CCC notched connector, Jiang et al. 3.3. Influence of Notch Depth
3.3. Influence of Notch Depth ector is higher for the deeper c
erved when the cut more profou effectively in terms of stiffness,
would reduce the effectiveness
depth and the notch depth were
The resistance of the conn
resistance of about 50% was obs al in the topmost longitudinal lay
rrelations between the stiffness p
cut (Figure 8c). An increase of th
und. The correlation between notc Figure 7. Stiffness K1 (a), K2 (b), and maximum load Fmax (c) of different heel lengths. Figure 7. Stiffness K1 (a), K2 (b), and maximum load Fmax (c) of different heel lengths. Buildings 2020, 10, 122 10 of 21 Figure 8a,b show the stiffness K1 and K2 per notch depth. The modulus gained per millimeter of
notch depth was higher in the less deep notches. The shallow notch used the material more effectively
in terms of stiffness, and further extraction of material in the topmost longitudinal layer would reduce
the effectiveness of the connector. The linear correlations between the stiffness per depth and the notch
depth were also observed. Buildings 2020, 10, x FOR PEER REVIEW
10 of 20
depth and the maximum load Fmax was almost linear. The notch depth had a more significant effect
on maximum load, as compared to the effect of heel length in Figure 6c. The coefficient of variations
of mean data points of the maximum load was considerably smaller than the other two responses
(i e modulus K1 and K2) It meant that the experimental measurement of stiffness was difficult and The resistance of the connector is higher for the deeper cut (Figure 8c). An increase of the resistance
of about 50% was observed when the cut more profound. The correlation between notch depth and the
maximum load Fmax was almost linear. The notch depth had a more significant effect on maximum
load, as compared to the effect of heel length in Figure 6c. The coefficient of variations of mean data
points of the maximum load was considerably smaller than the other two responses (i.e., modulus K1
and K2). It meant that the experimental measurement of stiffness was difficult, and the maximum
load of the notch would be more straightforward to be predicted by the variable of notch depth. A
shallower notch connector tended to have the loaded edge crushed rather than the shear-offlamellas
(cf. Section 3.7). 3.3. Influence of Notch Depth
3.3. Influence of Notch Depth [19] reported a serviceability stiffness per 25 mm
notch-depth of 15.3 kN/mm2 and the resistance per depth of 7.1 kN/mm, while the corresponding
results of our study were 12.5 kN/mm2 and 7.0 kN/mm. The notch connectors in this study featured
a round corner at the loaded edge while Jiang et al. tested a full-width square notch. This detail
generated a transverse component of the applied force exerted on the notch. It might be the reason for
the less stiffconnector observed in this study. i
p e
e tatio
o t e deco st uctab e sc ew pa t
performance of the connector, this solution was
3.4. Influence of Concrete Thickness and Screw Length uninstalling of the screws was carried out without any difficulty (Figure 10) by using a wired
screwdriver. Figure 9 shows some minor changes (about 10% maximum) of the stiffnesses and the resistance
of the connector in terms of concrete thickness and screw length. It could be concluded that these
two variables do not influence the overall performance of individual notch connectors. Since the
implementation of the deconstructable screw part yielded no difference in terms of the structural
performance of the connector, this solution was possible for CLT-concrete floors systems. The
uninstalling of the screws was carried out without any difficulty (Figure 10) by using a wired screwdriver. Buildings 2020, 10, 122
p
uninstalling of the 11 of 21
a wired 11 of 21
a wired Figure 9. Stiffness K1 (a), K2 (b), and maximum load Fmax (c) in terms of screw length and concrete
thickness. Figure 9. Stiffness K1 (a), K2 (b), and maximum load Fmax (c) in terms of screw length and
concrete thickness. Figure 9. Stiffness K1 (a), K2 (b), and maximum load Fmax (c) in terms of screw length and concrete
thickness. Figure 9. Stiffness K1 (a), K2 (b), and maximum load Fmax (c) in terms of screw length and
concrete thickness. 3.5. Influence of Loading Sequence The modulus of the second loading sequence K2 was on average 35% higher than for K1. This is
because the contact between the component of the connector was well established after the first loading
sequence. Any possible gaps between them were closed, and the material is stabilized. Modulus K2 in
terms of the heel length and the notch depth had almost the same and more transparent tendencies, as
compared to modulus K1. Although it is worth noting that the confidence interval of the mean values
was still considerable. The stiffness results were not more consistent after the first loading-unloading
cycle. The loading speed was manually set for each specimen and constant in the loading sequences. This variable was massively varied but did not have any significant effect on the stiffness and the
maximum load. Buildings 2020, 10, x FOR PEER REVIEW
11 of 20 Figure 10. Screw uninstallation. Figure 10. Screw uninstallation. Figure 10. Screw uninstallation. Figure 10. Screw uninstallation. 3.5. Influence of Loading Sequence
3.6. Influence of Moisture Content of Timber The modulus of the second loading sequence K2 was on average 35% higher than for K1. This is
because the contact between the component of the connector was well established after the first
loading sequence. Any possible gaps between them were closed, and the material is stabilized. Modulus K2 in terms of the heel length and the notch depth had almost the same and more
transparent tendencies, as compared to modulus K1. Although it is worth noting that the confidence
interval of the mean values was still considerable. The stiffness results were not more consistent after
The moisture content of timber was measured after the test, as it was considered as an essential
variable. Some specimens showed minor color change spots and no significant deformations of the
upmost timber layer. Most of the series had stiffness K1 reduced when the timber humidity increased
(eight over 13 series). The same phenomenon could be observed in K2 (10 over 13 series) and Fmax
(eight over 13 series). Only the correlations between stiffness K1 and moisture content are shown in
Figure 11. 12 of 21
hown in Buildings 2020, 10, 122
(eight over 13 series Figure 11. Correlation between stiffness K1 and moisture content of timber of different series. 20 mm
notch depth specimens are represented by the red points, 25 mm in green, and 35 mm in blue. Figure 11. 3.5. Influence of Loading Sequence Correlation between stiffness K1 and moisture content of timber of different series. 20 mm
notch depth specimens are represented by the red points, 25 mm in green, and 35 mm in blue. Figure 11. Correlation between stiffness K1 and moisture content of timber of different series. 20 mm
notch depth specimens are represented by the red points, 25 mm in green, and 35 mm in blue. Figure 11. Correlation between stiffness K1 and moisture content of timber of different series. 20 mm
notch depth specimens are represented by the red points, 25 mm in green, and 35 mm in blue. 3 7 Failure Types
3.7. Failure Types 3.7. Failure Types
Three principal failure types were observed. Figure 12 shows the typical load-slip curves of
different failure types. Figure 13 presents photos of these different failure types. Most of the tested
Three principal failure types were observed. Figure 12 shows the typical load-slip curves of
different failure types. Figure 13 presents photos of these different failure types. Most of the tested
specimens in this study had the failure type with a compression zone principally in the heel (47 over
60 tested samples). They were classified as type TD. Buildings 2020, 10, x FOR PEER REVIEW
12 of 20
specimens in this study had the failure type with a compression zone principally in the heel (47 over
60 tested samples). They were classified as type TD. Figure 12. Load-slip curves of different failure types. Figure 12. Load-slip curves of different failure types. Figure 12. Load-slip curves of different failure types. Figure 12. Load-slip curves of different failure types. 13 of 21 Buildings 2020, 10, 122 TD
TB
CB
TD +
TB
Figure 13. Typical different failure types. Figure 13. Typical different failure types. TD TB CB TD +
TB TD +
TB Figure 13. Typical different failure typ
Figure 13. Typical different failure types. The failure type TB occurred when the lamellas of the heel got sheared-offat the displacement
from 2 mm to 3 mm. The full measured curves of type TB could reach a significant displacement at
a relatively high load. This is because, firstly, when the testing machine pushed to the timber part,
it held the sheared-offlamellas in place. The metal plate, designated for distributing the load from
the testing machine, covered the surface of the timber upper part. When the timber lamellas of the
heel part were sheared-off, the metal plate held the lamellas in place and caused a load increase in
the load-displacement curve. Secondly, at a significant slip, only the screws bear the load. The sleeve
between screws and concrete would prevent the contribution of the screws to the shear loading from
initial up to 2 mm of displacement. Regarding this artifact, we considered that the specimen failed at
the first drop in terms of load. In the specimens classified as type TD + TB, there was a minor drop in the load after the sample
reaches its peak load at the slip of about 2 mm to 6 mm. 3 7 Failure Types
3.7. Failure Types A plastic hinge was observed in the screw at the interface
location. However, this only contributed to the post-peak behavior and helped extend the slip. The
reasons are, firstly, that an individual screw was much less rigid than the notch itself. Secondly, there
was a gap between the screw and the concrete due to the plastic sleeve; it prevented the screw from
contributing to the connector rigidity. Figure 14 the failure types distribution for only one variable at a time; the data labels represent
the number of specimens. The percentage of failure type TD reduced from 73% to 61% when the heel
length decreased from 400 mm to 300 mm. The timber imperfection was likely to be manifested heavily
by a brittle failure in the specimens with a shorter heel. In terms of notch depth, one could observe a
significant reduction from 87% at 20 mm depth to 48% at 35 mm depth. g
g
y
Figure 14 the failure types distribution for only one variable at a time; the data labels represent
the number of specimens. The percentage of failure type TD reduced from 73% to 61% when the heel
length decreased from 400 mm to 300 mm. The timber imperfection was likely to be manifested
heavily by a brittle failure in the specimens with a shorter heel. In terms of notch depth, one could
observe a significant reduction from 87% at 20 mm depth to 48% at 35 mm depth. Figure 14. Number of specimens with different failure types. Figure 14. Number of specimens with different failure types. Figure 14 Number of specimens with different failure types
Figure 14. Number of specimens with different failure types. The deeper notch must withstand greater shear force, and more likely failed in a brittle manner. This shows differences in load transmission depending on heel length and notch depth. As lamellas
were not edgewise glued, the sheared area must be significant enough not to be the weakest (brittle)
link versus the compressed (ductile) parallel-to-grain area. Potential future design rules will have to
prevent brittle failure. One could see that the thickness of the concrete layer did not influence the
distribution of failure type. The longer screw might have caused a brittle rupture of the connector,
from 15% to 35% of the specimen’s number (three over 20 specimens versus 14 over 40 specimens). 3 7 Failure Types
3.7. Failure Types The specimens still were carrying on and
achieved a significant displacement (10 mm or more) because there was a portion of the heel still glued Buildings 2020, 10, 122
In the specime
reaches its peak lo 14 of 21
sample
on and to the transversal layer, got crushed at the loaded edge, and held the charge. Hence, we considered
this type as a sub-category of type TD. achieved a significant displacement (10 mm or more) because there was a portion of the heel still
glued to the transversal layer, got crushed at the loaded edge, and held the charge. Hence, we
considered this type as a sub-category of type TD. In the specimens classified as type CB, the notched concrete part was sheared-offwhile the load
was still increasing. After the failure, the screws held the residual charge. It is worth noting that the
concrete has rebar steel mesh, and the two screws rigidly attached the two parts altogether. Therefore,
the connector in this study was less likely to have the failure type CB (two over 60 specimens). In the specimens classified as type CB, the notched concrete part was sheared-off while the load
was still increasing. After the failure, the screws held the residual charge. It is worth noting that the
concrete has rebar steel mesh, and the two screws rigidly attached the two parts altogether. Therefore,
the connector in this study was less likely to have the failure type CB (two over 60 specimens). Almost every specimen had diagonal cracks at failure. These cracks took place in the corner
between timber and concrete shortly before the load reaches its peak. They developed at an angle from
30◦to 45◦to the concrete’s surface. A plastic hinge was observed in the screw at the interface location. However, this only contributed to the post-peak behavior and helped extend the slip. The reasons are,
firstly, that an individual screw was much less rigid than the notch itself. Secondly, there was a gap
between the screw and the concrete due to the plastic sleeve; it prevented the screw from contributing
to the connector rigidity. y
y
yp
p
Almost every specimen had diagonal cracks at failure. These cracks took place in the corner
between timber and concrete shortly before the load reaches its peak. They developed at an angle
from 30° to 45° to the concrete’s surface. 3 7 Failure Types
3.7. Failure Types Further investigation is needed to confirm this phenomenon
The deeper notch must withstand greater shear force, and more likely failed in a brittle manner. This shows differences in load transmission depending on heel length and notch depth. As lamellas
were not edgewise glued, the sheared area must be significant enough not to be the weakest (brittle)
link versus the compressed (ductile) parallel-to-grain area. Potential future design rules will have to
prevent brittle failure. One could see that the thickness of the concrete layer did not influence the
distribution of failure type. The longer screw might have caused a brittle rupture of the connector,
from 15% to 35% of the specimen’s number (three over 20 specimens versus 14 over 40 specimens). Further investigation is needed to confirm this phenomenon. 4.1.1. Timber Timber was modeled as an orthotropic elastic-perfect plastic material. According to Dias et al. [29],
Hill’s criterion, which is an extension of von Mises’s function, could be used for orthotropic material to
characterize the yielding phenomenon: f(σ) = F(σ22 −σ33)2 + G(σ33 −σ11)2 + H(σ11 −σ22)2 + 2Lσ2
23 + 2Mσ2
31 + 2Nσ2
12
(1 (1) where F, G, H, L, M, and N are constants determined experimentally: where F, G, H, L, M, and N are constants determined experimentally: F =
σ02
2
1
σ2
22
+ 1
σ2
33
−1
σ2
11
;
(2)
G =
σ02
2
1
σ2
33
+ 1
σ2
11
−1
σ2
33
;
(3)
H =
σ02
2
1
σ2
11
+ 1
σ2
22
−1
σ2
33
;
(4)
L = 3
2
τ0
σ23
!2
;
(5)
M = 3
2
τ0
σ13
!2
;
(6)
N = 3
2
τ0
σ12
!2
. (7) F =
σ02
2
1
σ2
22
+ 1
σ2
33
−1
σ2
11
;
(2)
G =
σ02
2
1
σ2
33
+ 1
σ2
11
−1
σ2
33
;
(3)
H =
σ02
2
1
σ2
11
+ 1
σ2
22
−1
σ2
33
;
(4)
L = 3
2
τ0
σ23
!2
;
(5)
M = 3
2
τ0
σ13
!2
;
(6)
N = 3
2
τ0
σ12
!2
. (7) (2) G =
σ02
2
1
σ2
33
+ 1
σ2
11
−1
σ2
33
;
(3)
H =
σ02
2
1
σ2
11
+ 1
σ2
22
−1
σ2
33
;
(4) G =
σ02
2
1
σ2
33
+ 1
σ2
11
−1
σ2
33
;
(3) (3) H =
σ0
2
1
σ2
11
+ 1
σ2
22
−1
σ2
33
;
(4) (4) L = 3
2
τ0
σ23
!2
;
(5)
M = 3
2
τ0
σ13
!2
;
(6)
N = 3
2
τ0
σ12
!2
. (7) (5) (6) N = 3
2
τ0
σ12
!2
. 4. Finite Elements Model Validation Many authors have used different techniques to model timber material in terms of connection,
whether for notched or dowel connectors. Dias et al. [29] used Hill’s criterion to characterize the
anisotropy of timber material. The method was useful in terms of modeling elastic-plastic behavior
and was later employed in CCC by Jiang et al. [19] for notched connector and Mai et al. [16] for
screw connectors. Models with damage mechanics were also adopted in the literature, such as using
continuum damage mechanics to obtain brittle and ductile failure modes (Sandhaas and van de
Kuilen [30]), using Hashin failure criterion for the laterally loaded nail of CLT bracket connection
(Hollenbeck [31]), cohesive elements to simulate cracking in timber bolted connection (Franke and
Quenneville [32]). User-defined features (such as subroutine in Abaqus) is required for such applications
and raises concerns about the computational cost. Buildings 2020, 10, 122 15 of 21 4.1. Materials 4.1. Materials 4.1. Materials
4.1.1. Timber 4.1.2. Concrete 4.1.2. Concrete Concrete was modeled as an isotropic elastic material without any plasticity properties. The
experimental test provided the modulus of elasticity of concrete (cf. Table 1). The impact of plasticity
characteristics of concrete was considered minimal to the model based on preliminary modeling. This
simplification helped reduce the computational cost and increased the possibility of convergence of
the model. 4.1.1. Timber (7) (7) The definition of the potential coefficients Rij is: The definition of the potential coefficients Rij is: R11, R22, R33, R12, R13, R23 = σ11
σ0 ; σ22
σ0 ; σ33
σ0 ; σ12
τ0 ; σ13
τ0 ; σ23
τ0
(8) (8) where σij is the measured yield stress value when σij is applied as the only nonzero stress component;
σ0 is the reference yield stress and τ0 = σ0/
√
3. The problem was defining the yield stress σ0 and
the yield stress ratio Rij. Considering σ0 as the yield strength in the direction parallel to the grain
of the timber, Dias et al. [29] proposed the coefficients Rij for spruce R11 = 1; R22 = R33 = 0.19
and R12 = R13 = R23 = 0.38. The Wood Handbook [33] suggests R11 = 1; R22 = R33 = 0.11 and
R12 = R13 = R23 = 0.39 (mean value) for Canadian SPF. The model used value from this reference [33]. The preliminary modeling showed that the resistance of the notched connector depends heavily
on the “shear” ratio R12, R13 rather than the “orthogonal” ratio R22, R33. The lamellas of the third and
fifth layers of CLT specimen were extracted and subjected to the compression tests, based on standard
ASTM D143-2014 [34] for a small clear specimen of timber. Table 4 presents the extreme case value of σ0 and Exx obtained from the experimental tests [35]. Other properties Eyy, Ezz, Gxy, Gzx, Gyz were derived from Exx as the indications of EN 338 [36] for
softwoods: Exx = 30Eyy = 30Ezz
(9)
16Gxy = 16Gxz = 0.5
Exx + Eyy
(10)
16Gyz = 0.5
Eyy + Ezz
(11) (9) (10) (11) Buildings 2020, 10, 122 16 of 21 16 of 21 Table 4. Summary of the timber parameters of the FEM model. Parameters
Value
Parameters
Value
Parameters
Value
σ0
37.5–25.8
Exx
18200–9340
νxy
0.4
R11
1
Eyy, Ezz
607–311
νxz
0.3
R22, R33
0.11
Gxy, Gzx
588–302
νyz
0.3
R12, R13, R23
0.39
Gyz
59–30
(–)
(–)
4.1.2. Concrete Table 4. Summary of the timber parameters of the FEM model. 4.2. Models The finite element model of the notched connector was performed with the commercial software
Abaqus [37]. The tie constraint was used for the glued contact between the lamellas (rigid contact). The
non-glued one and the one between timber and concrete had “hard” contact in the normal direction
and “frictionless” in the tangential direction. The finite elements were eight-node cubic with reduced
integration C3D8R. The reduced integration minimized the computational effort but raised some
problems in terms of “hourglass.” Hourglass is nonphysical, zero-energy modes of deformation that
produce zero strain and no stress. This occurs in the reduced integration elements, with only 1
integration point in the middle (e.g., C3D8R). To minimize it, we used the default hourglass control
algorithm of Abaqus. The fine mesh of 4 mm-element was applied to the contact zone of concrete and
timber down to the second layer. The coarse mesh of 12 mm was for the rest of the model (Figure 14). The local failure criteria of the materials were not implemented. We imposed a criterion of global
relative displacement of 10 mm between timber and concrete. Hill’s criteria were used for the sake of
yielding phenomenon in orthotropic material, i.e., timber in our case. The screws were omitted because of their minimal impact on the overall performances of the
connector. Only half of the specimen was modeled to reduce the computational cost. The charge was
placed on the concrete part. The boundary condition was set to imitate the behavior of the specimen
on the bench test. The CLT part was limited in the translational displacement Uy and Ux, while the
concrete part was constrained in the Uy of the loaded end (Figure 15). The model was built based on
the standard/implicit calculation regime. Abaqus would check for the convergence of the model at each
iteration. The convergence of the model was quite good for displacement from 0 to 4 mm. Beyond this,
there were some cases where the model aborts the calculation due to the divergence. The excessive
displacement of the element at the loaded edge of the notch might be the reason for this divergence. 17 of 21
16 of 20
16 of 20 Buildings 2020, 10, 122
Buildings 2020 10 x FO
Buildings 2020 10 x FOR Figure 15. Mesh definition of timber and concrete part and boundary conditions. Figure 15. Mesh definition of timber and concrete part and boundary conditions. 4.2. Models Figure 15. Mesh definition of timber and concrete part and boundary conditions. Figure 15. Mesh definition of timber and concrete part and boundary conditions. Figure 15. Mesh definition of timber and concrete part and boundary conditions. Figure 15. Mesh definition of timber and concrete part and boundary conditions. 4.3. Results
4.3. Results
4.3. Results These results showed that the initial loading and the unloading step of the test might impact the
specimen (close the contact and stabilize the material). However, it exhibited an opposite trend in
terms of the heel length. The experimental stiffness (both K1 and K2) decreased for a smaller length;
the stiffness of the model increases. It could be explained that our model assumed the same modulus
of elasticity for both compression and traction behavior of timber. F
th
i
l
d th
d l
ld h
t
i
th t
d i
t
f
t h d
th
d h
l For the maximum load, the model could characterize the trend in terms of notch depth and heel
length (Figure 17). The envelope of maximum load created by the model was consistent in terms of
heel length and increased when the depth of the cut is more profound. The model over-estimated the
load even though we used the experimental compression data of lamellas of the tested CLT. For the maximum load, the model could characterize the trend in terms of notch depth and heel
length (Figure 17). The envelope of maximum load created by the model was consistent in terms of
heel length and increased when the depth of the cut is more profound. The model over-estimated the
load even though we used the experimental compression data of lamellas of the tested CLT. For the maximum load, the model could characterize the trend in terms of notch depth and heel
length (Figure 17). The envelope of maximum load created by the model was consistent in terms of
heel length and increased when the depth of the cut is more profound. The model over-estimated the
load even though we used the experimental compression data of lamellas of the tested CLT. Figure 17. FEM envelop of maximum load Fmax per notch depth. Figure 17. FEM envelop of maximum load Fmax per notch depth. Figure 17. FEM envelop of maximum load Fmax per notch depth. Figure 17. FEM envelop of maximum load Fmax per notch depth. Figure 17. FEM envelop of maximum load Fmax per notch depth. Figure 17. FEM envelop of maximum load Fmax per notch depth. The comparison between the experimental and modeled load-displacement curves of series I is
shown in Figure 18. 4.3. Results
4.3. Results
4.3. Results For the stiffness of the connector, the model could capture the trend in terms of notch depth. Figure 16 shows that the stiffness per depth decreases when the notch depth increase. The model
yields a better prediction for K2 than for K1. For the stiffness of the connector, the model could capture the trend in terms of notch depth. Figure 16 shows that the stiffness per depth decreases when the notch depth increase. The model yields
a better prediction for K2 than for K1. For the stiffness of the connector, the model could capture the trend in terms of notch depth. Figure 16 shows that the stiffness per depth decreases when the notch depth increase. The model
yields a better prediction for K2 than for K1. Figure 16. FEM envelop of stiffness K1 and K2 per depth of multiple heel length. Figure 16. FEM envelop of stiffness K1 and K2 per depth of multiple heel length. Figure 16. FEM envelop of stiffness K1 and K2 per depth of multiple heel length. Figure 16. FEM envelop of stiffness K1 and K2 per depth of multiple heel length. Figure 16. FEM envelop of stiffness K1 and K2 per depth of multiple heel length. Figure 16. FEM envelop of stiffness K1 and K2 per depth of multiple heel length. Buildings 2020, 10, 122
B ildi
2020 10
FOR
Buildings 2020, 10, x FOR 18 of 21
17 of 20
17 of 20 These results showed that the initial loading and the unloading step of the test might impact the
specimen (close the contact and stabilize the material). However, it exhibited an opposite trend in
terms of the heel length. The experimental stiffness (both K1 and K2) decreased for a smaller length;
the stiffness of the model increases. It could be explained that our model assumed the same modulus
of elasticity for both compression and traction behavior of timber. These results showed that the initial loading and the unloading step of the test might impact the
specimen (close the contact and stabilize the material). However, it exhibited an opposite trend in
terms of the heel length. The experimental stiffness (both K1 and K2) decreased for a smaller length;
the stiffness of the model increases. It could be explained that our model assumed the same modulus
of elasticity for both compression and traction behavior of timber. 4.3. Results
4.3. Results
4.3. Results The model strength was overestimated when using the upper bound of the
reference yield strength 𝜎 (37.5 MPa, cf. Table 4) while it showed some agreement up to the
displacement of 6 mm at lower strength bound (25.8 MPa). The comparison between the experimental and modeled load-displacement curves of series
I is shown in Figure 18. The model strength was overestimated when using the upper bound of
the reference yield strength σ0 (37.5 MPa, cf. Table 4) while it showed some agreement up to the
displacement of 6 mm at lower strength bound (25.8 MPa). The comparison between the experimental and modeled load-displacement curves of series I is
shown in Figure 18. The model strength was overestimated when using the upper bound of the
reference yield strength 𝜎 (37.5 MPa, cf. Table 4) while it showed some agreement up to the
displacement of 6 mm at lower strength bound (25.8 MPa). Figure 18. Load-displacement curves comparison between experimental and FEM of series I. Figure 18. Load-displacement curves comparison between experimental and FEM of series I. Figure 18. Load-displacement curves comparison between experimental and FEM of series I. Figure 18. Load-displacement curves comparison between experimental and FEM of series I. Figure 18. Load-displacement curves comparison between experimental and FEM of series I. Figure 18. Load-displacement curves comparison between experimental and FEM of series I. 5 Conclusions
5. Conclusions
5. Conclusions (2)
By comparing the results of different configuration, the geometry variables, heel length, and
notch depth had significant influences on the stiffness and the maximum load of the connector
than other variables. The performance of the connector was not increased proportionally with a
deeper notch cut. Screw length and concrete thickness only had minor influences that are difficult
to spot since the number of tests was limited. (2)
By comparing the results of different configuration, the geometry variables, heel length, and
notch depth had significant influences on the stiffness and the maximum load of the connector
than other variables. The performance of the connector was not increased proportionally with a
deeper notch cut. Screw length and concrete thickness only had minor influences that are difficult
to spot since the number of tests was limited. (3)
The finite element model could capture the tendency of both stiffness and maximum load in
terms of notch depth. For a better prediction of stiffness, the model would need to characterize
different timber modulus of elasticity for compression and traction. Such implementation requires
user-coded material in Abaqus, which is out of the scope of this study. (4)
The results showed that the length of the screw did not impact the overall results. After the test,
the specimens were successfully disassembled and separated by using a simple screwdriver. This
connector system could be employed if there are concerns about the reusability at the end of the
structure service life. This study gave more information about the performance of individual notched connectors
of different geometry configurations. The finite-element model could produce a reasonably good
prediction, though, it could not entirely capture the experimental phenomenon due to an over-simplified
timber material. Since our next step would focus on the vibrational behavior of full-scale specimens,
this study provided a basis to create a simplified parametrical model of the connector for a global
optimization application. For future research, full-scale testing of long-span CCC beams will adopt
this type of connector. The presented findings on individual behavior (strength, stiffness) and many
other aspects such as group effect, number of connectors, the distance between the connectors will be
considered. One of the objectives of our research project is to propose a solution to a deconstructable
connector. It involved a vision at the scale of beams, floors, and entire structures. This solution will
also be validated in-depth on a full-scale beam test. 5 Conclusions
5. Conclusions
5. Conclusions Author Contributions: Methodology, M.V.T., and P.G.; validation, M.V.T.; investigation, M.V.T.; data curation,
M.V.T.; writing—original draft preparation, M.V.T.; writing—review and editing, M.V.T., S.M., S.M.E., and P.G.;
visualization, M.V.T.; supervision, S.M., and S.M.E.; funding acquisition, S.M. All authors have read and agreed to
the published version of the manuscript. Funding: The authors are grateful to Natural Sciences and Engineering Research Council of Canada for the
financial support through its IRC and CRD programs (IRCPJ 461745-18 and RDCPJ 524504-18) as well as the
industrial partners of the NSERC industrial chair on eco-responsible wood construction (CIRCERB). Conflicts of Interest: The authors declare no conflict of interest. 5 Conclusions
5. Conclusions
5. Conclusions 5. Conclusions
We have investigated and compared the influence of four variables on the overall mechanical
performance of the notched connector. The variables tested were heel length, notch depth, screw
length, and thickness of the concrete layer. The following conclusions were drawn from the results
of the study:
We have investigated and compared the influence of four variables on the overall mechanical
performance of the notched connector. The variables tested were heel length, notch depth, screw
length, and thickness of the concrete layer. The following conclusions were drawn from the results
of the study:
We have investigated and compared the influence of four variables on the overall mechanical
performance of the notched connector. The variables tested were heel length, notch depth, screw
length, and thickness of the concrete layer. The following conclusions were drawn from the results of
the study: y
1)
Based on the load-displacement behavior of the specimens, the notched connector with
reinforced screws could withstand a load from 120 kN to 240 kN. The resistance of connectors
1)
Based on the load-displacement behavior of the specimens, the notched connector with
reinforced screws could withstand a load from 120 kN to 240 kN. The resistance of connectors
d
d d
th
t
fi
ti
Th
tiff
f th
t h d
t
hi h
th
(1)
Based on the load-displacement behavior of the specimens, the notched connector with reinforced
screws could withstand a load from 120 kN to 240 kN. The resistance of connectors depended on y
1)
Based on the load-displacement behavior of the specimens, the notched connector with
reinforced screws could withstand a load from 120 kN to 240 kN. The resistance of connectors
1)
Based on the load-displacement behavior of the specimens, the notched connector with
reinforced screws could withstand a load from 120 kN to 240 kN. The resistance of connectors
d
d d
th
t
fi
ti
Th
tiff
f th
t h d
t
hi h
th
(1)
Based on the load-displacement behavior of the specimens, the notched connector with reinforced
screws could withstand a load from 120 kN to 240 kN. The resistance of connectors depended on Buildings 2020, 10, 122 19 of 21 the geometry configuration. The stiffness of the notched connector was higher than the screw
connectors but lower than HBV mesh. Most of the specimens exhibited ductile rupture with
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https://bases-brevets.inpi.fr/fr/document/FR1009171/publications.html (accessed on 7 July 2020). 1. Gauthier, P.-E. Charpente en Bois, Notamment Pour Ossature de Hangar Agricole. 1952. Available online:
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2. Karacabeyli, E.; Gagnon, S. (Eds.)
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Canadian CLT Handbook, 2019th ed.; Special Publication SP-532E;
FPInnovations: Point-Claire, QC, Canada, 2019; ISBN 978-0-86488-590-6. 3. Lukaszewska, E. Development of Prefabricated Timber-Concrete Composite Floors. Ph.D. Thesis, Luleå
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prefabricated concrete slabs. Eng. Struct. 2013, 52, 687–696. [CrossRef] 6. Fragiacomo, M.; Amadio, C.; Macorini, L. Short- and long-term performance of the “Tecnaria” stud connector
for timber-concrete composite beams. Mater. Struct. 2006, 40, 1013–1026. [CrossRef] 6. Fragiacomo, M.; Amadio, C.; Macorini, L. Short- and long-term performance of the “Tecnaria” stud connector
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LVL—Concrete Composite Floor System for the Australasian Market. Aust. J. Struct. Eng. 2009, 9, 225–240. [CrossRef] 9. WoodWorks Case Study: Inspiration through Innovation at UMass Amherst, an Exposed Mass Timber
Structure is a Teaching Tool. Available online: http://www.woodworks.org/wp-content/uploads/UMass- 9. WoodWorks Case Study: Inspiration through Innovation at UMass Amherst, an Exposed Mass Timber
Structure is a Teaching Tool. Available online: http://www.woodworks.org/wp-content/uploads/UMass-
Amherst-Olver-Design-Building-WoodWorks-Case-Study.pdf (accessed on 7 July 2020). Structure is a Teaching Tool. Available online: http://www.woodworks.org/wp-content/uploa
Amherst-Olver-Design-Building-WoodWorks-Case-Study.pdf (accessed on 7 July 2020). Amherst-Olver-Design-Building-WoodWorks-Case-Study.pdf (accessed on 7 July 2020). 0. Ceccotti, A. References EN 26891: 1991 Timber Structures: Joints Made with Mechanical Fasteners: General Principles for the Determination
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Shear Notched Connector (Phase 1); University of Bordeaux: Bordeaux, France, 2019. 36. EN 338—2009 Structural Timber—Strength Classes; European Committee for Standardization (CEN): Brussels,
Belgium, 2009. 37. Abaqus 6.14 Online Documentation; Dassault Systèmes: Velizy-Villacoublay, France, 2014; Available online:
http://ivt-abaqusdoc.ivt.ntnu.no:2080/v6.14/books/usb/default.htm (accessed on 7 July 2020). © 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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NuBot: A Magnetic Adhesion Robot with Passive Suspension to Inspect the Steel Lining
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Chinese journal of mechanical engineering/Chinese Journal of Mechanical Engineering
| 2,023
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cc-by
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Xu et al.
Chinese Journal of Mechanical Engineering
(2023) 36:90
https://doi.org/10.1186/s10033-023-00905-6
Chinese Journal of Mechanical Engineering
Open Access
ORIGINAL ARTICLE
NuBot: A Magnetic Adhesion Robot
with Passive Suspension to Inspect the Steel
Lining
Hao Xu1, Youcheng Han1, Mingda He1, Yinghui Li1 and Weizhong Guo1*
Abstract
The steel lining of huge facilities is a significant structure, which experiences extreme environments and needs to be
inspected periodically after manufacture. However, due to the complexity (crisscross welds, curved surface, etc.)
of their inside environments, high demands for stable adhesion and curvature adaptability are put forward. This
paper presents a novel wheeled magnetic adhesion robot with passive suspension applied in nuclear power containment called NuBot, and mainly focuses on the following aspects: (1) proposing the wheeled locomotion suspension
to adapt the robot to the uneven surface; (2) implementing the parameter optimization of NuBot. A comprehensive
optimization model is established, and global optimal dimensions are properly chosen from performance atlases;
(3) determining the normalization factor and actual dimensional parameters by constraints of the steel lining environment; (4) structure design of the overall robot and the magnetic wheels are completed. Experiments show
that the robot can achieve precise locomotion on both strong and weak magnetic walls with various inclination
angles, and can stably cross the 5 mm weld seam. Besides, its maximum payload capacity reaches 3.6 kg. Results
show that the NuBot designed by the proposed systematic method has good comprehensive capabilities of surfaceadaptability, adhesion stability, and payload. Besides, the robot can be applied in more ferromagnetic environments
and the design method offers guidance for similar wheeled robots with passive suspension.
Keywords Wheeled robot, Passive suspension, Magnetic adhesion, Steel lining, Design method
1 Introduction
Currently, the nuclear power industry takes large adoption of steel lining construction as the inner wall of security containment, and that is the last barrier to prevent
the radioactive substance from leaking in the nuclear
accident [1]. Hence, it is very essential to inspect the sealing safety and welding reliability periodically, considering that the steel lining is a huge sealed container welded
by thousands of weld seams for hundreds of curved steel
plates. Traditional method for inspecting the steel lining
*Correspondence:
Weizhong Guo
wzguo@sjtu.edu.cn
1
State Key Lab of Mechanical System and Vibration, School of Mechanical
Engineering, Shanghai Jiao Tong University, Shanghai 200240, China
weld is mainly relying on the worker’s manual examination standing on the scaffold, bringing the demerits of
long-period time, great difficulty, and high cost. Hence, it
is significant and challenging to develop a robot platform
for the (semi-)automatic inspection of steel lining welds.
The relevant research priorities/problems are:
The wall-climbing and surface-adaptive locomotion
mechanism to accommodate and move on the containment steel lining. The steel lining has a large curved surface with massive crisscross arc welds and obstructed
surroundings, demanding that the robot should possess
a capable locomotion mechanism and reasonable setup
of degrees of freedom (DOF). In previous researches,
the climbing robots include: a) the crawler robots need
additional mechanisms to ensure the whole track fits the
wall shape. Seo et al. [2] adopted active compliant joints
© 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
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licence, visit http://creativecommons.org/licenses/by/4.0/.
Xu et al. Chinese Journal of Mechanical Engineering
(2023) 36:90
Page 2 of 18
Table 1 Qualitative comparison of different types of climbing robots.
Adhesion
Magnetic
Example
Locomotion
mechanism
Wall type
Adhesion
force
Velocity
Payload
Terrainadaptable
Wall-harmless
Build-in
power
NuBot (ours)
Wheel
Steel
√
√
√
√
√
Track
√
○
○
Magnetic
crawler [3]
√
○
√
√
×
○
Smooth surface
√
√
√
√
×
○
Rough surface
×
×
×
×
√
×
×
√
Leg
Flat surface
√
○
√
○
○
×
Wheel-leg
Smooth surface
○
○
○
√
√
√
HIT robot [11]
Leg
Pneumatic
MultiTrack [14]
Track
W-Climbot [4]
Leg
Mechanical
SpinyBot II [15]
Leg
CSU robot [17]
Wheel
Electrostatic
SJTU robot [19]
Gecko-like
○
to increase the preload on the front track; Gao et al. [3]
adopted the linkage-spring system to connect two track
modules. However, the active joint increases the number of actuators, and the hard metal track scratches
the steel lining plating; b) the legged robots possess a
larger workspace with better adaptability. Guan et al.
[4] imitated an inchworm and proposed a biped serial
climbing robot with five DOFs. Liu et al. [5] presented
a robot with eight footpads and one active DOF, which
could adapt to the wall curvature by a passive fourbar mechanism. However, the legged locomotion produces 19051270000dynamic adhesion-separation cycles
between the footpad and terrain surface, resulting in a
discrete gait slowing the speed; c) the wheeled robots with
no more than three wheels [6–8] can always keep each
wheel in contact with the wall. However, on one hand,
more wheels are preferred to provide stronger adhesion
force and larger driving force; on the other hand, more
wheels can make many of them separate from the wall,
unless the robot is designed with an adaptive suspension
or compliant mechanism: Eto et al. [9] developed a passive rocker arm suspension and spherical wheels to adapt
to the wall shape; Guo et al. [10] proposed a robot with
an electromagnetically driven compliant beam to effectively negotiate corners. In conclusion, the wheeled robot
with passive suspension is a feasible option, which offers
sufficient DOFs to ensure that the wheels adapt to the
wall without increasing actuators.
(1) The stable and practical adhesive approach to
attach to the containment steel lining. Adhesion
principles are the direct factor that determines
the adhesion stability and payload. Table 1 compares five types of adhesive approaches in various
aspects of performances, where √, ×, ○ indicate
respectively that the robot can, basically can, cannot meet the current demands. Thereinto, magnetic
√
√
×
○
○
×
√
√
×
×
×
√
○
adhesion [3, 6–8, 11–13] works well on a ferromagnetic surface, which is an effective choice for the
steel lining. Generally, the adhesion force depends
on the magnet material, size, shape, and distance
from the wall. In contrast, pneumatic adhesion [4,
14] can be employed for more occasions. However,
the required pump limits the minimum size and
weight, and the adhesion force will decrease when
the gap occurs between the adhesion mechanism
and the curved wall. Mechanical adhesion [15–17]
imitates the structure of insects in nature, such as
claws, hooking tiny grooves on rough walls. Nevertheless, they cannot adapt to the steep and smooth
wall of containment due to insufficient adhesion
force. Electrostatic adhesion [18, 19] generates
adhesion and actuation force by energizing the soft
material. However, the current conducted to the
wall increases the risk to cause nuclear accidents.
Gecko-like adhesion [20, 21] relies on the van der
Waals force between the footpads and the wall.
However, this method is not workable because the
dust on the surface of the containment affects the
adhesion. Considering environmental constraints,
the NuBot is expected to be endowed with good
comprehensive capabilities of surface adaptability,
adhesion stability, steel-lining surface harmlessness,
locomotion velocity, lightweight with high integration of build-in power and other mechatronic
devices. Based on the above analysis and demands,
magnetic adhesion is the optimal option for the
steel lining.
(2) The systematic design method to develop the robot
platform under the comprehensive operation
demands. In the environment of nuclear power
containment, the adhesion robot is required with
a big adaptive workspace for the varying terrains,
good payload and stiffness, small size and weight. In
(2023) 36:90
This paper proposes a magnetic adhesion robot called
NuBot to inspect the steel lining weld on the nuclear
power containment. As aforementioned, the magnetic
adhesion wheeled robot with passive suspension is the
optimal option under the special environment. Hence,
this research will be mainly focused on the demand-oriented systematic design method for the NuBot from type
identification to topology parameter optimization for the
NuBot first, and then demonstrate the experimental validation based on the semi-automatic mechatronics system
utilizing a proportional integral (PI) control strategy.
The rest of this work is organized as follows. Section 2 presents an overview of the robot platform and
the design strategy. Section 3 describes the type design
of the suspension, its kinematic model, and the overall robot dynamics. Section 4 presents the optimization
design process. Overall parameters are obtained from
non-dimensional to dimensional, from partial to global
utilizing PCbDM. In Section 5, the unit design is completed and the prototype is developed. Locomotion and
payload experiments are conducted in Section 6. Section 7 presents the comparison between several climbing
robots. Finally, the conclusion is presented in Section 8.
2 Overview of the Robot Platform and Design
Method
Figure 1(a) shows the nuclear power plant containment
[1], which has a cylindrical ferromagnetic steel lining
with a diameter of 37 m and a height of 61.6 m. Its surface is distributed with massive crisscross arc welds with
a maximum height of 5 mm. The support structure inside
the steel lining is only 0.2 m away from the wall, which
limits the height of the robot. Besides, the adhesion force
must be reliable because it is not allowable to attach the
protective rope inside the containment. And the load of
NuBot is required to be no less than 0.4 kg, including
the controller, camera, communication equipment, battery, etc. Figures 1(b, c) show the structure of NuBot,
including two passive suspensions, six magnetic adhesion wheels, the chassis, an image capture system, and
a control system. When inspecting the weld seam inside
the containment, the technician controls NuBot to move
and monitor the images captured by the camera. During
locomotion, the 3-DOF suspension ensures all wheels
are in contact with the complex surface of steel lining,
and adapt to the surrounding environment like support
structure.
Figure 2 shows the structure of the magnetic adhesion
wheel. Each wheel is driven independently with a builtin permanent magnet unit and a motor-reducer-encoder
unit. It is connected to the suspension through a passive
revolute joint, whose axis is perpendicular to the wheel
(a)
11 m
the climbing robot field, Zhang et al. [22] designed
a passive adaptive moving mechanism utilizing
the magnetic circuit optimization, and ensures the
allowable motor torque in a stable operation mode;
Liu et al. [23] optimized the footpad of a verticalclimbing robot for various curvatures according to
the experiment-based Taguchi method; Song et al.
[6] optimized the water-jetting wall-climbing robot
with the optimum structure of magnetic adhesion system, etc. One can see there does not exist
a systematic method for the overall optimization
design of the climbing robot, considering the coupling relations among the size, workspace, adhesion
force, driving force, stability, etc. Some works in the
mechanism optimization field can provide a few references: Hoff et al. [24] optimized the bat-inspired
biological robot for better flight characteristics after
employing the principal component analysis; Liu
et al. [25] proposed the performance-chart-based
design methodology (PCbDM) as a general optimization approach to designing the less-parameter
mechanism, obtained optimized parameters of a
3-DOF parallel manufacturing module [26], and
investigated the 2T1R-type parallel mechanisms
applying the Grassmann line geometry method
[27]; thereafter, Li et al. [28] analyzed the influence
of limb arrangements on the parasitic motion of
3-PRS parallel mechanism, and generated the singularity-free and high-performance workspace for
a 3-DOF 2-CRRR-CRR parallel manipulator [29];
Han et al. [30] solved the sixteen-parameter optimization for the reconfigurable legged mobile lander,
under the demands of multiple operation modes
and multiple performance criteria, etc.
Page 3 of 18
(b)
ķ
ĸ
ϕ37 m
50.6 m
Xu et al. Chinese Journal of Mechanical Engineering
Ľ
(c)
ľ
Ĺ
Ļ
ĺ
ļ
Ļ
ļ
ĺ
Ļ
Ŀ
ĺ
Figure 1 Structures of the nuclear power containment and NuBot.
a Nuclear power containment, ① a plate of steel lining, ② weld,
③ support structure; b Axonometric view of the NuBot; c Exploded
view of the NuBot, ④ magnetic adhesion wheel, ⑤ suspension, ⑥
support, ⑦ shell, ⑧ camera, ⑨ chassis
Xu et al. Chinese Journal of Mechanical Engineering
Revolute joint
Hub
(2023) 36:90
Page 4 of 18
Anti-slip rubber
Gear motor
Hall encoder
Yoke iron
Arc magnet
Bearing
Magnet support
Reflective stripe
Figure 2 Exploded view of the magnetic adhesion wheel
axis. The magnet inside the wheel is installed under the
motor, so the magnetic force will not change periodically
as the wheel rotates.
A systematic design method is proposed to design and
optimize the magnetic adhesion robot by comparison
of various performance indices and specific application
occasions: (1) Design the suspension type considering the
adaptability, payload, and compliance. (2) Non-dimensional optimization of the suspension. Based on its kinematic model, proper indices such as workspace, payload,
and stiffness are chosen to illustrate the performance in
workspace, payload, and stiffness capacity. Eventually,
optimum parameters with desired comprehensive performance in atlases are selected. (3) Non-dimensional optimization of the overall robot (including the wheel radius).
Based on the dynamic model of the robot, the optimum
parameters are selected through the adhesion stability on
the steel lining. Thus, all non-dimensional parameters of
the suspension and overall robot can be determined. (4)
Obtaining actual dimension parameters considering the
weld-seam traverse capability to determine the wheel
radius, the smooth locomotion, and better curvature
adaptability to derive the size of suspension and overall
robot, and the interference-free conditions to constrain
the bottom and top of the overall robot. (5) Magnet unit
design in Maxwell, and overall structure and topological
optimization are completed. (6) Experimental validation
of the capabilities of surface-adaptability, adhesion stability, and payload of NuBot.
3 Type Design, Kinematics and Dynamics
Figure 3 Type synthesis of the suspension mechanism based
on the passive compliance utilizing cylindrical spring
rather than active compliance. It should utilize the energy
component (cylindrical spring, coil spring, etc.) to passively match the deformation demands, and not utilize the motor in case of adding much weight and cost.
Furthermore, NuBot takes the eudipleural structure on
both sides, the base of suspension has a rigid connection
with the robot body. So for the type synthesis of passive
suspension based on the environmental adaptability of
steel lining, the varying surface morphology is regarded
as input that makes the length of spring-installed joint
change, and the robot body is taken as output which has
a significantly reduced fluctuation utilizing the designed
suspension.
Based on the topological graph and the DOF equation,
the number synthesis [31, 32] is implemented initially.
Thereinto, Eq. (1) reveals the relations among the limb
number k , the independent closed loop number L, the
edge number e, the vertex number v ; Eq. (2) reveals the
relations among the DOF FD , the motor number in the i
th limb qi (i = 1 ∼ n), the limb number k , the active limb
number n, and the passive limb number p
L = e − v + k,
(1)
n
(2)
3.1 Type Design of the Suspension
To ensure good motion and force properties, the design
for the wheeled locomotion suspension of NuBot requires
to meet multiple demands: (1) Good adaptability to the
steel lining with varying geometrical morphology, including adapting to the curvature of the cylindrical wall, and
also the uneven weld. The first-line importance is to keep
all wheels in contact with the steel lining surface, so the
robot can move more smoothly and steadily. (2) Good
payload capability. The type design should enhance the
load-weight ratio—carry more detection devices while
possessing a lightweight structure. (3) Passive compliance
FD =
i=1
(qi − 1) + k − p.
To navigate on the irregular surface of steel lining, the six-wheeled NuBot is a feasible scheme with a
good balance of adaptability and lightweight, considering the four-wheeled one reduces stability while the
eight-wheeled one adds too much weight. Namely, each
suspension should be installed with three wheels. So following the number synthesis, the type results of threewheeled locomotion suspension are listed in Figure 3.
Xu et al. Chinese Journal of Mechanical Engineering
(2023) 36:90
They have better adaptability to the irregular surface as
the DOF increases along the vertical axis, and the types
have more complexity with more loops and links along
the horizontal axis.
Once many types of suspension have been obtained,
the next work should be focused on the identification of
the optimal one for practical application. The basic selection rules are as follows.
(1) The optimal type should satisfy the navigation
demand on a complex surface: 3 DOF with motion
characteristics of two translations and one rotation.
Moreover, it is more preferred to employ the threewheeled locomotion suspension based on the passive compliance utilizing cylindrical spring.
(2) The optimal type should adapt to the surface well
and have a good mechanism stiffness. As shown
in Figures 3(a, d, g), the wheel is connected to the
robot body directly through a cylindrical spring.
They just have an open-chain topology while not a
closed-loop topology—a lower stiffness and adaptability.
(3) The optimal type should have fewer loops and fewer
links. On one hand, the type with more loops and
links has a strong motion non-linearity and complex force distribution; on the other hand, it produces more weight and doesn’t make any particular
significance for engineering practice.
Above all, Figure 3(h) is finally identified with a 3 DOF
single-loop topology. Compared with the traditional
independent suspension, it can guarantee real-time contact between the wheel and the steel lining, as well as a
higher stiffness and adaptability.
3.2 Kinematic Modeling of the Suspension
After identifying the suspension type, the kinematic
and dynamic models can be established. In Figure 4,
{O} denotes the suspension coordinate frame. In the
spring
spring
x
B
l3 A
O
l6
C
θC
l2
F
l4
D
l1
l5
θD
y
Page 5 of 18
mechanism view, l4 , l5 , l6 are regarded as three inputs,
and the relative motions (two translations and one
rotation) of suspension with respect to the steel lining
are regarded as outputs. Hence, B, C, and E are three
independent point positions that can be chosen to
install three locomotion wheels, as a reflection of three
outputs.
Given B, C, and E are all taken as the outputs, so the
position kinematics of the suspension can be defined by
a loop-closure equation given as
r OA + r AC = r OD + r DC,
r OB = r OA + r AB ,
(3)
r = r +r ,
OE
OD
DE
where r OA is a vector from O to A, and other vectors have
the same naming rule.
Next, three differential kinematic equations can be
derived to indicate the influence of outputs on the
inputs. According to the theory of mechanism, the
linkage between C and F has three DOFs, while AB
and DE are 2-DOF linkages, due to the redundancy of
the θC and θD . Inverse
Jacobian
matrix of C can be
obtained as q̇ = l̇4 , l̇5 , l̇6 = J C
IK v C , where q denotes
the input matrix, J C
IK is the inverse Jacobian matrix
obtained by Eq. (4), and v C is the velocity of point C.
−tanθC
1 − cosx2Cθ
C
± � l1 −xC
1
0
,
JC
=
2 −(l −x )2
IK
l
1
C
2
x
sinθ
1
C
C
0
(4)
cosθC
cos2 θC
ẋ
C
v C = ẏC .
θ̇C
The inverse Jacobian matrices of linkages AB
and DE can be obtained from pseudo-inverse of
Jacobian matrices as v B = [ẋB , ẏB ]T = J BFK q̇ , and
v E = [ẋE , ẏE ]T = J EFK q̇ , where v B and v E are the velocities of points B and E, and J BFK and J EFK are their Jacobian matrices obtained by Eqs. (5) and (6).
κ1 sinθD −κ1 sinθD κ1 cos(θC − θD )
B
,
J FK =
1 − κ2 sinθD κ2 sinθD −κ2 cos(θC − θD )
(5)
κ4 sinθD −κ4 sinθD κ3 sinθD
,
J EFK =
(6)
κ4 cosθD 1 + κ4 cosθD −κ3 cosθD
where
l3 E
Figure 4 Sketch of the suspension structure and mechanism
Xu et al. Chinese Journal of Mechanical Engineering
κ1 =
κ2 =
κ3 =
l3 sinθC
l6 sin(θC −θD ) ,
l3 cosθC
l6 sin(θC −θD ) ,
l3
,
l2 sin(θC −θD )
κ4 = cosθD +
Hence
(2023) 36:90
Page 6 of 18
(a)
sinθD
tan(θC −θD )
†
l3
l2 .
†
(7)
J BIK = (J BFK ) , J EIK = (J EFK ) ,
(b)
Weld
seam
where J BIK and J EIK represent the inverse Jacobian
matrices of wheels B and E, and the symbol † denotes
pseudo-inverse.
3.3 Dynamic Modeling of the Overall Robot
The dynamic model of the robot describes the relationship
between the motor torques and the motion of NuBot, and
can be further used to analyze the adhesion stability (Figure 5(a)) and the weld-crossing capacity on the inclined
surface (Figure 5(b)).
Dynamics of the robot can be expressed by Lagrange formulation. The kinetic energy TOR and the potential energy
UOR of the overall robot are obtained by
�
� G TG G
mj G v Tj G v j + 12 12
TOR = 21 12
j=0
j=0 ωj I j ωj ,
�12
1 �6
T
G
UOR = − j=0 mj g pcj − 2 jk =1 ks 2jk ,
G p = G p + G R Bp ,
B
c0
cj
� cj
� �
�
G I = G R B R Pj I G R B R T ,
B
j
Pj
j
B
Pj
(8)
where {B} is the coordinate frame located in the center of
gravity (COG) of body, {G} is the global coordinate frame.
To arrange the sequence number of overall robot: j = 0 is
the robot body, j = 1 ∼ 6 are the wheels, j = 7 ∼ 12 are
the suspension parts, and jk = 1 ∼ 6 are the cylindrical
springs. Furthermore, ks and jk are the rate and compression of the jk th spring; pcj is the COG position of the
jth part; mj , v j , ωj and I j are the corresponding masses,
linear velocities, angular velocities, moments of inertia;
G R is the orientation matrix of {B} with respect to {G},
B
B R is the orientation matrix of the jth link frame P
Pj
j
with respect to {B}, g is the gravitational acceleration.
Thus, the Lagrange function can be yielded by
LOR = TOR − UOR, indicating the composite effects of
kinetic and potential energies, given by
�
�
d ∂LOR − ∂LOR = Rw τj − f j ,
fric
∂qj
dt � ∂ q̇j �
(9)
d ∂LOR − ∂LOR = ks �j ,
k
∂qj
dt ∂ q̇j
k
k
where qj and qjk are the generalized coordinates composed by the joint variables of wheels and springs respectively; Rw is the wheel radius; τj is the jth motor torque,
Figure 5 Dynamic force analysis: (a) Adhesion stability and (b)
Weld-crossing ability of the robot
j
and ffric is the friction between the jth wheel and steel
lining surface.
4 Optimization Design Using PCbDM
To reveal the relations between the parameters (suspension mechanism and overall robot respectively) and performances of NuBot, the physical model and PCbDM
method [25] are utilized for their visualization and global
optimization merits. The physical model transforms the
design variables from infinite solution space to finite
solution space based on the non-dimensional operation,
so that it lays the foundation for global optimization and
finally requires solving the factor from the non-dimensional solution to the actual dimension parameters. And
the PCbDM method provides an atlas-based formulation
for the optimization process and result, and facilitates
engineering optimization.
4.1 Non‑Dimensional Optimization of the Suspension
To establish the optimization model of suspension, the
design variables are l1 , l2 , l3 for the sake that they are
constants while l4 , l5 , l5 are prismatic joint variables.
Moreover, the constraint conditions are translational and
rotational ranges of all joints. Last but not least, three
criteria (i.e. objective functions) are employed to give a
comprehensive performance evaluation on suspension:
(1) The workspace area index (WAI) is utilized to
describe its motion range which determines the
surface adaptability formed by three wheels to traverse the complex surface. The wheels should reach
more areas to satisfy the needs of different situations, and can be expressed as
Xu et al. Chinese Journal of Mechanical Engineering
ηW =
S
dS =
xmax
dx
xmin
(2023) 36:90
ymax
ymin
dy,
V
t1
t3
3
y
W
S
where Fi are the eigenvalues of the matrix G T G.
(3) The global stiffness index (GSI) is used to evaluate the extreme linear displacement capacity. The
suspension should possess larger mechanism stiffness to produce linear displacement in the input
joints, so the robot can adapt to the terrain with
the displacement of the input joints. Therefore, we
use GSIs to evaluate the displacement deformation and hope them to be as larger as possible. The
deformation equation is: P = CF , where P is linear
displacement deformation of the three prismatic
joints, C = J FK J T
FK are the compliance matrix.
Therefore, the GSIs can be given by
� √
Pi |)dS
ηPmax = S max(|
�
,
� √ S dS
(12)
min(|
|)dS
ηPmin = S � Pi
,
dS
S
where Pi are the eigenvalues of the matrix C T C .
There are three optimization parameters in the suspension model, including l1, l2 and l3. The mean of the
parameters is obtained by:
(13)
We can get the normalized equation by dividing both
sides of equation by T:
t1 + t2 + t3 = 3,
x
(10)
where x ∈ [xmin , xmax ] and y ∈ [ymin , ymax ] are the
integral variables of the three outputs workspace.
(2) The global payload index (GPI) is used to evaluate the extremum payload force that the suspension can bear during locomotion. The suspension
bears the most mass of the body and the force from
the wheel centers. To obtain the suspension with
a larger payload capacity, we use GPIs to evaluate
the extremum force the suspension can bear during locomotion on uneven steel lining. The force
equation is: F = Gτ , where F is the output general
force at wheel centers while τ is the input general
force at prismatic joint A, D, and F, and G IK is the
inverse force Jacobian matrix. From the relationship
G = J −T
IK , the GPIs can be given by
� √
Fi |)dS
ηF max = S max(|
�
,
� √ S dS
(11)
|)dS
Fi
ηF min = S min(|
�
,
dS
1
(l1 + l2 + l3 ) = T .
3
Page 7 of 18
(14)
t2
O
t2
U
y
1.5
W
x
U
0
V
3
t3
t1
Figure 6 Parameter design space of the suspension
where t1 = Tl1 , t2 = Tl2 and t3 = Tl3 . Thus, the optimization
parameters are converted to ti (i = 1, 2, 3).
Considering dimensional constraint l2 < l1, the constraint equations can be given as:
t2 < t1 ,
0 < t1 , t3 < 3,
(15)
0 < t < 1.5.
2
Eqs. (14) and (15) show the parameter design space of
the suspension, as shown in Figure 6.
The mapping function of variables between frame
O − t1 t2 t3 and frame U − xyz can be given as
x = 3−t√1 +t2 ,
2
(16)
y = 3−t√1 −t2 .
6
Consequently, the ASI, GPI and GSI performance
atlases of the suspension from wheel B, C, and E are
shown in Figures 7, 8, 9 and 10, respectively.
The WAI performance atlases of three wheels
are shown in Figure 7, where t1 , t2 , t3 are the nondimensional forms of l1 , l2 , l3 . One can see that
wheel B has the smallest motion area, while wheel
C has the largest area. Considering a larger output range to better adapt to the complex surface, the solution domain of WAI is assigned as
B ≥ 0.2, ηC ≥ 0.5, and ηE ≥ 0.5},
�WAI = {(t1 , t2 , t3 )|ηW
W
W
C
B
E
where ηW , ηW , ηW denote the WAI of wheels B, C, and
E.
The GPIs (denoted as ηF max , ηF min ) and GSIs
(denoted as ηPmax , ηPmin ) atlases of wheel B are shown
in Figure 8. One can see that they show the different distribution principles with the design variables changing. Considering a larger payload capacity
of suspension, the solution domain is assigned as
�GPI = {(t1 , t2 , t3 )|ηFBmin ≥ 0.2, ηFCmin ≥ 0.7, ηFE min ≥ 0.5} .
Likewise, due to better adaptability to the complex surface, the solution domain is assigned as
C
E
B
≥ 0.3}.
≥ 0.9, ηPmin
≥ 0.5, ηPmin
�GSI = {(t1 , t2 , t3 )|ηPmin
Xu et al. Chinese Journal of Mechanical Engineering
(a)
(2023) 36:90
Page 8 of 18
(b)
(c)
Figure 7 The suspension WAI performance atlases: (a) Wheel B, (b) Wheel C, (c) Wheel E
(a)
(b)
(c)
(d)
Figure 8 The suspension performance atlases of wheel B: (a) ηFmax, (b) ηFmin, (c) ηPmax, (d) ηPmin
The analysis method is also applicable to wheel C and
wheel E. And the above results provide us with credible
evidence to compare multiple parameters to satisfy the
optimum comprehensive performances for the suspension. Hence, we can conclude that the optimum domain
solution of the suspension (denoted as susp) is the
intersection set of WAI, GPI and GSI. Further, if we
assign each sub-domain (WAI, GPI or GSI) with more
strict demands, then the size of susp will be smaller and
smaller and tend to be a unique value. In this case, the
global optimum non-dimensional solution is finally identified. Besides, it can also be assigned directly in susp
according to the designer’s initiative (Figure 11). Following a series of trade-offs among WAI, GPI, and GSI,
Xu et al. Chinese Journal of Mechanical Engineering
(2023) 36:90
Page 9 of 18
(a)
(b)
(c)
(d)
Figure 9 The suspension performance atlases of wheel C: (a) ηFmax, (b) ηFmin, (c) ηPmax, (d) ηPmin
the red star represents our final identification: the global
optimum non-dimensional solution with t1 = 1.5 and
t2 , t3 = 0.75, that is to say, l1 : l2 : l3 = 2 : 1 : 1.
4.2 Non‑Dimensional Optimization of the Overall Robot
The overall robot is comprised of two suspensions in parallel connection, so it is reasonable to be taken as a parallel mechanism; the body is the moving platform and
the contact surface of steel lining is the static platform.
To establish its optimization model, the design variables
(Figure 5) include l1, Rw , and the width of body w0.
The adhesion stability is an important performance criterion, and affects the locomotion security of both robot
and equipment inside the containment. It can be described
as that the robot will not tip over across any line formed
by two adjacent wheels. Based on the force-angle stability measure [33], the adhesion stability index (ASI) takes
the resultant tipover force, support polygon, COG position, etc. into account simultaneously. Given the reliable
magnetic adhesion to the steel lining surface, six wheels
form a support polygon, and they together with the COG
can eventually form a rectangular pyramid. Figure 5(a)
illustrates the geometric analyses (support polygon
j and its normal l j, tipover
P1 P2 P3 P4 P5 P6, tipover axis a
arm d j, tipover angle θj) and force analyses (wheel-surface resultant force f sj, tipover resultant force f r , tipover
resultant moment nr , effective tipover resultant force f ∗j )
to evaluate the tipover cost of overall robot, which has an
essential significance to move securely on the steel lining.
According to the D’Alembert principle in Figure 5(a), the
kineto-static equation is
j
j
j
f iner = 0,
f grav +
f mag +
f sup +
f fric −
(17)
where j = 1 ∼ 6 refers to the numbers of six wheels;
j
f grav is the gravitational load; f mag is the magnetic adhej
sion force; f sup is the support force applied to the contact points between wheel and surface, and f iner is the
j
j
j
inertial force. Notebly, f mag , f sup and f fric can only be
applied to the six wheels, while f grav and f iner exist in all
parts of the robot.
The general tipover resultant force Qr acting on the COG
may lead to a tipover instability, given by
Xu et al. Chinese Journal of Mechanical Engineering
(2023) 36:90
Page 10 of 18
(a)
(b)
(c)
(d)
Figure 10 The suspension performance atlases of wheel E: (a) ηFmax, (b) ηFmin, (c) ηPmax, (d) ηPmin
≥ 0.2
≥ 0.5
≥ 0.5
≥ 0.2
≥ 0.7
≥ 0.5
≥ 0.5
≥ 0.9
≥ 0.3
our choice
Qr =
fr
nr
=
j
j is the j th unit tipover axis vector from pj to
where a
j = pj+1 − pj /�pj+1 − pj �.
pj+1 and a
Figure 11 The global solution domain and the optimum solution
of suspension
where pj j = 1 ∼ 6 is the position vectors of each vertex
of the support polygon.
As the tipover resultant force Qr has various unstable
j. Hence, the relative
influences on various tipover axes a
tipover force component Qrj with respect to the tipover
j is extracted and given by
axis a
�
�
�
�
T
�
�
I
−
a
a
fr
3×3
j
f rj
,
�
�j
Qrj =
=
(19)
T
nrj
� nr
�j a
a
j
f grav + f mag − f iner
,
j
f grav + f mag − f iner
pj ×
(18)
Next, nrj is transformed into an equivalent force cou
ple l j × nrj /�l j � ( l j is the tipover axis normal with
j and l j = I − a
T
j a
respect to a
j pj+1) lying in the nor-
mal plane of nrj , so as to formulate a unified expression
considering both effects of f rj and nrj . Therefore, the
Xu et al. Chinese Journal of Mechanical Engineering
(2023) 36:90
Page 11 of 18
effective tipover resultant force f ∗j with respect to the
j is given by
tipover axis a
1
f ∗j = f rj +
l j × nrj .
(20)
�l j �
Herein, the ASI (ηs ) is defined to evaluate the average
adhesion stability of the robot in a posture with all configurations of the suspension by
µs dW
ηs =
, µs = min θj · �d j � · �f ∗j � ,
(21)
j
dW
where µs denotes the FASM; dW is the traversal of the
suspension workspace; θj is the tipover angle, and the
negative value indicates the robot will tip over along the
jth axis directly; d j denotes the tipover radius vector; f ∗j
is the resultant tipover force.
The means of the optimization parameters l1, w0 , and
Rw are obtained by
1
(l1 + w0 + Rw ) = U .
3
(22)
We can get the normalized equation by dividing both
sides of the equation by U
(23)
u1 + u2 + u3 = 3,
l1
, u2 = wU0 , and u3 = RUw . Thus, the optimizawhere u1 = U
tion parameters are converted to u1 , u2 , u3.
Considering dimensional constraint Rw < w0 < 2l1,
the constraint equations can be given as
u3 < u2 < 2u1 ,
(24)
0 < u3 < 1.2.
Eqs. (13) and (14) show the parameter design space of
the suspension, as shown in Figure 12.
During the locomotion process, the NuBot experiences
various postures affected by the complex surface of the
steel lining. Thereinto, the complete handstand posture is the most dangerous one. Herein, the mass of the
3
3
0.6
1.2
1
3
0
2
1
2
Figure 12 Parameter design space of the overall robot
2
Figure 13 The ASI performance atlases of the overall robot
suspension and the inertial force of the robot are ignored
for simplification, and the magnetic force increases gradually until the negative value disappears in the ASI performance. Figure 13 shows the ASI performance atlas,
where u1 , u2 , u3 are the non-dimensional parameters corresponding to l1 , w0 , Rw.
The ASI atlas shows that there are three ways to
improve the adhesion stability of overall robot, i.e., larger
length of suspension, larger width of support polygon,
and smaller radius of the wheel. We can conclude that
u1 = 1, u2 = 2 and u3 = 0 is the optimal choice, that is,
w0 = 2l1 and Rw = 0. Although in practice, Rw is limited by the actual size and cannot be zero, this suggests
that the height of COG should be minimized as much as
possible.
4.3 Identification of Actual Dimensions by Working
Condition
The above obtain the optimum proportion relations
among all design variables of both suspension and overall
robot, i.e. l1 : l2 : l3 : w0 = 2 : 1 : 1 : 4 . In the following,
we will first solve the normalization factor to transform
the non-dimensional solution to actual dimension
parameters; according to the working conditions inside
the environment of steel lining, we will finally obtain
these actual dimension parameters. Three major aspects
should be taken into account.
(1) The weld-seam traverse capability requires to meet
the contact angle condition. Eq. (25) illustrates that
a small wheel radius Rw or weld radius rs, or a big
weld height hs can make a large contact angle δ
between wheel and weld, further resulting to make
all wheels slippery and unable to traverse the weld
seam. Eq. (26) illustrates that the friction force of
Xu et al. Chinese Journal of Mechanical Engineering
(2023) 36:90
Figure 14 Relations among the maximum contact angle, wall
inclination angle, and yaw angle
(a)
Page 12 of 18
Figure 16 The orientation fluctuation and minimum radius
of curvature when the robot crosses the weld and adapts to steel
lining
(b)
Figure 15 Configurations of the suspension: (a) The middle wheel
crosses the weld, (b) The robot moves on curved surface
wheel-surface contact has a maximum limit to
avoid slip.
Rw + rs − hs
≤ δm ,
δ = arccos
(25)
Rw + rs
j
j
ffric ≤ µs fsup ,
(26)
where µs is the sliding friction coefficient, µs = 0.5.
Moreover, considering the critical slipping condition, a force equilibrium equation can be derived by
Eq. (17) regardless of the inertial force term. Thus,
the maximum contact angle for a successful traverse
under various wall inclination angle is obtained in Figure 14. One can see the minimum δm is 47.2◦ when ϕ
is around ±90◦, so the actual contact angle must be
no more than δm.
Summing up the above extreme conditions for
traversing successfully, the maximum arc weld seam
has a height hs = 5 mm and radius rs = 11.8 mm, and
the allowable δm is assigned to be 31◦. As a result, we
can derive Rw = 27 mm according to Eq. (25).
(2) The orientation fluctuation quantity caused by the
weld-seam height (Figure 15(a)), and the minimum
steel lining radius of curvature Rsl that NuBot can
adapt to (Figure 15(b)) should be reduced as little
as possible. To ensure smooth locomotion and better curvature adaptability, |θC | and Rsl is chosen to
evaluate the orientation fluctuation and minimum
steel lining radius, and smaller values are desired.
The relationship between |θC |, Rsl and l1 can be
derived by geometry relationship. The interferencefree conditions of adjacent wheels can be expressed
by
2Rw ≤ l3 + l6 ,
2Rw ≤ l2 + l3 ,
2R ≤ (l + l )cosθ − (l + l )cosθ .
w
3
6
C
2
3
D
(27)
Considering each configuration of the suspension,
eventually l1 ≥ 54 mm is obtained. After leaving
some gap, the travel range of l1 is finally chosen to
be 60–140 mm. The results of the above cases are
shown in Figure 16.
One can see that: when crossing the weld, |θC |
decreases as l1 increases, while Rsl shows the opposite change when the robot adapts to the curved
steel lining. After making a trade-off between the
two cases, l1 is chosen to be 100 mm.
Hence, the other two lengths of the suspension are
given by l2 = l3 = 50 mm, and parameters of the
robot are given by w0 = 2l1 = 200 mm.
(3) The interference-free conditions considering the
weld seam and support structure effects constrain
the bottom and top of the overall robot. To avoid
interference between the chassis and weld seam,
the initial height of the bottom chassis hbc and the
travel ranges of l4 and l5 should be as large as possible (Figure 15(a)), which in turn causes higher COG
and smaller ASI. Thus, the limit case is considered
and hbc , l4 and l5 are respectively chosen to be 15
mm, 10 mm, and 10 mm after trade-off.
Xu et al. Chinese Journal of Mechanical Engineering
(2023) 36:90
Page 13 of 18
Figure 17 a Topological optimization results of the chassis,
suspension, and wheel hub, b Structure of the magnet unit, c The
relationship between magnetic force and wall distance
5 Unit Design and Prototype
With all sizes determined, the rest parameters regarding
mass, magnet, etc. can be determined through the following steps: (1) obtaining the robot mass after designing
and topological optimization of the structure; (2) designing the magnet unit in Maxwell software.
(d)
Desired velocity
Bluetooth
Joysck
+
Velocity
PI controller
-
Encoder
Weld
Rotational
speed n
&
Scan
(1) The overall robot can be designed with corresponding parameters proportion. To reduce weight, all
structural components including chassis, suspension, and the wheel hub are obtained by topological optimization and finite element simulation in
the software of solidThinking Inspire (Figure 17(a)).
Considering the weight of the electronic components, the overall mass of NuBot is around 1 kg.
(2) Next, the parameters of magnet can be determined
by simulation in Maxwell (Figure 17(b)), including the radius of magnet Rm , rm, the angle of sector magnet θm, the thickness of yoke dy , and the
gap distance between the magnet and the wall.
Considering the magnetic force is supposed to support the entire robot and ensure certain safety, the
design magnetic force is set to be 55 N. Simulation
shows that the magnet weight is 75% less than the
magnet with a full circle, but the magnetic force
only decreases by 15%. To reduce steering friction
[6], per middle wheel shares twice the magnetic
force of a front or rear wheel. Figure 17(c) shows
NuBot
Actual
velocity
Laptop
Euler angle, angular
IMU
velocity, acceleration
WIFI
camera
Figure 18 Schematic of electronic components and the control
strategies. a Microcontroller and sensors inside NuBot, b The monitor
for displaying weld images and sensor data, c The upper controller
for controlling locomotion of NuBot, d The closed-loop
that the magnetic force decreases when the gap distance increases, and the 6 mm gap that satisfies the
desired force is finally selected. The detailed sizes of
the magnet unit are shown in Table 2.
So far, all design parameters and specific structures of
NuBot can be determined, and the prototype composed
of six magnetic wheels, two pairs of suspensions, and a
platform is developed, as shown in Figure 18. And the
specifications of NuBot are listed in Table 3.
The control system is shown in Figure 18(d). The
Arduino Uno works as an upper machine, which
Table 2 Specifications of the sector magnets
Wheel
Rm (mm)
rm (mm)
Front/rear
17.6
9.9
Middle
Axial thickness (mm) θm (°)
dy (mm)
20
3
30
90
Simulated
magnetic
force (N)
6.96
13.75
Xu et al. Chinese Journal of Mechanical Engineering
(2023) 36:90
Page 14 of 18
Table 3 Specifications of NuBot platform
Items
Features
Total mass
980 g
Partial mass
Front/rear wheel: 72 g
Middle wheel: 80 g
Suspension: 32 g
Others: 468 g
Length × width × height
260 × 200 × 100 mm3
Length of wheelbase
100 mm
Radius of wheel
27 mm
Joint limits of suspension
l4 , l5 ∈ [0, 10mm]
θC ∈ [−15◦ , 15◦ ]
Material
Carbon fiber board (chassis)
3D printing resin (other body parts)
DC motor (encoder inside)
Type: GA12-N20 (0.2 Nm)
Max. angular speed: 120 r/min
Controller
Arduino Uno (upper machine)
Arduino Nano (lower machine)
IMU
JY901 (9-axis: accelerometer, gyroscope, and magnetometer)
transmits desired speed to the lower machine through
Bluetooth. The Arduino Nano works as a lower machine,
which processes data from encoders and IMU, and
controls driving motors through a speed PI controller.
Speeds of the wheels are read from the encoders and
the closed-loop control is formed by comparison with
the desired speed from the joystick. All the components
are powered by an 11.1 V and 3000 mAh battery, and
can work continuously for more than 30 min. The camera works independently with the above control system,
which will not be described in detail for it is secondary
here. Sensor data and weld images can be transmitted to
the laptop for monitoring.
6 Experimental Results and Discussion
6.1 Locomotion on Different Types of Walls
Figures 19(a, b) show the locomotion on a strong magnetic curved wall with a radius of 2 m. The maximum
speed of NuBot is 0.5 m/s, which is around 1.92 times
the robot length. Due to the strong magnetic force,
the robot can only turn with a radius of 3 m. Please
see the Additional file 1: Video. Figure 19(c) shows the
locomotion on the weak magnetic blackboard, and the
minimum turning radius is 0.2 m. The magnetic force
herein is around one-third of that on the curved wall.
Locomotion experiments on the blackboard with various inclination angles are conducted in Figures 19(d–f ),
which validate the adhesion stability of NuBot.
Experiments on the vertical blackboard are conducted to test the precise movement. Given desired
Figure 19 Locomotion experiments. a Moving forward, b Steering
on a strong magnetic curved wall; c Steering on a weak magnetic
blackboard; locomotion on the blackboard with an inclination angle
of (d) 90°, (e) 135°, and (f) 180°
wheel speed on both sides, the desired trace can be
obtained. The actual trace is calculated by accumulating the mileage from encoders inside the left and right
wheels. As shown in Figure 20, the robot turns around
a circle at a constant speed. The actual trace coincides
well with the expected one, and the trace radius error
tends to be a minor value.
6.2 Validation of Weld‑crossing Capacity
Crossing the welds on the containment surface may
cause instability of the robot body, which in turn affects
the adhesion stability. Herein we tested this process with
3D printed welds with two typical heights of 3 mm and 5
mm (the maximum weld height), as shown in Figure 21.
Results show that the crossing process hardly affects the
adhesion stability of the robot.
Another function of the suspension is to reduce the
fluctuation of the robot body when crossing uneven terrain. Herein, when the robot crosses the weld, the change
of its body pitch angle is recorded by IMU, as shown in
Figure 22. In general, the theoretical and experimental
results fit well before the peak, while after the peak, the
suspension makes the body stabilize quickly. And the
maximum peak error is within 9%.
6.3 Validation of Payload Capacity
Payload capacity is a significant index of the climbing
robot. Herein, experiments on payload capacity under
different walls are conducted, as shown in Figure 23. The
maximum load of the robot on the blackboard is 0.6 kg
with a speed of 0.08 m/s (Figure 23(a)), and the wheels
will slip when the load continues to increase. Besides,
the load on the curved wall reaches 0.8 kg with a speed
of 0.065 m/s (Figure 23(b)). In either case, the robot can
load enough weight of the equipment for weld inspection.
Xu et al. Chinese Journal of Mechanical Engineering
(2023) 36:90
Page 15 of 18
Figure 20 Steering motion accuracy experiments. a Comparison between the actual trace and desired trace (desired radius is 375 mm), b Change
of left and right wheel speed (desired wheel speed: left 230 mm/s and right 150 mm/s), c Error percentage of trace radius
Figure 21 Weld crossing experiments. The robot crosses the weld
with a height of (a–c): 3 mm; (d–e): 5 mm
0.8kg
0.6kg
(b)
(a)
(c)
3.6kg
δ (e
)
weld
Rear wheels
Mid wheels
1.6kg
(d)
Figure 22 Comparison of theoretical and experimental results
of the body pitch when crossing the weld
Besides, extreme payload experiments are conducted
to verify the payload capacity (Figures 23(c–f ), namely
cases 1 to 4). The case of robot handstand is selected,
because the influence of wheel friction can be ignored,
and we can focus on the influence of adhesion stability
on the robot. Figure 24 illustrates the magnetic force,
corresponding ASI, and experimental maximum load
under the four cases. As expected, NuBot in case 1 possesses the maximum payload of up to 3.6 kg. Notably,
the magnetic force in case 4 is not the smallest, but
the payload capacity is the worst, which indicates the
asymmetry of magnetic force distribution will reduce
the payload capacity.
2kg
(f)
1kg
Figure 23 Payload capacity experiments: a Locomotion
on the vertical blackboard, b Locomotion on curved wall, c Static
adhesion to the inverted wall, d–f Crossing the weld on inverted wall
by two front, middle, lateral wheels
Magnetic force (N)
t (s)
(e)
The ASI / Max. payload (kg)
Front wheels
Four typical cases
Figure 24 The magnetic force under different cases in experiment
Xu et al. Chinese Journal of Mechanical Engineering
(2023) 36:90
Figure 25 Comparison of payload/mass, mass, and number
of driving motors of several typical climbing robots,
where the bubble size represents the number of driving motors
6.4 Results and Discussion
The experimental results show that NuBot can carry a 0.6
kg load on the weak magnetic wall and a load of no less
than 0.8 kg on the strong magnetic wall with a radius of
2 m. The actual trace has a small error compared to the
desired one. Besides, the robot reaches a maximum load
of 3.6 kg, which is 3.67 times its mass, and the experimental results of its maximum payload are consistent
with the analysis of ASI. In addition, the robot can stably
cross the simulated welds and move on the walls with different inclination angles.
The payload capacity is an important indicator of its
performance and can be evaluated by the ratio of the payload to its mass. Robots that can carry more load with
less of their mass are favored. Figure 25 shows a comparison of the performances of several climbing robots.
Notably, the weight of robots with soft bodies or footpads
[2, 5, 21, 34–37] are all less than 1 kg, moreover, robots in
[2, 34, 37] are with an excellent payload capacity of more
than 2.5 times their weight. By contrast, wheeled [6, 7, 9,
38] or crawler [3, 14, 39, 40] magnetic adhesion robots
are heavier due to the mechanical components. Particularly, NuBot obtained under our design strategy has a
light body with a good payload capacity, and the number
of driving motors ensures it has sufficient driving force.
7 Conclusions
This paper proposes a magnetic adhesion robot with
passive suspension and six wheels called NuBot, which
is used to inspect the steel lining weld of the ferromagnetic wall (nuclear power containment is chosen as an
application here). The main contribution of this article is
to establish a systematic design method for the wheeled
adhesion robot.
(1) A 3-DOF suspension with good adaptability to the
steel lining, good payload capability, and passive
Page 16 of 18
compliance is proposed, which ensures that the
robot adapts to the curvature of the steel lining.
(2) Building a comprehensive optimization design
model for NuBot. Based on the kinematic model
of suspension and the dynamic model of the overall robot, the optimization model is established,
including the parameters of topological structure
and the performance indices of WAI, GPI, GSI,
and ASI. Then, the PCbDM is applied to optimize
NuBot with five parameters from the suspension
(local) to the overall robot (whole). Optimal parameters are properly chosen from the performance
atlases perceptually and credibly.
(3) The normalization factor and actual dimension
parameters are determined by constraints of the
working conditions inside the environment of the
steel lining.
The electronic system with a PI controller is constructed to accomplish a higher control accuracy. Critical experiments are conducted to validate the design and
recorded as a video, seen in the Additional file 1. The
experimental results show that NuBot meets the comprehensive requirements on size, weight, locomotion, payload, and adhesion stability.
Applications of NuBot can be further expanded. On the
one hand, the robot can be equipped with more inspection instruments, such as ultrasonic flaw detectors, magnetic flaw detectors, etc. And devices that exceed the
robot payload can be equipped by the hard connection
of several robots. On the other hand, NuBot can be used
on more occasions with ferromagnetic walls, such as oil
and gas tanks and pipelines, vessels, and wind turbines.
NuBot can be modified to adapt to the specific environment constraints based on the proposed design method.
Supplementary Information
The online version contains supplementary material available at https://doi.
org/10.1186/s10033-023-00905-6.
Additional file 1. Experimental video.
Acknowledgements
The authors sincerely thanks to Professor Shaohong Zhang of Shanghai
Nuclear Star Nuclear Power Technology Co., Ltd. for his critical discussion during design of the robot and prototype.
Author Contributions
HX conducted the detailed study on the theoretical analysis of the robot,
and completed the experiment and manuscript writing; YH put forward the
idea of theoretical analysis and participated in the writing of manuscript; MH
modeled the robot structure and made the prototype. YL participated in the
experiment and paper writing; WG gave overall guidance during analysis,
design, and experiments of the robot, and writing of the manuscript. All
authors read and approved the final manuscript.
Xu et al. Chinese Journal of Mechanical Engineering
(2023) 36:90
Authors’ Information
Hao Xu, born in 1997, received his master degree from State Key Lab of
Mechanical System and Vibration, School of Mechanical Engineering, Shanghai
Jiao Tong University, China, in 2023.
Youcheng Han, born in 1993, is currently a PhD candidate at State Key Lab of
Mechanical System and Vibration, School of Mechanical Engineering, Shanghai
Jiao Tong University, China.
Mingda He, born in 1998, is currently a Mechanical Engineer in Shenzhen
Dajiang Innovation Technology Co., Ltd., China. He received his master degree
from State Key Lab of Mechanical System and Vibration, School of Mechanical
Engineering, Shanghai Jiao Tong University, China, in 2022.
Yinghui Li, born in 1999, is currently a PhD candidate at State Key Lab of
Mechanical System and Vibration, School of Mechanical Engineering, Shanghai
Jiao Tong University, China.
Weizhong Guo, born in 1970, is currently a professor and a PhD candidate
supervisor at State Key Lab of Mechanical System and Vibration, School of
Mechanical Engineering, Shanghai Jiao Tong University, China. His main research
interests include modern mechanism, parallel robot, motion planning and
design.
Funding
Supported by Shanghai Nuclear Star Nuclear Power Technology Co., Ltd.,
National Natural Science Foundation of China (Grant No. 51735009), and
State Key Lab of Mechanical System and Vibration Project (Grant No.
MSVZD202008).
Availability of Data and Materials
The datasets supporting the conclusions of this article are included within the
article.
Page 17 of 18
[9]
[10]
[11]
[12]
[13]
[14]
[15]
[16]
[17]
[18]
Declarations
Ethics Approval and Consent to Participate
Not applicable.
[19]
[20]
Consent for Publication
Not applicable.
Competing Interests
The authors declare no competing financial interests.
[21]
[22]
Received: 29 May 2022 Revised: 5 June 2023 Accepted: 8 June 2023
[23]
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en
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User-Centric Gender Rewriting
|
Proceedings of the 2022 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies
| 2,022
|
cc-by
| 9,093
|
User-Centric Gender Rewriting
Bashar Alhafni, Nizar Habash, Houda Bouamor†
Computational Approaches to Modeling Language Lab
New York University Abu Dhabi
†
Carnegie Mellon University in Qatar
{alhafni,nizar.habash}@nyu.edu, hbouamor@qatar.cmu.edu
Abstract
output, NLP systems should be designed to produce outputs that are as gender-specific as the users
information they have access to. Users information
could be either embedded as part of the input or
provided externally by the users themselves. In
cases where this information is unavailable to the
system, generating all gender-specific forms or a
gender-neutral form is more appropriate.
Producing user-aware outputs becomes more
challenging for systems targeting multi-user contexts (first and second persons, with independent grammatical gender preferences), particularly
when dealing with gender-marking morphologically rich languages. In this paper, we define the
task of gender rewriting in contexts involving two
users (I and/or You) – first and second grammatical
persons with independent grammatical gender preferences and we focus on Arabic, a gender-marking
morphologically rich language. The main contributions of our work are as follows:
In this paper, we define the task of gender rewriting in contexts involving two users
(I and/or You) – first and second grammatical
persons with independent grammatical gender
preferences. We focus on Arabic, a gendermarking morphologically rich language. We
develop a multi-step system that combines the
positive aspects of both rule-based and neural rewriting models. Our results successfully
demonstrate the viability of this approach on
a recently created corpus for Arabic gender
rewriting, achieving 88.42 M2 F0.5 on a blind
test set. Our proposed system improves over
previous work on the first-person-only version
of this task, by 3.05 absolute increase in M2
F0.5 . We demonstrate a use case of our gender
rewriting system by using it to post-edit the
output of a commercial MT system to provide
personalized outputs based on the users’ grammatical gender preferences. We make our code,
data, and pretrained models publicly available.1
1
1. We introduce a multi-step gender rewriting
system that combines the positive aspects of
rule-based and neural models.
Introduction
Gender bias is a fundamental problem in natural
language processing (NLP) and it has been receiving an increasing attention across a variety
of core tasks such as machine translation (MT),
co-reference resolution, and dialogue systems. Research has shown that NLP systems have the ability
to embed and amplify gender bias (Sun et al., 2019),
which not only degrades users’ experiences but
also creates representational harm (Blodgett et al.,
2020). The embedded bias within NLP systems
is usually attributed to training models on biased
data that reflects the social inequalities of the world
we live in. However, even the most balanced of
models can still exhibit and amplify bias if they are
designed to produce a single text output without
taking their users’ gender preferences into consideration. Therefore, to provide the correct user-aware
1
https://github.com/CAMeL-Lab/
gender-rewriting/
2. We demonstrate our approach’s effectiveness
by establishing a strong benchmark on a
publicly available multi-user Arabic gender
rewriting corpus.
3. We show that our best system yields state-ofthe-art results on the first-person-only version
of this task, beating previous work.
4. We demonstrate a use case of our system by
post-editing the output of an MT system to
match users’ grammatical gender preferences.
This paper is organized as follows. We first discuss related work (§2) as well as relevant Arabic
linguistic facts (§3). We then define the gender
rewriting task in §4 and describe the data we use
and the gender rewriting model we build in §5 and
§6. Lastly, we present our experimental setup (§7)
and results (§8) and conclude in §9.
618
Proceedings of the 2022 Conference of the North American Chapter of the Association for Computational Linguistics:
Human Language Technologies, pages 618 - 631
July 10-15, 2022 ©2022 Association for Computational Linguistics
2
3
Background and Related Work
Substantial research has targeted the problem of
gender bias in various NLP tasks such as MT (Rabinovich et al., 2017; Vanmassenhove et al., 2018;
Stafanovičs et al., 2020; Savoldi et al., 2021), dialogue systems (Cercas Curry et al., 2020; Dinan
et al., 2020; Liu et al., 2020a,b; Sheng et al., 2021),
language modeling (Lu et al., 2018; Bordia and
Bowman, 2019; Sheng et al., 2019; Vig et al.,
2020; Nadeem et al., 2021), co-reference resolution (Rudinger et al., 2018; Zhao et al., 2018a), and
named entity recognition (Mehrabi et al., 2019).
While the majority of research has focused on
tackling gender bias in English by debiasing word
embeddings (Bolukbasi et al., 2016; Zhao et al.,
2018b; Gonen and Goldberg, 2019; Manzini et al.,
2019; Zhao et al., 2020) or by training systems
on gender-balanced corpora built using counterfactual data augmentation techniques (Lu et al.,
2018; Hall Maudslay et al., 2019; Zmigrod et al.,
2019), our work falls under text rewriting through
the controlled generation of gender alternatives for
morphologically rich languages.
Within text rewriting, Vanmassenhove et al.
(2021) and Sun et al. (2021) recently presented
rule-based and neural rewriting models to generate
gender-neutral sentences in English. For morphologically rich languages and specifically Arabic,
Habash et al. (2019) introduced the Arabic Parallel Gender Corpus v1.0 (APGC v1.0) of firstperson-singular constructions and designed a twostep gender identification and reinflection system
to generate masculine and feminine grammatical
gender alternatives. Alhafni et al. (2020) used
APGC v1.0 to create a joint gender identification
and reinflection model. They treated the problem as
a user-aware grammatical error correction task and
showed improvements over Habash et al. (2019)’s
results. Both efforts modeled gender reinflection
using character-level Seq2Seq models. More recently, Alhafni et al. (2022) extended APGC v1.0
to APGC v2.0 by including contexts involving first
and second grammatical persons covering singular,
dual, and plural constructions; and adding six times
more sentences.
In our work, we use APGC v2.0 to build a multistep gender rewriting system to generate gender
alternatives in multi-user contexts. We also show
improvements over both Habash et al. (2019)’s and
Alhafni et al. (2020)’s results on APGC v1.0.
Arabic Linguistic Facts
We highlight two of the many challenges that face
Modern Standard Arabic (MSA) NLP systems dealing with gender expressions.
Morphological Richness and Complexity Arabic has a rich and complex morphological system
that inflects for many morphological features (gender, number, person, case, state, aspect, mood,
voice), in addition to several attachable clitics
(prepositions, particles, pronouns) (Habash, 2010).
Arabic nouns, adjectives, and verbs inflect for gender: masculine (M) and feminine (F), and for number: singular (S), dual (D) and plural (P).
Changing the grammatical gender of Arabic
words involves either changing the form of the
base word, changing the pronominal enclitics that
are attached to the base word, or a combination
of both. A base word in Arabic refers to the stem
along with its attachable affixes (prefixes, suffixes,
circumfixes). Changing the base word gender requires either a suffix change, a pattern change, or
a lexical change as shown in Table 1(a-c). Arabic
also has clitics that attach to the stem after affixes.
A clitic is a morpheme that has the syntactic characteristics of a word but shows evidence of being
phonologically bound to another word. In this respect, a clitic is distinctly different from an affix,
which is phonologically and syntactically part of
the word. Proclitics are clitics that precede the
word (like a prefix), whereas enclitics are clitics
that follow the word (like a suffix). Pronominal enclitics are pronouns that cliticize to previous words
(Table 1(d)). It is worth noting that multiple affixes and clitics can appear in a single word in
Arabic and changing the grammatical gender of
such words requires changing the genders of both
the base word and its clitics (Table 1(f-g)).
Orthographic Ambiguity Arabic uses diacritics
to specify short vowels. However, these optional
diacritics are usually omitted in Arabic orthography, leaving readers to infer the meaning of certain
words based on the context (Habash, 2010). This
increases the degree of word ambiguity as genderspecific words could only differ in terms of dia . ªË lςbt2 can be
critics. For instance, the verb IJ
diacritized as
or as
I J. ªË
I J. ªË
laςibta ‘you [masc.] played’
laςibti ‘you [fem.] played’.
2
Arabic transliteration is in the HSB scheme (Habash et al.,
2007).
619
Paired Gender Alternatives
أÂmyr (NOUN.MS)
prince
أÂHmr (ADJ.MS)
اء
red
أخÂx (NOUN.MS)
brother
+ أÂmyr+km (NOUN.MS+PRON.2MP)
sister
+ أÂmyr+kn (NOUN.MS+PRON.2FP)
your (FP) prince
أ اتÂmyrAt (NOUN.FP)
princesses
أÂmyrt+kn (NOUN.FS+PRON.2FP)
+
your (MP) prince
+ أ اءÂmrA’+hm (NOUN.MP+PRON.3MP)
princess
HmrA’ (ADJ.FS)
red
أÂxt (NOUN.FS)
your (MP) prince
أ اءÂmrA’ (NOUN.MP)
princes
+ أÂmyr+km (NOUN.MS+PRON.2MP)
Rewrite Type
أ ةÂmyrħ (NOUN.FS)
your (FP) princess
+ أ اتÂmyrAt+hn (NOUN.FP+PRON.3FP)
their (MP) princes
their (FP) princesses
Suffix Change
(a)
Pattern Change (b)
Lexical Change (c)
Enclitic Change (d)
Pattern Change +
(e)
Suffix Change
Suffix Change +
(f)
Enclitic Change
Pattern Change +
Suffix Change + (g)
Enclitic Change
Table 1: Examples of the changes needed to generate gender alternative forms of gender-specific words in Arabic.
4
The Gender Rewriting Task
We define the task of gender rewriting as generating alternatives of a given Arabic sentence to match
different target user gender contexts (e.g., female
speaker with a male listener, a male speaker with
a male listener, etc.). This requires changing the
grammatical gender (masculine or feminine) of certain words referring to the users (speaker/1st person
and listener/2nd person). Previous work done by
Habash et al. (2019) and Alhafni et al. (2020) refer
to this task as gender reinflection, but we believe
that gender rewriting is a more appropriate term
given that it goes beyond reinflection.3
Notation We will use four elementary symbols
to facilitate the discussion of this task: 1M, 1F, 2M
and 2F. The digit part of the symbol refers to the
grammatical persons (1st or 2nd ) and the letter part
refers to the grammatical genders (masculine or
feminine). Additionally, we will use B to refer to
invariant/ambiguous gender.
We define the sentence-level gender using the
following four labels: 1M/2F, 1F/2M, 1M/2F, and
1F/2F. These four labels indicate the grammatical
persons and genders of the user contexts we are
modeling.
We define the word-level gender based on the
genders of the word’s base form and its attachable pronominal enclitics (§3) using the notation:
base form gender + enclitic gender. This results in
3
Morphological reinflection usually refers to reinflecting
either a lemma or an already inflected form to produce a
desired form of a particular word (Cotterell et al., 2016, 2017).
25 word-level gender labels (e.g., B+1F, 1F+2M).
We use B to refer to gender invariant/ambiguous
words. Examples of the word-level gender labels
are shown in Table 2.
Task Definition Given an Arabic sentence and a
sentence-level target gender, the goal is to rewrite
the input sentence to match the target users’ gender
preferences.
Some of the models we explore only use
sentence-level gender labels; while other models
use word-level gender labels to identify which input words need to be rewritten to match the target
users’ gender preferences.
5
Data
For our experiments, we use the publicly available
Arabic Parallel Gender Corpus (APGC) – a parallel
corpus of Arabic sentences with gender annotations
and gender rewritten alternatives of sentences selected from OpenSubtitles 2018 (Lison and Tiedemann, 2016). The corpus comes in two versions:
APGC v1.0 and APGC v2.0. APGC v1.0 was
introduced by Habash et al. (2019) and it contains 12,238 first-person-singular Arabic parallel
gender-annotated sentences. Alhafni et al. (2022)
expanded APGC v1.0 by including contexts involving first and second grammatical persons covering
singular, dual, and plural constructions to create
v2.0, which contains 80,326 gender-annotated parallel sentences (596,799 words). Both versions of
APGC include the original English parallels of the
Arabic sentences.
620
English
(a) I want to talk to you
(b) Dad, I am here
I will tell you [plural]
(c)
something
I am going to my
(d)
office
(e) Because I am an idiot
I am glad to know
(f)
you [plural]
Input
أن أ ث
B
B
B
أ
B
أر
B B
أ
B 2M+B
B
Target 1M/2M Target 1F/2M Target 1M/2F
Target 1F/2F
أر أن أ ث
أر أن أ ث
أر أن أ ث
أر أن أ ث
B
B
أ
B
B B
أ
B 2M+B
B
B
أ
B
B B
أ
B 2M+B
B+2F
أ ذا
B B+2M
أ ذا
B B+2M
أ ذا
B 1M+B B
ء
و
B 1M+B B
أ
و
B 1F+B B
ء
و
1M+B
1F+B
ة
1F+B
ة
B
أ
B
أ
B
أ
B
B
أ
B
B
B B
أ
B 2F+B
B+2F
أ ذا
B 1M+B B
أ
و
1M+B
B
أ
B+2M 1F+B B B+2M 1M+B B B+2M 1F+B B B+2F 1M+B B
B
B
أ
B
B
أ
B 2F+B
B
B+2F
أ ذا
B 1F+B B
ء
و
1F+B
ة
B
أ
B+2F 1F+B B
Table 2: Examples from the Arabic Parallel Gender Corpus v2.0 including the extended word-level annotations for
each sentence and its rewrite to the opposite grammatical gender forms where appropriate. First person gendered
words are in purple and second person gendered words are in red. M is Masculine; F is Feminine; and B is invariant.
In all of our experiments, we use an extended
version of APGC v2.0 to train and test our systems.
We also report results on the test set of APGC v1.0
to compare with previous work.
Annotations Each sentence in APGC v2.0 has
word-level gender labels where each word is labeled as B, 1F, 2F, 1M, or 2M. All sentences containing gender-specific words referring to human
participants have parallels representing their opposite gender forms. For the sentences without
any gender-specific words, their parallels are trivial
copies. Out of the 80,326 sentences in APGC v2.0,
46% (36,980) do not contain any gendered words,
whereas sentences with gendered references constitute 54% (43,346). In terms of the word-level statistics, 9.7% (58,066) are gender-specific, whereas
90.3% (538,733) are marked as B.
Moreover, APGC v2.0 is organized into five parallel corpora that are fully aligned (1-to-1) at the
word level: Input, Target 1M/2M, Target 1F/2M,
Target 1M/2F, and Target 1F/2F. All five corpora
are balanced in terms of gender, i.e., the number of
words marked as 1F and 1M is the same; and the
number of words marked as 2F and 2M is the same.
The Input corpus contains sentences with all possible word types (B, 1F, 2F, 1M, 2M). The Target
1M/2M corpus contains sentences that consist of B,
1M, 2M words; the Target 1F/2M corpus contains
sentences that consist of B, 1F, 2M words; the Target 1M/2F corpus contains sentences that consist of
B, 1M, 2F words; and the Target 1F/2F corpus contains sentences that consist of B, 1F, 2F words. The
four target corpora are intended to model the target
users’ gender preferences for a particular input.
Splits We use Alhafni et al. (2022)’s splits:
57,603 sentences (427,523 words) for training
(T RAIN), 6,647 sentences (49,257 words) for development (D EV), and 16,076 sentences (120,019
words) for testing (T EST).
Preprocessing the Word-Level Annotations
Since gender information could be expressed at different parts of Arabic words (§3), we automatically
extend the APGC v2.0 word-level annotations to
mark the genders of both the base words and their
pronominal enclitics.
Our preprocessing pipeline considers the labeled
gendered words across the five parallel forms of
each sentence in APGC v2.0. If the word ends with
a gender marking pronominal enclitic, we label the
gender of the enclitic based on predefined rules
as 1F, 1M, 2F, or 2M. If the gendered word does
not end with a gender-marking enclitic, then we
label the enclitic as B. Once the enclitic is labeled,
we compare the base form of the word across its
parallel forms. If the base form is the same, we
label it as B. Otherwise, we assign the base form the
same label that is provided as part of APGC v2.0.
All gender ambiguous words will be labeled as B.
Table 2 presents some examples from APGC v2.0
with the extended word-level gender annotations.
The extended word-level statistics are presented
in Appendix B. We make the extended word-level
gender annotations publicly available as a new release of APGC (APGC v2.1).4
621
4
http://resources.camel-lab.com/
6
Input Sentence
The Multi-step Model Approach
Most of the recent work on gender rewriting rely
on using Seq2Seq models (Habash et al., 2019; Alhafni et al., 2020; Sun et al., 2021; Jain et al., 2021;
Vanmassenhove et al., 2021). However, the lack
of large gender-annotated parallel datasets presents
a challenge when training Seq2Seq models, and
especially when dealing with morphologically rich
languages. This issue is highlighted by Alhafni
et al. (2020), who report that most of the errors
(68%) produced by their character-level Seq2Seq
model are due to not making any changes to genderspecific words in the input sentences. Given the
complexity of the gender rewriting task in Arabic
and the relatively small training data size, we model
the gender rewriting task using a multi-step system
the combines the positive aspects of rule-based
and neural models. Our system consists of three
components: Gender identification, Out-of-context
word gender rewriting, and In-context ranking and
selection.
6.1 Gender Identification (GID)
We first identify the word-level gender label (base
word + pronominal enclitic) for each word in the
input sentence. We build a word-level classifier
by leveraging a Transformer-based pretrained language model. There are many Arabic monolingual
BERT models available such as AraBERT (Antoun et al., 2020), ARBERT (Abdul-Mageed et al.,
2021), and QARIB (Abdelali et al., 2021). However, we chose to use CAMeLBERT MSA (Inoue
et al., 2021) as it was pretrained on the largest MSA
dataset to date. Following the work of Devlin et al.
(2019), we fine-tune CAMeLBERT MSA using
Hugging Face’s transformers (Wolf et al., 2020) by
adding a fully-connected linear layer with a softmax on top of its architecture. During fine-tuning,
we use the representation of the first sub-token as
an input to the linear layer.
6.2 Out-of-context Word Gender Rewriting
Given the desired sentence-level target gender as an
input and the identified gender label for each word
in the input sentence, we decide if a word-level
gender rewrite is needed based on the compatibility between the provided sentence-level target
gender and the predicted word-level gender labels.
We implement three word-level gender alternative
generation models: Corpus-based Rewriter, Morphological Rewriter, and Neural Rewriter.
سعيدة حقا بمعرفتكن يا سيدات
1M
Really glad to know you ladies
Speaker
Gender
Identification
2M
Listener
سعيدة حقا بمعرفتكن يا سيدات
2F+B B
Word
Gender
Rewriting
B+2F
B 1F+B
CorpusR
MorphR
NeuralR
Selection
✔︎ سعيد حقا بمعرفتكم يا سادة-17.21
سعيدا حقا بمعرفتكم يا سادة
-18.14
Really glad to know you gentlemen
Figure 1: The multi-step gender rewriting system. First
person gendered words are in purple and second person
gendered words are in red. The sentence-level target
gender is 1M/2M. The input words glad (1F+B), know
you (B+2F), and ladies (2F+B) are rewritten to their
masculine forms.
Corpus-based Rewriter (CorpusR) We build a
simple word-level lookup rewriting model by exploiting the fully aligned words in APGC v2.1.
We implement this model as a bigram maximum
likelihood estimator: given an input word with its
bigram surrounding context (wi , wi−1 ), a gender alternative target word (yi ), and a desired word-level
target gender (g), the CorpusR model is built by
computing P (yi |wi , wi−1 , g) over the training examples. During inference, we generate all possible
gender alternatives for the given input word (wi ). If
the bigram context (wi , wi−1 ) was not observed in
the training data, we backoff to a unigram context.
If the input word was not observed during training,
we pass it to the output as it is.
Morphological Rewriter (MorphR) For the
morphological rewriter, we use the morphological
analyzer and generator provided by CAMeL Tools
(Obeid et al., 2020). We extend the Standard Arabic
Morphological Analyzer database (SAMA) (Graff
et al., 2009) used by the morphological generator to
produce controlled gender alternatives. We make
our extensions to the database publicly available.5
5
We provide code to reconstruct our extended database
from the original SAMA 3.1 database (LDC2010L01) which
can be obtained from the LDC.
622
Given an input word and a desired word-level target
gender, the morphological generator has the ability
to produce gender alternatives by either rewriting
the base word, its pronominal enclitics, or both. If
an input word does not get recognized by the morphological analyzer and generator, we pass it to the
output as it is. It is worth noting that this rewriting
model does not require any training data.
by one.6 We will refer to the in-context ranking
and selection as simply selection throughout the
paper.
Figure 1 presents an overview of our gender
rewriting model. We describe the training settings
and the model’s hyperparameters in Appendix A.
Neural Rewriter (NeuralR) Inspired by work
done on out-of-context morphological reinfection (Kann and Schütze, 2016; Cotterell et al.,
2018), we design a character-level encoder-decoder
model with attention. Given an input word and
word-level target gender, the encoder-decoder
model would generate gender alternatives of the
input word. For the encoder, we use a two-layer
bidrectional GRU (Cho et al., 2014) and for the
decoder we use a two-layer GRU with additive attention (Bahdanau et al., 2015). Furthermore, we
employ side constraints (Sennrich et al., 2016) to
control for the generation of gender alternatives.
That is, we add the word-level target gender as a
special token (e.g., <1F+B>) to the beginning of
the input word and we feed that entire sequence
to the model (i.e., <1F+B> YJª). The intuition
here is that the attentional encoder-decoder model
would be able to learn to pay attention to the side
constraints to generate the desired gender alternative of the input word. During inference, we use
beam search to generate the top 3-best hypotheses.
7.1
6.3 In-Context Ranking and Selection
Since the three word-level gender alternative generation models we implement are out-of-context and
given Arabic’s morphological richness, we expect
to get multiple output words when generating a single gender alternative for a particular input word.
This leads to producing multiple candidate gender
alternative output sentences. To select the best candidate output sentence, we rank all candidates in
full sentential context based on their pseudo-loglikelihood (PLL) scores (Salazar et al., 2020). We
first use Hugging Face’s transformers to fine-tune
the CAMeLBERT MSA model on the Input corpus
of APGC v2.1 by using a masked language modeling (Devlin et al., 2019) objective. This helps in
mitigating the domain shift (Gretton et al., 2006)
issue between CAMeLBERT’s pretraining data and
APGC v2.1. We then compute the PLL score for
each sentence using the fine-tuned CAMeLBERT
MSA model by masking the sentence tokens one
7
Experimental Setup
Evaluation Metrics
We follow Alhafni et al. (2020) by treating the gender rewriting problem as a user-aware grammatical
error correction task and use the MaxMatch (M2 )
scorer (Dahlmeier and Ng, 2012) as our evaluation
metric. The M2 scorer computes the precision (P),
recall (R), and F0.5 by maximally matching phraselevel edits made by a system to gold-standard edits. The gold edits are computed by the M2 scorer
based on provided gold references. Moreover and
to be consistent with previous work, we also report
BLEU (Papineni et al., 2002) scores which are obtained using SacreBLEU (Post, 2018). We report
the gender rewriting results in a normalized space
for Alif, Ya, and Ta-Marbuta (Habash, 2010).
7.2
Baselines
Do Nothing Our first baseline trivially passes
the input sentences to the output as they are. This
baseline highlights the level of similarity between
the inputs and the outputs.
Joint Baseline Model Our second baseline uses
a variant of the sentence-level linguistically enhanced joint gender identification and rewriting
model introduced by Alhafni et al. (2020). The
main difference between this model and the one introduced by Alhafni et al. (2020) is that we model
four multi-user target genders, whereas they only
modeled two single-user target genders (1M, 1F).
We implement this joint baseline model using a
character-level GRU encoder-decoder with additive attention, where the learned input characterlevel representations are enriched with word-level
morphological features obtained from the extended
morphological analyzer that is part of CAMeL
Tools. The representation of the input sentencelevel target gender (1M/2M, 1F/2M, 1M/2F, 1F/2F)
is learned as part of the model and used during
decoding when generating gender alternatives. We
refer to this baseline as Joint+Morph.
6
We use Salazar et al. (2020)’s implementation to compute the PLL scores: https://github.com/awslabs/
mlm-scoring
623
Extended Joint Baseline Models Our third and
fourth baseline models reduce the complexity of
the Joint+Morph model by not learning a representation for the input sentence-level target gender as part of the model. Instead, we provide the
sentence-level target gender information as side
constraints. We add the target gender as a special
token to the beginning of the input sentence (e.g.,
<1M/2F>Input Sentence) when we feed it to the
model. Moreover, we explore the effectiveness of
enriching the input character representations with
word-level morphological features. To do so, we
omit the morphological features from the first joint
variant, and we use them in the second. We refer
to these models as Joint+Side Constraints and
Joint+Morph+Side Constraints, respectively.
7.3 Our Multi-step Models
We explore five variants of the gender rewriting
multi-step model described in §6. All five variants
use the same gender identification (GID) and incontext selection models, but they differ in their outof-context word-level gender rewriting generation
setup. The first three variants use one word-level
gender rewriting model each – CorpusR, MorphR, or NeuralR. The fourth multi-step model
uses MorphR as a backoff if the input words that
need to be rewritten are not observed by the CorpusR model during training (CorpusR»MorphR).
The fifth system uses all three word-level gender
alternative generation models in a backoff cascade:
CorpusR»MorphR»NeuralR.
7.4 Data Augmentation
Given the relatively small size of APGC v2.1 and
motivated by recent work on using data augmentation to improve grammatical error correction (Wan
et al., 2020; Stahlberg and Kumar, 2021), we investigate adding additional training examples through
data augmentation. We randomly selected 800K
sentences from the English-Arabic portion of the
OpenSubtitles 2018 dataset, which was used to
build APGC. We ensured that all extracted pairs
include either first or second (or both) person pronouns on the English side: I, me, my, mine, myself,
and you, your, yours, yourself. To generate gender alternatives of the selected Arabic sentences,
we pass each sentence four times through our best
gender rewriting system to generate all four user
gender contexts (1M/2M, 1F/2M, 1M/2F, 1F/2F).
We add the 800K selected Arabic sentences and
their 1M/2M, 1F/2M, 1M/2F, 1F/2F generated gen-
der alternatives to the Input, Target 1M/2M, Target
1F/2M, Target 1M/2F, and Target 1F/2F corpora
of the training split of APGC v2.1, respectively.
At the end, we end up with 857,603 Arabic parallel sentences (6,209,958 words). We make the
synthetically generated data publicly available.
8
Results
Table 3 presents the D EV set results. Joint+Side
Constraints and Joint+Morph+Side Constraints
significantly improve over the Joint+Morph baseline with up to 13.87 increase in F0.5 . The best
performing system overall is our multi-step model
using all rewrite components – Table 3(i), henceforth, Our Best Model. It improves over all the
joint models in every compared metric, including a 22.84 increase in F0.5 when compared to the
Joint+Morph baseline. Our Best Model’s biggest
advantages seem to come from combining the three
word-level out-of-context gender alternative generation models in a cascaded setup to deal with
OOV words during the generation. Comparing (i)
with (e,f,g) in Table 3, we observe improvements
ranging from 3.91 to 6.02 F0.5 .
We used Our Best Model to conduct the data augmentation experiments as discussed in §7.4. The
full set of augmentation experiment results are presented in Appendix C. The best augmented model’s
results, which benefits from augmentation in the
GID and NeuralR components, are also presented
in Table 3(j). However, its increase of 0.19 points
in F0.5 is not statistically significant with McNemar’s (McNemar, 1947) test at p > 0.05.
The results of our best models on the T EST sets
of APGC v2.1 and APGC v1.0 are presented
in Table 4. The results on APGC v2.1 T EST
show consistent conclusions with the D EV results.
Our best augmented model improves over its nonaugmented variant in every compared metric, including a 0.25 absolute increase in F0.5 that is statistically significant with McNemar’s test at p < 0.05.
For APGC v1.0, we do not report results with augmentation for fair comparison to previous results.
In both T EST sets, we establish new SOTAs.
Error Analysis We conducted an error analysis
over the output of our best augmented system on
APGC v2.1 D EV. In total, there were 1,475 (5.5%
out of 26,588) sentences with errors across the four
target corpora. Table 5 presents a summary of the
error types our best augmented gender rewriting
model makes.
624
(a)
(b)
(c)
(d)
(e)
(f)
(g)
(h)
(i)
(j)
Do Nothing
Joint
+ Morph
Joint
+ Side Constraints
Joint
+ Morph + Side Constraints
GID
+ CorpusR + Selection
GID
+ MorphR + Selection
GID
+ NeuralR + Selection
GID
+ CorpusR » MorphR + Selection
GID
+ CorpusR » MorphR » NeuralR
+ Selection
GIDAug + CorpusR » MorphR » NeuralRAug + Selection
P
100.0
64.76
77.10
78.97
88.22
84.48
84.62
88.59
88.46
88.67
R
0.0
67.40
77.71
79.84
71.22
75.29
73.32
85.84
86.74
86.84
F0.5
0.0
65.27
77.22
79.14
84.20
82.47
82.09
88.02
88.11
88.30
BLEU
89.36
93.31
95.60
96.17
96.54
96.96
96.75
97.96
98.04
98.05
Table 3: Results of a number of systems on the D EV set of APGC v2.1. Aug indicates using augmented data.
APGC
v2.1
Test
APGC
v1.0
Test
Joint
+ Morph
GID
+ CorpusR
GIDAug + CorpusR
Habash et al. (2019)
Alhafni et al. (2020)
GID
+ CorpusR
P
R
F0.5
+ Side Constraints
79.27 80.44 79.50
» MorphR » NeuralR
+ Selection 88.70 86.13 88.17
» MorphR » NeuralRAug + Selection 88.86 86.69 88.42
77.74 52.06 70.76
78.98 60.32 74.38
» MorphR » NeuralR
+ Selection 78.57 73.17 77.43
BLEU
96.19
97.98
98.05
98.28
98.49
98.92
Table 4: Gender rewriting results on the T EST sets of APGC v2.1 and APGC v1.0.
1M/2M
GID
150 56%
Rewrite 69 26%
Select
49 18%
Total
268
1F/2M
194 70%
50 18%
35 13%
279
1M/2F
325 68%
82 17%
73 15%
480
1F/2F
324 72%
66 15%
58 13%
448
Table 5: Error type statistics of our best augmented
system’s performance on APGC v2.1 D EV.
Target
1M/2M 1F/2M 1M/2F 1F/2F
Google Translate 13.59 13.15 11.38 10.96
Best SystemAug
13.71 13.64 13.30 13.23
Table 6: BLEU results on the post-edited Google Translate output of APGC v2.1 T EST using our best augmented system.
The majority of errors (67.3%) were caused
by GID which achieves a word-level accuracy of
98.9% on D EV. The gender-rewriting errors constituted 18.1% and selection errors 14.6%. Considering different target corpora, we observe that
every time an F target is added, the number of errors increases. The 1M/2M target outputs has the
lowest number of errors (268 or 18%), while the
1M/2F targets outputs has the highest number of
errors (480 or 33%).
Use Case: Post-Editing MT Output We demonstrate next how our proposed gender rewriting
model could be used to personalize the output of
user-unaware MT systems through post-editing.
We use the English to Arabic Google Translate
output sentences that are part of APGC v2.1. We
evaluate Google Translate’s output against all four
target corpora (1M/2M, 1F/2M, 1M/2F, 1F/2F) separately. To re-target Google Translate’s Arabic output for the four user gender contexts we model, we
pass each Arabic sentence four times through our
best augmented system (Table 3(j)). We present
the evaluation in terms of BLEU in Table 6 over
APGC v2.1 T EST. All the results are reported in
an orthographically normalized space for Alif, Ya,
and Ta-Marbuta.
Again, we observe that every time an M participant is switched to F, the BLEU scores drop for
Google Translate’s output. This is consistent to
what have been reported by Alhafni et al. (2022)
and highlights the bias the machine translation
output has towards masculine grammatical gender preferences. The post-edited outputs generated by our best augmented system improves over
Google Translate’s across the four target user contexts, achieving the highest increase in 2.27 BLEU
points for 1F/2F.
625
9
Conclusion and Future Work
We defined the task of gender rewriting in contexts
involving two users (I and/or You), and developed
a multi-step system that combines the positive aspects of both rule-based and neural rewriting models. Our best models establish the benchmark for
this newly defined task and the SOTA for a previously defined first person version of it. We further
demonstrated a use case of our gender rewriting
system by post-editing the output of a commercial
MT system to provide personalized outputs based
on the users’ grammatical gender preferences.
In future work, we plan to explore the use of
other pretrained models, and to work on the problem of gender rewriting in other languages and
dialectal varieties.
Ethical Considerations
Gender Rewriting Our underlying intention of
developing a gender rewriting model for Arabic
is to increase the inclusiveness of NLP applications that deal with gender-marking morphologically rich languages. Our work aims at empowering
and allowing users to interact with NLP technology in a way that is consistent with their social
identities. We acknowledge that by limiting the
choice of gender expressions to the grammatical
gender choices in Arabic, we exclude other alternatives such as non-binary gender or no-gender
expressions. However, we are not aware of any
sociolinguistics published research that discusses
such alternatives for Arabic. We stress on the importance of adapting Arabic NLP models to new
gender alternative forms as they emerge as part
of the language usage. We further recognize the
limitations of the gender identification component
we use as part of our multi-step gender rewriting
model as it relies on a language model that was
pretrained on a large monolingual Arabic corpus,
which could possibly contain biased text. We realize the potential risks of our proposed gender
rewriting model if it is intentionally maliciously
misused to produce gender alternatives that do not
match the target users’ gender preferences.
Data We use the publicly available Arabic Parallel Gender Corpus (APGC).7 It is subject to its creators’ own Copy Rights and User Agreement and
we strictly adhere to its intended usage. It is worth
7
http://resources.camel-lab.com/
noting that APGC does not contain any heterocentric assumptions as part of its annotations (e.g.,
the word úk ð P ‘my husband’ is labeled as gender-
.
ambiguous (B)). Moreover, all proper names are
labeled as B, even when they have strong genderspecific association (Alhafni et al., 2022). The
Arabic data we use for our data augmentation experiments was randomly sampled from OpenSubtitles 2018 (Lison and Tiedemann, 2016), which
is publicly available.8 OpenSubtitles is distributed
under a Creative Commons license.9
Acknowledgements
We thank Alberto Chierici, Christian Khairallah,
Go Inoue, and Ossama Obeid for the helpful discussions. We acknowledge the support of the High
Performance Computing Center at New York University Abu Dhabi. Finally, we wish to thank the
anonymous reviewers at NAACL 2022 for their
feedback.
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629
A
Detailed Experimental Setup
Gender Identification We fine-tune CAMeLBERT MSA on a single GPU for 10 epochs with
a learning rate of 5e-5, batch size of 32, a seed
of 12345, and a maximum sequence length of 128.
For the augmentation experiments, we use the same
hyperparamters but we run the fine-tuning for 3
epochs. At the end of the fine-tuning, we pick
the best checkpoint based on the performance on
the D EV set. Our gender identification model has
108,506,901 parameters.
In-Context Ranking and Selection We finetune CAMeLBERT MSA on a single GPU for 3
epochs with a learning of 5e-5, batch size of 32,
and a seed of 88. The fine-tuned CAMeLBERT
MSA model has 109,112,880 parameters.
Neural Rewriter (NeuralR) For the characterlevel encoder-decoder neural rewriter model we use
a character embedding size of 128, a hidden size
of 256, a dropout probability of 0.2 on the outputs
of each GRU layer, and gradient clipping with a
maximum norm of 1. We train for 50 epochs on a
single GPU with early stopping after 6 epochs if
the loss does not decrease on the D EV set. We use
the Adam (Kingma and Ba, 2014) optimizer with
an initial learning rate of 5e-4, decaying by a factor
of 0.5 if the loss on the D EV set does not decrease
after 2 epochs. We train with greedy decoding
and a batch size of 32. We also apply scheduled
sampling (teacher forcing) (Bengio et al., 2015)
with a constant sampling probability (0.3) during
training. During inference, we use beam search
with a beam width of 10 to produce the top 3-best
hypotheses. Our NeuralR model has 3,287,110
parameters.
Joint Models The training settings and the hyperparameters of the joint models are identical to
the ones we use in our NeuralR model.
The crucial difference between the
Joint+Morph model and its extended variants
(Joint+Side Constraints and Joint+Morph+Side
Constraints) is that the rewriting in the
Joint+Morph model is conditioned on the
sentence-level target gender. The representation
of the sentence-level target gender in the baseline
model is learned as an embedding of size 10 during
training and only used in the decoder.
Our Joint+Morph model has 3,481,178 parameters; the Joint+Side Constraints model has
3,293,258 parameters; and the Joint+Morph+Side
Constraints model has 3,480,926 parameters.
Training Time The CorpusR model was trained
on a single CPU and it took ≈2 minutes to be
trained. All our neural models were trained on a
single GPU. Fine-tuning CAMeLBERT MSA on
the gender identification task took ≈1 hour; finetuning CAMeLBERT MSA on the MLM objective
took ≈1 hour. Training the NeuralR model with
different settings took ≈12 hours in total. All the
baseline joint models took ≈29 hours to be trained.
It is worth noting that all the results presented
in this work are reported over a single run and
the hyperparameters of our neural models were
manually tuned based on the performance on the
D EV set.
B
Arabic Parallel Gender Corpus v2.1:
Extended Word-Level Annotations
Word Gender
Train Dev
Test
Label
B
385,693 44,629 108,411 538,733
B+1M
28
5
10
43
B+1F
28
5
10
43
B+2M
1,042
98
279 1,419
B+2F
1,042
98
279 1,419
1M+B
3,490
422
958 4,870
1F+B
3,490
422
958 4,870
2M+B
16,320 1,787 4,548 22,655
2F+B
16,320 1,787 4,548 22,655
1M+1F
0
0
0
0
1F+1M
0
0
0
0
1M+2F
1
0
0
1
1F+2M
1
0
0
1
1M+1M
9
0
1
10
1F+1F
9
0
1
10
1M+2M
1
0
0
1
1F+2F
1
0
0
1
2M+1M
1
0
0
1
2F+1M
1
0
0
1
2M+1F
1
0
0
1
2F+1F
1
0
0
1
2M+2M
22
2
8
32
2F+2F
22
2
8
32
2M+2F
0
0
0
0
2F+2M
0
0
0
0
427,523 49,257 120,019 596,799
Table 7: The statistics of the extended word-level gender
annotations of APGC v2.1 across the T RAIN, D EV, and
T EST splits.
630
(a)
(b)
(c)
(d)
(e)
(f)
GID
GIDAug
GID
GIDAug
GIDAug
GIDAug
+
+
+
+
+
+
CorpusRAug
CorpusR
CorpusR
CorpusRAug
CorpusR
CorpusRAug
»
»
»
»
»
»
MorphR
MorphR
MorphR
MorphR
MorphR
MorphR
»
»
»
»
»
»
NeuralR
NeuralR
NeuralRAug
NeuralR
NeuralRAug
NeuralRAug
+
+
+
+
+
+
Selection
Selection
Selection
Selection
Selection
Selection
P
88.19
88.63
88.50
88.41
88.67
88.39
R
86.66
86.91
86.64
86.89
86.84
86.87
F0.5
87.88
88.28
88.12
88.10
88.30
88.08
BLEU
98.04
98.05
98.04
98.06
98.05
98.05
Table 8: Results of the data augmentation experiments on the D EV set of APGC v2.1. Aug indicates that the
component of the system is trained on the augmented data.
C
Augmentation Experiments
When it comes to the data augmentation experiments, we took the best performing system (Table
3(i)) and explored training its different components
on the augmented training data. Evaluation results
on the D EV set of APGC v2.1 using data augmentation are presented in Table 8. Starting off with
training the CorpusR model on the augmented
data (Table 8(a)), we notice a decrease in performance by 0.23 F0.5 compared to Our Best Model
(Table 3(i)). This is attributed to the noisy coverage increase in the CorpusR model and can be
observed by the decrease in precision (88.19) and
recall (86.66). When we train the GID and the NeuralR models on the augmented data (Table 8(b-c)),
we get an increase in F0.5 reaching 88.28 and 88.12,
respectively. However, using both the augmented
GID and CorpusR models (Table 8(d)) decreases
the performance slightly as it achieves 88.10 in
F0.5 . The best performing system was the one that
uses both the augmented GID and NeuralR models
(Table 8(e)) as it improves over its non-augmented
variant reaching 88.30 (0.19 increase) in F0.5 . Combining the three augmented GID, CorpusR, and
NeuralR models (Table 8(f)) achieves 88.08 in
F0.5 .
631
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Training hotel staff in early emergency management to enhance tourist comfort at Ubud Raya Resort area
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ABDIMAS: Jurnal Pengabdian Masyarakat Universitas Merdeka Malang
Vol.9(1) February 2024, 56-64
p-ISSN: 2721-138X e-ISSN: 2548-7159
http://jurnal.unmer.ac.id/index.php/jpkm
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UNMER
MALANG ABDIMAS: Jurnal Pengabdian Masyarakat Universitas Merdeka Malang
Vol.9(1) February 2024, 56-64
p-ISSN: 2721-138X e-ISSN: 2548-7159
http://jurnal.unmer.ac.id/index.php/jpkm
LPPM
UNMER
MALANG Keywords: ©2024 Abdimas: Jurnal Pengabdian Masyarakat Universitas Merdeka Malang
This is an open access article distributed under the CC BY-SA 4.0 license
(https://creativecommons.org/licenses/by-sa/4.0/) How to cite: Ani, L. S., Hendrayana, M. A., Gandari, N. K. M., Laksmi, I. A. A., Agastiya, I. M. C., Vittala, G., Juniartha, I. G. N., & Dwija,
I. B. N. P. (2024). Training hotel staff in early emergency management to enhance tourist comfort at Ubud Raya
Resort area. Abdimas: Jurnal Pengabdian Masyarakat Universitas Merdeka Malang, 9(1), 56-64. https://doi.org/10.26905/abdimas.v9i1.12128 Training hotel staff in early emergency management to
enhance tourist comfort at Ubud Raya Resort area Luh Seri Ani1, Made Agus Hendrayana1, Ni Komang Matalia Gandari2, Ida Ayu Agung Laksmi2,
I Made Cahyadi Agastiya2, Govinda Vittala1, I Gusti Ngurah Juniartha1, Ida Bagus Nyoman
Putra Dwija1 1Faculty of Medical, Universitas Udayana
Jl. P.B. Sudirman, Denpasar, 80232, Indonesia
2Department of Nursing, STIKES Bina Usada Bali
Jl. Raya Padang Luwih, Badung, Bali, 80361, Indonesia ARTICLE INFO: Received: 2024-01-07
Revised: 2024-01-28
Accepted: 2024-02-16
Published: 2024-02-29 Tourists who stay at the hotel have a risk of illness and/or experiencing emergency problems that
interfere with the sense of security and comfort for tourists. One factor for successful emergency
management is first aid proficiency. However, the knowledge and skills of hotel staff are relatively
lacking in handling emergency problems for tourists. Based on this, this service was held to train
the skills of hotel staff in handling emergencies for tourists. Service activities are carried out by
presentation methods and practice on basic life support. The target of this activity is the hotel
staff of Ubud Raya Resort. Dedication materials were given in 5 meetings. The training material
has been adjusted to travel medicine subjects and based on the results of previous research by the
implementation team. The implementation of this service went smoothly and as planned. Based on
the results of the pretest and posttest, an increase in the knowledge and skills of participants was
obtained. Based on interviews, it was found that service participants received positive benefits from
the service carried out. Thus, concluded that this service was successfully carried out despite the
limitations in its implementation. This community service advice re-conducting basic life support
training for hotel staff so that the knowledge and skills received are beneficial in the long term. Basic life support,
Emergency, Health
tourism, Hotel, Tourist
destination Training hotel staff in early emergency management to enhance tourist comfort at Ubud Raya Resort area
Luh Seri Ani, Made Agus Hendrayana, Ni Komang Matalia Gandari, Ida Ayu Agung Laksmi, I Made Cahyadi Agastiya, Govinda Vittala,
I Gusti Ngurah Juniartha, Ida Bagus Nyoman Putra Dwija being, encompassing protection from criminal activities and other potential dangers. Every individual
requires protection from environmental threats, accidents, or illnesses (Ruminem, 2021). being, encompassing protection from criminal activities and other potential dangers. Every individual
requires protection from environmental threats, accidents, or illnesses (Ruminem, 2021). Various tourist activities entail risks of accidents ranging from minor to severe. The available
tourist activities range from sports, meditation, shopping, culinary tours, museum visits, amusement
parks, zoos, to adrenaline-charged activities such as rafting, hill trekking, waterfall visits, swings, and
more (“Top 12 aktivitas wisata di Ubud”, 2019). These tourist activities pose risks of diseases, accidents,
and emergencies. Therefore, the readiness of resources in handling emergency situations for tourists is
crucial, ensuring that tourists encountering emergency situations are properly and effectively managed.i One of the preparedness measures required is proficiency in Basic Life Support (BLS). BLS is the
initial effort to restore respiratory and/or circulatory functions in individuals experiencing respiratory
arrest and/or cardiac arrest due to accidents or certain diseases (Aditianingsih, 2022). Several simple
skills need to be mastered to assist in maintaining the life of someone experiencing respiratory or cardiac
arrest by clearing the airway, providing breathing assistance, and aiding in blood flow to vital areas of
the victim’s body. Conversely, tourism workers lack readiness in responding to emergencies. Typically, if
a tourist experiences health problems such as a heart attack, accident, or drowning, they are immediately
taken to the nearest health service.fi Bali Municipality Police Department (Polda Bali) recorded an average of 6 traffic accidents involving
foreign tourists in Bali in 2023. This figure is relatively higher compared to the number of traffic accidents
involving foreign tourists in 2022, which amounted to 68 incidents. The traffic accidents were spread
across several regions. Gianyar Regency reported the highest number of accidents involving tourists,
with 23 incidents, followed by Denpasar City with 18 cases, and Buleleng and Klungkung Regencies each
with 3 cases (Sugiharto, 2023). The distance between hotels and clinics or community health centers
ranges from 1-2 kilometers. However, it is rare to find healthcare professionals, either doctors or nurses,
on duty at hotels. Most hotels collaborate with nearby clinics to address health issues for hotel staff and
tourists. Ubud Raya Resort is one of the hotels located on Jalan Raya Sayan, Banjar Sindu Sayan, Ubud,
Bali, Indonesia. The staff at Ubud Raya Resort also lack readiness in handling emergencies. 2.
METHODS The service dedication activity is conducted through training sessions to enhance the knowledge
and skills regarding emergencies for hotel staff. This service dedication activity took place at Ubud Raya
Resort, Gianyar, Bali in July 2023. The activity commenced with the determination of the timing for the
service dedication. Based on the availability and agreement between the service team and the hotel
management, the activity was scheduled for Friday, July 14, 2023, from 09:00 to 13:00. Training hotel staff in early emergency management to enhance tourist comfort at Ubud Raya Resort area
Luh Seri Ani, Made Agus Hendrayana, Ni Komang Matalia Gandari, Ida Ayu Agung Laksmi, I Made Cahyadi Agastiya, Govinda Vittala,
I Gusti Ngurah Juniartha, Ida Bagus Nyoman Putra Dwija Based on
interviews with hotel management, an average of 3 emergency cases involving tourists occurs per
month. Common emergency incidents include slipping and cramps while swimming. Sick tourists are
taken to the hotel’s collaborating clinic without providing first aid for accidents because hotel staff
lack skills in handling emergency cases. To date, no training activities for everyday emergency handling
skills have been conducted. Based on this, a service dedication activity through empowering hotel staff
in emergency handling is organized with the aim of improving BLS skills for hotel staff and enhancing
service quality for tourists. Improving the skills and service quality of hotel staff in maintaining health can
increase the sense of security and comfort for tourists staying at the hotel. 1.
INTRODUCTION Ubud is one of the tourist destinations located in Gianyar Regency, known for its thriving arts
and culture scene in Bali. Through this allure, Ubud manages to attract tourists to visit and stay. The
number of tourist visits to Ubud has been reported to increase each year (Warta Bali, 2022). The increase
in the number of visits necessitates hotel staff readiness in providing security and comfort assurance
for tourists. The need for security and comfort is considered one of the fundamental human needs
according to Maslow’s theory. Comfort is a state where the basic human needs for tranquility, relief, and
transcendence are fulfilled. Meanwhile, security is the need for protection for human physical well- Corresponding Author: Luh Seri Ani: Tel. +62 361 222510 │ E-mail: seriani@unud.ac.id Training hotel staff in early emergency management to enhance tourist comfort at Ubud Raya Resort area
Luh Seri Ani, Made Agus Hendrayana, Ni Komang Matalia Gandari, Ida Ayu Agung Laksmi, I Made Cahyadi Agastiya, Govinda Vittala,
I Gusti Ngurah Juniartha, Ida Bagus Nyoman Putra Dwija Practices Practice in performing basic life support on victims was provided to all service participants for
approximately 100 minutes. The activity began with the screening of an illustrative video depicting
victims experiencing emergencies. This was followed by a direct demonstration of the proper and
correct basic life support techniques. Each participant was given the opportunity to practice basic life
support techniques with the assistance of instructional aids. Training continued until all participants were
assessed as capable of performing basic life support using the correct techniques Presentation and Question-and-Answer Session The presentation and question-and-answer session lasted for 1 hour. The training material on
basic life support provided insights into the potential risks of emergencies for tourists and covered basic
life support techniques. The training material was delivered by a nurse from the STIKES Bina Usada Bali
institution. The provision of basic life support material began with a pre-test for all participants. The event
continued with the delivery of basic life support material followed by a question-and-answer session. A post-test was then administered to all participants to assess the improvement in their knowledge of
basic life support. ABDIMAS: Jurnal Pengabdian Masyarakat Universitas Merdeka Malang
Volume 9, No 1, February 2024: 56-64 ABDIMAS: Jurnal Pengabdian Masyarakat Universitas Merdeka Malang
Volume 9, No 1, February 2024: 56-64 Evaluation Design Evaluation of the implementation of the emergency training program for hotel staff using three
metrics of achievement from the training activities includes success from the execution of the activities,
from the participants, and from the organizers of the activities. The measure of success from the execution
of the activities involves assessing the adequacy of the timing and the number of meetings that were
planned beforehand. The measure of success from the participants involves the scores obtained from
the pretest and post-test of the presentation and practice of basic life support activities. The measure of
success from the organizers is assessed by the benefits derived by the participants from the activities. Activity Methods The activity that was attended by 15 hotel staff was carried out using two methods, namely
presentation and question and answer as well as practice of providing basic life support. | 57 | Results In Table 1, it was found that most of the training participants were aged 19-24 years (53.3%), had
a high school/vocational education level (53.3%) and had worked for > 5 years (60%). In Table 1, it was found that most of the training participants were aged 19-24 years (53.3%), had
a high school/vocational education level (53.3%) and had worked for > 5 years (60%). Table 1. Characteristics of participants
Characteristics
n
%
Age
19-24
8
53,3
25-45
6
40,0
>45
1
6,7
Education level
Senior/Vocational High School
(SMA/SMK)
8
53,3
Diploma
7
46,7
Work experience
<5 years
6
40
>5 years
9
60 Table 1. Characteristics of participants | 58 | Training hotel staff in early emergency management to enhance tourist comfort at Ubud Raya Resort area
Luh Seri Ani, Made Agus Hendrayana, Ni Komang Matalia Gandari, Ida Ayu Agung Laksmi, I Made Cahyadi Agastiya, Govinda Vittala,
I Gusti Ngurah Juniartha, Ida Bagus Nyoman Putra Dwija Training hotel staff in early emergency management to enhance tourist comfort at Ubud Raya Resort area
Luh Seri Ani, Made Agus Hendrayana, Ni Komang Matalia Gandari, Ida Ayu Agung Laksmi, I Made Cahyadi Agastiya, Govinda Vittala,
I Gusti Ngurah Juniartha, Ida Bagus Nyoman Putra Dwija Presentation Training activities are filled with lectures and demonstrations. In Figure 1, it is shown that almost
all participants seemed enthusiastic about listening to the material presented by the lecturer, namely
an emergency nurse specialist from STIKES Bina Usada Bali. Participants’ knowledge about potential
emergency risks for tourists and basic life support was assessed to have increased. The assessment of
participants’ increased knowledge is assumed to be based on the participants’ ability to answer questions
correctly after being given a lecture. Figure 1. The enthusiasm of the participants
Figure 1. The enthusiasm of the participants Figure 1. The enthusiasm of the participants
Figure 1. The enthusiasm of the participants Practice
F
Practices g
y
pp
y
all participants were shown the correct procedures when helping people experiencing heart failure. Furthermore, hotel staff participating in the training were given the opportunity to practice basic life
support procedures with the help of phantoms. The trainer supervises and guides the participants until
they are able to perform well and correctly. In the picture, it can be seen that the participants are able
to carry out the correct method of basic life support procedures. Figure 2 shows a demonstration activity of basic life support skills. In this demonstration activity,
all participants were shown the correct procedures when helping people experiencing heart failure. Furthermore, hotel staff participating in the training were given the opportunity to practice basic life
support procedures with the help of phantoms. The trainer supervises and guides the participants until
they are able to perform well and correctly. In the picture, it can be seen that the participants are able to
carry out the correct method of basic life support procedures. Practices
Figure 2 shows a demonstration activity of basic life support skills. In this demonstration activity,
all participants were shown the correct procedures when helping people experiencing heart failure. Furthermore, hotel staff participating in the training were given the opportunity to practice basic life
support procedures with the help of phantoms. The trainer supervises and guides the participants until
they are able to perform well and correctly. In the picture, it can be seen that the participants are able
to carry out the correct method of basic life support procedures Figure 2. Demonstration of basic life support by trainers and participants practicing the procedures
Closing
The service activity closed with an evaluation activity on the implementation of service for hotel
Figure 2. Demonstration of basic life support by trainers and participants practicing the procedures
Figure 2. Demonstration of basic life support by trainers and participants practicing the procedures osing Figure 2. Demonstration of basic life support by trainers and participants practicing the procedures
Figure 2. Demonstration of basic life support by trainers and participants practicing the procedure staff.
partic
Clos
Closing participants knowledge and skills regarding basic life support. Several participants were randomly
selected to be interviewed about staff perceptions of the benefits of implementing this service activity. The service activity ended with the event of giving certificates and mementos from the implementing
team to the service participants, as in Figure 3. The service activity closed with an evaluation activity on the implementation of service for hotel
staff. Evaluation is carried out by filling out a posttest questionnaire to determine the increase in
participants' knowledge and skills regarding basic life support. Several participants were randomly
selected to be interviewed about staff perceptions of the benefits of implementing this service activity. The service activity ended with the event of giving certificates and mementos from the implementing
team to the service participants, as in Figure 3. The service activity closed with an evaluation activity on the implementation of service for
hotel staff. Evaluation is carried out by filling out a posttest questionnaire to determine the increase
in participants’ knowledge and skills regarding basic life support. Several participants were randomly
selected to be interviewed about staff perceptions of the benefits of implementing this service activity. The service activity ended with the event of giving certificates and mementos from the implementing
team to the service participants, as in Figure 3. | 59 | ABDIMAS: Jurnal Pengabdian Masyarakat Universitas Merdeka Malang
Volume 9, No 1, February 2024: 56-64
nterviewed about staff perceptions of the benefits of implementing this
vity ended with the event of giving certificates and mementos from the
i
ti i
t
i
Fi
3 Figure 3. Handing over basic life support training certificates
Figure 3. Handing over basic life support training certificates Figure 3. Handing over basic life support training certificates
Figure 3. Handing over basic life support training certificates Activity Materia
The mate
Activity Materials The material used in the dedication for hotel staff is in line with the teaching materials from the
Travel Medicine course. Travel medicine, also known as travel health or emporiatrics, is a branch or
specialization of medicine that specifically studies diseases and health conditions resulting from travel
The material used in the dedication for hotel staff is in line with the teaching materials from the
Travel Medicine course. Travel medicine, also known as travel health or emporiatrics, is a branch or
specialization of medicine that specifically studies diseases and health conditions resulting from travel
and their management efforts (Wirawan & Made, 2016). Various health problems are often experienced
by tourists during their travels. Therefore, preventive measures are needed for tourists (Wirawan et al.,
2020). The material for the dedication on basic life support practice is adjusted according to the basic
life support protocol prepared by the Ministry of Health of the Republic of Indonesia. The basic life
support training material is also tailored to the needs of participants who are classified as non-healthcare
professionals. Therefore, the depth of the material, the number of meetings, and the training delivery
methods are adjusted for the general public. The implementation of community dedication activities is
divided into 5 meetings, as shown in Table 2. Table 2. Schedule
1st Meeting
Activities
- Introduction between the service team and service participants
- Explanation of the reasons and benefits of service activities
- Explanation of the methods of service activities
- Explanation of the evaluation of service activities
- Pretest
Goals
- Introduction to the service team and introducing the reasons, benefits and methods of
implementing the service program. Discussion The training on basic life support is typically provided to medical professionals. However,
emergency victims are often encountered in various locations far from healthcare facilities. The success
of emergency patient management is determined by the quality of the first aid received before receiving
medical treatment. Proficiency in providing basic life support increases the success rate of managing
patients with cardiac arrest. Therefore, the ability to provide assistance in cases of respiratory and cardiac
arrest needs to be imparted not only to healthcare professionals but also to other professions. One
profession that needs to acquire knowledge about basic life support is hotel staff. The skills required by
hotel staff for basic life support include the ability to perform cardiopulmonary resuscitation (CPR), which
involves chest compressions and airway management to maintain blood circulation and oxygenation in
patients experiencing a heart attack. Another essential skill for hotel staff is understanding wound care
and how to manage bleeding and other injuries (My CPR Now, 2024; Sing, 2023).fi Basic life support training is essential for hotel staff as it enables them to provide first aid in
emergency situations. This training aims to enhance employees’ skills in delivering first aid and basic life
support. Basic life support training encompasses various skills, such as cardiopulmonary resuscitation,
wound management, and other emergency actions. Basic life support training can be conducted in
various settings, including hotels, and involves learning methods such as theory, discussion, and practical
sessions. Therefore, basic life support training is highly relevant and crucial for enhancing the readiness
of hotel staff in dealing with emergencies and providing safe service to their guests (Mayfield, 2021). Based on research conducted at a hotel, it was found that basic life support training improves
the knowledge and preparedness of hotel staff in providing first aid for emergencies. Approximately
60% of hotel staff were found to have good knowledge of basic life support after receiving training
(Prihastini et al., 2023). Contrary results were found among healthcare workers. Although the degree
of training and proficiency in basic life support differs between healthcare workers and hotel staff, the
knowledge of hotel staff was found to be higher than that of healthcare workers. A study found that
only 12% of healthcare workers had adequate knowledge of basic life support (Chaudhary et al., 2023). Activity Materia
The mate
Activity Materials Schedule | 60 | Training hotel staff in early emergency management to enhance tourist comfort at Ubud Raya Resort area
Luh Seri Ani, Made Agus Hendrayana, Ni Komang Matalia Gandari, Ida Ayu Agung Laksmi, I Made Cahyadi Agastiya, Govinda Vittala,
I Gusti Ngurah Juniartha, Ida Bagus Nyoman Putra Dwija Activity Materia
The mate
Activity Materials - Introduce the activity and evaluation methods used in implementing this service program
- To find out the initial knowledge of service participants, so that the presenters can adjust
the material provided
2nd Meeting
Activities
- Providing material on the topic of potential emergency risks for tourists
Goals
- To be able to provide knowledge to participants regarding the risks of emergencies for
tourists
3rd Meeting
Activities
- Explanation of the meaning, objectives, procedures and evaluation of providing basic
life support
Goals
- To provide knowledge about basic life support for tourists
4th Meeting
Activities
- Practice of providing basic life support by service participants
Goals
- To provide experience and make service participants able to carry out basic life support
correctly
5th Meeting
Activities
- Post test
Goals
- To determine changes in the level of knowledge and abilities of participants in carrying
out basic life support correctly Table 2. Schedule
1st Meeting
Activities
- Introduction between the service team and service participants
- Explanation of the reasons and benefits of service activities
- Explanation of the methods of service activities
- Explanation of the evaluation of service activities
- Pretest
Goals
- Introduction to the service team and introducing the reasons, benefits and methods of
implementing the service program. - Introduce the activity and evaluation methods used in implementing this service program
- To find out the initial knowledge of service participants, so that the presenters can adjust
the material provided
2nd Meeting
Activities
- Providing material on the topic of potential emergency risks for tourists
Goals
- To be able to provide knowledge to participants regarding the risks of emergencies for
tourists
3rd Meeting
Activities
- Explanation of the meaning, objectives, procedures and evaluation of providing basic
life support
Goals
- To provide knowledge about basic life support for tourists
4th Meeting
Activities
- Practice of providing basic life support by service participants
Goals
- To provide experience and make service participants able to carry out basic life support
correctly
5th Meeting
Activities
- Post test
Goals
- To determine changes in the level of knowledge and abilities of participants in carrying
out basic life support correctly Table 2. Discussion Most healthcare workers, especially nurses, require improvement in their knowledge of basic life support
(Adal & Emishaw, 2023).f The emergency training activities for hotel staff that have been conducted are considered
successful. Based on the evaluation results, the success of the implementation of the activities was
attributed to the appropriateness of the timing and the number of meetings planned beforehand. This
success was influenced by the support from the hotel staff and management themselves. Despite the
increasing hotel visits and the busy schedules of hotel staff, the training activities proceeded smoothly. Additionally, the expertise and delivery methods of the service team were considered engaging, resulting
in enthusiastic participation from the service participants from the first meeting to the end. Interviews
also revealed that training participants perceived the benefits of this basic life support training. The skills
acquired can be applied to guests staying at the hotel where they work. Previously, if guests experienced
health problems or emergencies, the hotel staff only contacted the clinic for assistance without providing
first aid to the victims.f Based on the pretest and post-test evaluations, it was found that the knowledge of hotel staff is
assumed to increase after receiving information about the potential risks of emergencies for tourists. The
average pretest knowledge score was 37.3±1.4, which increased to 78.9±16.2 in the post-test. Similarly,
the ability of participants to practice basic life support improved. The average pretest score for basic life
support skills among hotel staff was 28.3±2.2, which increased to 82.4±21.6 in the post-test. This success | 61 | ABDIMAS: Jurnal Pengabdian Masyarakat Universitas Merdeka Malang
Volume 9, No 1, February 2024: 56-64 ABDIMAS: Jurnal Pengabdian Masyarakat Universitas Merdeka Malang
Volume 9, No 1, February 2024: 56-64 can be attributed to the methods used in providing basic life support training to hotel staff. The method
used was a combination of presentations and direct practice of basic life support, ensuring that the
techniques were performed correctly and effectively. An approach combining mini-lectures and practical
sessions is an effective method for delivering education and basic life support training to the general
public, thereby enhancing their ability to provide first aid in emergency situations (Ghozali et al., 2023).f can be attributed to the methods used in providing basic life support training to hotel staff. Discussion The method
used was a combination of presentations and direct practice of basic life support, ensuring that the
techniques were performed correctly and effectively. An approach combining mini-lectures and practical
sessions is an effective method for delivering education and basic life support training to the general
public, thereby enhancing their ability to provide first aid in emergency situations (Ghozali et al., 2023).f Although the knowledge and skills of hotel staff appear to have improved, there are still some
points of knowledge and skills that need to be enhanced. Some questions about basic life support were
found to have low scores after lectures on basic life support. These questions pertained to the correct
location for performing chest compressions, the frequency and speed of chest compressions, and the
depth of pressure during chest compressions. These scores were 43.7, 37.5, and 31.2, respectively. Similarly, low scores were found for practical skills in basic life support. The lowest score was found in
the skill of checking the pulse to ensure the absence of a pulse, with a score of 42.8. The low scores
of knowledge and skills obtained by hotel staff may be because the basic life support training was
conducted for the first time. Therefore, basic life support training is recommended to be conducted
regularly every six months, with a focus on knowledge and skills points that are still categorized as less
proficient. This activity also has limitations that may hinder the success of the Community Service program. The time interval between the pretest and post-test evaluations of participants’ knowledge and skills is
relatively short, so this assessment may not reflect participants’ knowledge and skills over the long term. Another limitation is the use of instructional aids in training, which may differ from the actual situation
when basic life support is applied directly to victims. Therefore, the limitations of this service need to be
considered to ensure the success of the program being conducted (Lahaya et al., 2021). 4.
CONCLUSION AND RECOMMENDATIONS The service activity for hotel staff was successfully conducted. The success of implementing
this activity was assessed based on the adequacy of the timing and the number of meetings planned
beforehand. Success was also observed in the improvement of participants’ knowledge and skills after
receiving basic life support training. However, some points of knowledge and skills that need to be
enhanced were still identified. The factors supporting the success of this dedication include support
from the hotel staff and management, as well as the expertise and delivery methods of the service team,
which were deemed engaging, resulting in enthusiastic participation from the participants from the first
meeting to the end. On the other hand, factors hindering this dedication activity include the relatively
short time interval between the pretest and post-test evaluations of participants’ knowledge and skills,
which may not fully reflect participants’ knowledge and skills over the long term. Additionally, the use of
instructional aids in training may create different situations and conditions compared to when basic life
support is applied directly to victims. Based on the evaluation results of the training, it was found that there were still low scores of knowledges
and skills on basic life support, so it is recommended to provide basic life assistance training on a regular basis
once in six months with emphasis on the point-point of the knowledge and skill assessed as under-mastered. In
addition, in order to overcome the limitations in the use of security tools, it is recommended that service activities
for hotel staff be carried out with simulation methods involving health personnel as well as supporting advice to
provide a more realistic situation so that it can provide experience for the hotel staff in the implementation of
basic life support. | 62 | Training hotel staff in early emergency management to enhance tourist comfort at Ubud Raya Resort area
Luh Seri Ani, Made Agus Hendrayana, Ni Komang Matalia Gandari, Ida Ayu Agung Laksmi, I Made Cahyadi Agastiya, Govinda Vittala,
I Gusti Ngurah Juniartha, Ida Bagus Nyoman Putra Dwija Training hotel staff in early emergency management to enhance tourist comfort at Ubud Raya Resort area
Luh Seri Ani, Made Agus Hendrayana, Ni Komang Matalia Gandari, Ida Ayu Agung Laksmi, I Made Cahyadi Agastiya, Govinda Vittala,
I Gusti Ngurah Juniartha, Ida Bagus Nyoman Putra Dwija ACKNOWLEDGEMENTS Acknowledgment to the management of the Ubud Raya Resort-Bali Hotel who has become a
partner in this service activity. Acknowledgment was also given to the Travel Medicine Unit of FK Unud,
for financing this service activity. REFERENCES Adal, O., & Emishaw, S. (2023). Knowledge and attitude of healthcare workers toward advanced
cardiac life support in Felege Hiwot Referral Hospital, Bahir Dar, Ethiopia, 2022. SAGE Open
Medicine, 11. https://doi.org/10.1177/20503121221150101 Aditianingsih, D. (2022, August 9). Bantuan hidup dasar (basic life support and first aid training). Kemenkes: Direktorat Jenderal Pelayanan Kesehatan. https://yankes.kemkes.go.id/view_
artikel/1241/bantuan-hidup-dasar-basic-life-support-and-first-aid-training Bali Tripon. (2022, March 18). Top 12 aktivitas wisata di Ubud yang populer dan wajib dicoba. Bali
Tripon. Retrieved from: https://www.balitripon.com/aktivitas-wisata-di-ubud/ Chaudhary, G. P., Sah, K., Malla, J., Das, N., Chaudhary, S., Chaudhary, I., & Pandey, J. (2023). Knowledge
regarding Basic Life Support among Health Care Workers of the Hospital of Nepal. Journal of
Healthcare Engineering, 2023. https://doi.org/10.1155/2023/9936114 Ghozali, M. T., Nugraheni, T. P., & Halimatussa’diyah, S. (2023). Pelatihan Dasar Manajemen Bantuan
Hidup Dasar (BHD) Karang Taruna Dusun Sribit Dan Sekarsuli, Kapanewon Berbah, Sleman,
Yogyakarta. Jurnal Surya Masyarakat, 5(2), 244-249. https://doi.org/10.26714/jsm.5.2.2023.244-249 Lahaya, I. A., Rahman, S. F., & Bate, C. I. G. (2021). Perencanaan dan Penganggaran Badan Usaha milik
Desa (BUMDes) Karya Mandiri Desa Sepakat Kutai Kartanegara [Community Service Report]. Universitas Mulawarman Samarinda. Mayfield, G. (2021, July 4). Workplace CPR training helps hotel employee save a guest’s life | BLS,
PALS, ACLS and First Aid. Health Force Training Center. https://www.healthforcetrainingcenter. com/post/workplace-cpr-training-helps-hotel-employee-save-a-guest-s-life-bls-pals-acls-
and-first-aid My CPR Now. (n.d.). First aid training for the hospitality industry. My CPR Now. Retrieved from:
https://cprcertificationnow.com/blogs/mycpr-now-blog/first-aid-training-for-the-hospitality-
industry-a-must-have-skill Prihastini, K. A., Nugraha, I. M. A., & Putra, I. G. N. R. (2023). Pengaruh pelatihan Bantuan Hidup Dasar
(BHD) terhadap pengetahuan Karyawan Hotel XX sebagai upaya kesiapsiagaan dalam kasus
kegawatdaruratan. Proceedings Seminar Psikologi Bencana, 9-15. Ruminem, R. (2021). Konsep kebutuhan rasa aman dan nyaman [Teaching Materials]. Universitas
Mulawarman Samarinda. http://repository.unmul.ac.id/handle/123456789/36880 Sing, M. (2023, March 10). Is important to have a basic first aid training for hotel and school staff? LinkedIn. https://www.linkedin.com/pulse/important-have-basic-first-aid-training-hotel-
school-staff-mihir-sing Sugiharto, J. (2023, January 20). Banyak turis asing kecelakaan di Bali, ini datanya. Tempo. https://
otomotif.tempo.co/read/1681861/banyak-turis-asing-kecelakaan-di-bali-ini-datanya | 63 | ABDIMAS: Jurnal Pengabdian Masyarakat Universitas Merdeka Malang
Volume 9, No 1, February 2024: 56-64 ABDIMAS: Jurnal Pengabdian Masyarakat Universitas Merdeka Malang
Volume 9, No 1, February 2024: 56-64 ABDIMAS: Jurnal Pengabdian Masyarakat Universitas Merdeka Malang
Volume 9, No 1, February 2024: 56-64 Warta Bali. (2022, April 17). Kunjungan wisatawan ke Ubud meningkat signifikan. Warta Bali Online. https://wartabalionline.com/2022/04/17/kunjungan-wisatawan-ke-ubud-meningkat-
signifikan/ Warta Bali. (2022, April 17). Kunjungan wisatawan ke Ubud meningkat signifikan. Warta Bali Online. https://wartabalionline.com/2022/04/17/kunjungan-wisatawan-ke-ubud-meningkat-
signifikan/ Wirawan, A., & Made, I. (2016). Kesehatan pariwisata: Aspek kesehatan masyarakat di daerah tujuan
wisata. Archive of Community Health, 3(1), 9-14. Wirawan, A., & Made, I. (2016). Kesehatan pariwisata: Aspek kesehatan masyarakat di daerah tujuan
wisata. Archive of Community Health, 3(1), 9-14. Wirawan, I. M. A., Putri, W. C. W. S., Kurniasari, N. M. D., Mulyawan, K. H., Hendrayana, M. A., & Suharlim,
C. (2020). Geo-mapping of hazards, risks, and travel health services in Bali: Results from the
first stage of the integrated travel health surveillance and information system at destination
(TravHeSID) project. Travel Medicine and Infectious Disease, 37. https://doi.org/10.1016/j. tmaid.2020.101698 | 64 |
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Numerical simulation of polymer flooding in water flooding reservoir
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Numerical simulation of polymer flooding in water flooding
reservoir Xiaofei Sun*, Qingquan Zhang, Zhiyi Teng, Xueqian Wang, and Jiaming Cai etroleum Engineering, China University of Petroleum (East China), Qingdao, China Abstract. Different influencing factors in the process of polymer flooding have different degrees of influence
on the development effect, so it is necessary to carry out the dynamic prediction of polymer flooding before
implementing the development scheme. In this study, the reservoir model of C Block is established and the
production performance is fitted. The fitted reservoir model is used to study the influence of polymer
concentration, injection time, injection rate multiple and injection timing on the development effect of C
Block. The results show that the cumulative oil production increases gradually with the increase of polymer
concentration, and combined with the principle of economic development, there is an optimal polymer
concentration in C Block, which is 0.15 wt%; With the increasing of injection time and injection rate multiple,
the cumulative oil production and incremental oil production (compared with water flooding) show an
increasing trend; For injection timing, the earlier polymer injection is more conducive to obtaining higher
cumulative oil production and oil increment. The cumulative oil production under the optimal development
scheme of C block is 23.8494×104 m3, which is 1.5042×104 m3 higher than that of water flooding. 2.1 Establishment of geological model Based on seismic, logging and reservoir test data, the
geological model (grid and reservoir properties)
established by petrel software was imported into CMG-
SRATS software. The reservoir structure and properties
are shown in Fig.1. The model has 47×25×25 (29375)
grids. grids. (a) Structural model (b) Permeability
(c) Porosity (d) Oil saturation
Figure 1. Numerical simulation model of C block. g
p
y [
]
The C Block has experienced the stages of natural energy
development, initial water injection and subdivided water
injection development. In 2017, the production of
injection-production adjustment reached the peak. It is
urgent to carry out the research on polymer flooding
scheme to improve oil production. Therefore, in order to
scientifically develop reservoirs, it is necessary to
evaluate the stimulation effect of the scheme before the
implementation scheme [5]. In this paper, the CMG-
SRATS software is used to study the development effect
of different influencing factors of polymer flooding. Finally, the development effect under the optimal scheme
is predicted, so as to provide theoretical basis and
guidance for the implementation of polymer flooding in
future. (d) Oil saturation Figure 1. Numerical simulation model of C block. * Corresponding author: 1209475702@qq.com © The Authors, published by EDP Sciences. This is an open access article distributed under the terms of the Creative Commons Attribution
License 4.0 (http://creativecommons.org/licenses/by/4.0/). 2. Reservoir model At present, most oil fields in eastern China have entered
the late stage of high water cut development, and the
existing water flooding cannot excavate more remaining
oil [1]. So improving oil recovery at a small economic cost
is the main task at present. In China, polymer flooding is
one of the most mature and widely used EOR methods in
tertiary oil recovery technology [2]. Polymer flooding is
to inject polymer solution into the oil reservoir and
increase recovery by changing mobility ratio and
increasing sweep efficiency [3, 4]. https://doi.org/10.1051/e3sconf/202235201077 https://doi.org/10.1051/e3sconf/202235201077 E3S Web of Conferences 352, 01077 (2022)
ESAT 2022 2.2 Establishment of fluid model The results of history matching are
shown in Fig.2. It can be seen from Fig.2 that the fitting
accuracy of actual production data and model data is high,
which provides a reliable reservoir model for subsequent
program prediction research. Table 2. Development schemes under different polymer
concentration. Scheme
number
Injection
timing
year
Polymer
concentration
wt.%
Injection
time
year
Injection
rate
multiple
1
1
0(water
flooding)
5
1
2
1
0.01
5
1
3
1
0.05
5
1
4
1
0.1
5
1
5
1
0.15
5
1
6
1
0.2
5
1
Figure 3. Simulation results under different polymer
concentration. Table 2. Development schemes under different polymer
concentration. Figure 2. Historical matching results of oil production and
water cut in the whole area. Figure 3. Simulation results under different polymer
concentration. Figure 2. Historical matching results of oil production and
water cut in the whole area. Figure 3. Simulation results under different polymer
concentration. 3.2 Effect of injection time Combined with the field operation parameters of C Block,
the development schemes under different influence
parameters of polymer flooding are formulated, and the
influences of polymer concentration, injection time,
injection rate multiple and polymer injection timing on the
development effect are studied. Table 3 and Fig.4 show the development schemes and
simulation results of polymer flooding under different
injection time. It can be seen from Fig.4 that with the
increase of polymer injection time, the cumulative oil
production
increased
from
22.5028×104
m3
to
23.1396×104 m3. This is because the amount of polymer
increases as the injection time increases. The crude oil in
the pores is continuously affected and produced under the
action of more polymers, thereby increasing the
cumulative oil production and incremental oil production. 2.2 Establishment of fluid model In order to fully simulate the mechanism of enhanced oil
recovery by polymer flooding, three components are
defined in the fluid model of CMG, including oil, water
and polymer. The fluid model not only defines the basic
properties of oil and water, but also considers some
special properties of polymer, such as viscosity, residual E3S Web of Conferences 352, 01077 (2022)
ESAT 2022 https://doi.org/10.1051/e3sconf/202235201077 resistance factor and so on. Table 1 shows the rock and
fluid properties in the model. resistance factor and so on. Table 1 shows the rock and
fluid properties in the model. Table 1. Rock and fluid properties in the model
Reservoir
Val
ue
oil
Val
ue
Polymer
Val
ue
Depth, m
21
70
Density,
g/cm3
0.9
6
Density, g/cm3
1.0
08
Pressure,
MPa
21. 7
Viscosity,
mPa·s
8.5
Viscosity,
mPa·s
20
9.3
Temperat
ure, °C
80
Volume
factor
1.0
35
Residual
resistance
factor
2 concentration, the cumulative oil production and
incremental oil production (compared with water flooding)
increase gradually. This is because with the increase of
polymer concentration, the entanglement intensity of the
molecular chain increases due to the characteristic that the
single molecular chain of the polymer is easy to tangle
with each other. Therefore, the increase of the traction
radius of the polymer molecule causes the residual oil at
both ends of the pores to be dragged out, thereby
increasing the volume sweep coefficient. However, when
the polymer concentration increased from 0.15 % to 0.2 %,
the cumulative oil production only changed 0.055×104
m3. This is due to the fact that the polymer injected in the
early stage can be adsorbed and mechanically detained on
the reservoir rock, resulting in the weakening of the
polymer flooding ability and mobility of subsequent
injection. In addition, according to the principle of
economic
development,
the
optimal
polymer
concentration is 0.15 wt %. 2.3 Establishment of production dynamic model
Production dynamic model is the dynamic presentation of
reservoir development process and production situation. Based on the production parameters of C Block, the
production dynamic model is established. In order to
ensure that the established reservoir model can better
reflect the actual reservoir conditions and complete the
study of polymer flooding development effect, the
cumulative oil production and water cut are taken as the
fitting target, and the history matching is carried out by
adjusting the relative permeability curve and other
reservoir parameters. Table 5. Optimal parameters of target block. Injection
timing
year
Polymer
concentration
wt.%
Injection
time
year
Injection
rate multiple
1
0.15
5
1.4 4. Conclusion Based on the relatively fine geological model and history
matching, the well-fitting reservoir model is used to
complete the research on the influence of different
polymer flooding parameters in C Block. The
development effect of the optimal development scheme is
predicted, and the relevant conclusions are obtained as
follows: Figure 5. Simulation results at different injection rate
multiples. 3.1 Effect of polymer concentration Table 2 and Fig.3 show the development schemes and
simulation results under different polymer concentration. It can be seen from Fig.3 that with the increase of polymer 2 2 E3S Web of Conferences 352, 01077 (2022)
ESAT 2022 https://doi.org/10.1051/e3sconf/202235201077 Table 4. Development schemes under different injection
timing. Scheme
number
Injection
timing
year
Polymer
concentration
wt.%
Injection
time
year
Injection
rate
multiple
1
1
0.2
5
1
2
2
0.2
5
1
3
3
0.2
5
1
4
4
0.2
5
1
5
5
0.2
5
1
Figure 6. Simulation results under different polymer injection
timing. Table 3. Development schemes of polymer flooding under
different injection time. Scheme
number
Injection
timing
year
Polymer
concentration
wt.%
Injection
time
year
Injection
rate
multiple
1
1
0.2
1
1
2
1
0.2
2
1
3
1
0.2
3
1
4
1
0.2
4
1
5
1
0.2
5
1
Figure 4. Simulation results under different injection time. Table 4. Development schemes under different injection
timing. Table 3. Development schemes of polymer flooding under
different injection time. Figure 4. Simulation results under different injection time. Figure 6. Simulation results under different polymer injection
timing. 3.5 Prediction of optimal development scheme 3.5 Prediction of optimal development scheme
Combined with the influence of different polymer
flooding parameters and the principle of economic
development, the optimal development scheme is shown
in table 5. The cumulative oil production under this
scheme is 23.8494×104 m3, which is 1.5042 ×104 m3
higher than that of water flooding. Fig.5 shows the simulation results of polymer flooding
under different injection rate multiples (0.6~1.4). It can be
seen from Fig.5 that with the increase of injection rate
multiple, both cumulative oil production and incremental
oil production show an increasing trend. Figure 5. Simulation results at different injection rate
multiples. Table 5. Optimal parameters of target block. Injection
timing
year
Polymer
concentration
wt.%
Injection
time
year
Injection
rate multiple
1
0.15
5
1.4 Table 5. Optimal parameters of target block. 3.4 Effect of polymer injection timing Table 4 and Fig.6 show the development plan and
simulation results under different polymer injection
timing. It can be seen from Fig.6 that the earlier polymer
injection is more conducive to obtaining higher
cumulative oil production and oil increment. When the
injection starts in the first year, the cumulative oil
production
can
reach
23.196×104m3,
which
is
0.7944×104m3 higher than that of water flooding. This is
because the early injection can give full play to the role of
polymer and increase the amount of crude oil affected. (1)The cumulative oil production increases gradually
with the increase of polymer concentration, and the
optimal polymer concentration is 0.15 wt% in the target
area; With the increase of injection time and injection rate
multiple, the cumulative oil production gradually
increases; The earlier polymer injection is more
conducive to obtaining higher cumulative oil production
and incremental oil production. 3 https://doi.org/10.1051/e3sconf/202235201077 E3S Web of Conferences 352, 01077 (2022)
ESAT 2022 (2)The cumulative oil production under the optimal
development scheme is 23.8494×104m3, which is
1.5042×104m3 higher than that of water flooding. References 1. C. Sun, J. Hou, G.M. Pan, et al. Optimized polymer
enhanced foam flooding for ordinary heavy oil
reservoir after cross-linked polymer flooding, J. Sci. Journal of Petroleum Exploration & Production
Technology, China University of Petroleum (East
China), 6 (2016):777-785. 2. H. Yu, Y. Wang, W. Ji , et al. A Laboratory Study of
the Microgel Used for Polymer Flooding, J. Sci. Petroleum
Science
and
Technology,
China
University of Petroleum (East China), 29(2011):715-
727. 3. Z.H. Chen, X.T. Zhao, Z.B. Wang, et al. A
comparative study of inorganic alkaline/polymer
flooding and organic alkaline/polymer flooding for
enhanced heavy oil recovery, J. Sci. Colloids and
Surfaces A: Physicochemical and Engineering
Aspects, China University of Petroleum (East China),
469(2015):150-157. 4. A.M. Alsofi, M.J. Blunt. Polymer flooding design
and optimization under economic uncertainty, J. Sci. Journal of Petroleum Science & Engineering,
Imperial College London, 124(2014):46-59. 5. M. Algharaib, A.A. lajmi, R. Gharbi. Improving
polymer flood performance in high salinity reservoirs,
J. Sci. Journal of Petroleum Science & Engineering,
Kuwait University, 115(2014):17-23. 4
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|
English
| null |
Design Guidelines for the Development of Virtual Reality and Augmented Reality Training Systems for Maintenance and Assembly Tasks
|
Bio web of conferences/BIO web of conferences
| 2,011
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cc-by
| 2,790
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Abstract The current work describes design guidelines for
the development of Virtual Reality (VR) and
Augmented Reality (AR) platforms to train technicians
on maintenance and assembly tasks of industrial
machineries. The main skill involved in this kind of
tasks is the procedural skill. Based on past literature
and studies conducted within the SKILLS project,
several main design guidelines were formulated. First,
observational learning integrated properly within the
training protocol increases training efficiency. Second,
training protocols combining physical and cognitive
fidelity enhances procedural skills acquisition. Third,
guidance aids should be provided in a proper and
controlled way. And last, enriched information about
the task helps trainees to develop a useful mental
model of the task. These recommendations were
implemented in both VR and AR training platforms. Design Guidelines for the Development of Virtual Reality and Augmented
Reality Training Systems for
Maintenance and Assembly Tasks Nirit Gavish * Teresa Gutierrez *†
Sabine Webel ‡
Jorge Rodriguez*‡
Franco
Tecchia**
(*)Technion – Israel Institute of Technology, Israel
(*†)TECNALIA, Spain
(‡)Fraunhofer IGD, Germany
(*‡)CEIT – University of Navarra, Spain
(**)PERCRO - Scuola Superiore Sant'Anna, Italy E-mail: niritg@tx.technion.ac.il, teresa.gutierrez@tecnalia.com,
sabine.webel@igd.fraunhofer.de, jrodriguez@ceit.es, franco@sssup.it fundamentally a combination of two elements: the
comprehension of the basic working principles of the
machines to be maintained, and, more important, the
learning of complex procedures (sequence of steps) to
be performed in order to assemble or replace some
parts of the machine. Hence, the main skill involved in
a maintenance and assembly task is the procedural
skill. Procedural skills reflect the ability of the operator
to obtain a good mental representation of how to
perform each of the steps of a task and the correct
order to perform them, which is reflected in their
hierarchic organization [1]. They are based on both
procedural memory and on a good and correct mental
model of the machine, its components and required
tools. Until now, coherent recommendations for
designing VR and AR systems for procedural skills
training in a general context, and for IMA activities
training specifically, are still missing. BIO Web of Conferences 1, 00029 (2011)
DOI: 10.1051/bioconf/20110100029
© Owned by the authors, published by EDP Sciences, 2011 BIO Web of Conferences 1, 00029 (2011)
DOI: 10.1051/bioconf/20110100029
© Owned by the authors, published by EDP Sciences, 2011 1 SKILLS project (IST-2006-035005) 3.1
Observational learning The common approach to training with VR training
systems is the enactive approach, which stresses the
importance of physical action within the environment
to improve perception and enhance learning. However,
under the theory of embodied cognition, verbal or
visual stimuli are neurologically coupled with – and
can
prime –
related
motor
activities. Hence,
observational learning might replace active learning
during some part of the training process. Two studies
were conducted to address the use of observational
learning in VR training systems. Figure 1. IMA-VR Training Platform: the trainee interacts and
manipulates the virtual scene combining haptic, audio and visual
feedback. The platform can be used with different types of haptic
devices such as desktop workspace (right) and large workspace
(left). g
g y
The first study made use of a 75-steps Lego
assembly task, where the trainees had to learn how to
assemble a model helicopter [2]. Training was
performed using a 3D haptic virtual reality system. Two conditions were compared: an active condition, in
which trainees had to both identify each target brick
and assemble it correctly in the Lego model; and a
partly observational learning condition, in which
trainees were required only to select the correct brick,
which would then be automatically positioned by the
system. Results showed that training time was reduced
substantially with the incorporation of an observational
learning phase, while final performance with the real
Lego task was similar for both conditions. Thus,
observational learning enhances training efficiency if it
is integrated properly within Virtual Reality-based
training. The second study [3] demonstrated that
preliminary observational learning, in which the
training starts with a demonstration, and the trainee
performs the task only after acquiring a basic
knowledge of the necessary steps, can shorten training
time. Figure 1. IMA-VR Training Platform: the trainee interacts and
manipulates the virtual scene combining haptic, audio and visual
feedback. The platform can be used with different types of haptic
devices such as desktop workspace (right) and large workspace
(left). In the IMA-AR platform, the trainee interacts with
the real machine and tools using a tablet PC that acts as
interactive see-through device. For this purpose, a
camera is attached to the tablet PC. A moveable mount
allows for depositing the tablet PC and still using it as
see-through device. Thus, the trainee has both hands
free for physically performing the training task. 3.1
Observational learning Furthermore, the trainee is equipped with a vibrotactile
bracelet that is used for providing additional
information through haptic feedback. See Figure 2. Figure 2. The trainee interacts with the IMA-AR platform using a
tablet PC that acts as see-through device. Additional haptic feedback
is presented to the trainee via a vibrotactile bracelet. The interactive
training application is running on the tablet PC. Based on these studies, preliminary observational
learning strategy was implemented in the IMA-VR
platform. In this strategy, instead of having an active
interaction with the virtual scenario, trainees just watch
the system which provides visual information about
how to undertake the task in order to help trainees to
develop a mental model of the assembly/disassembly
process. This strategy is being used at the beginning of
the training process. Figure 2. The trainee interacts with the IMA-AR platform using a
tablet PC that acts as see-through device. Additional haptic feedback
is presented to the trainee via a vibrotactile bracelet. The interactive
training application is running on the tablet PC. 3. Design
guidelines:
research
and
implication in the training platforms During the SKILLS project, several studies have
been conducted in order to develop design guidelines
for the VR and AR IMA training platforms. The
fundamental research enabled us to provide applicative
recommendations,
which
were
applied
in
the
platforms. Four main domains of research will be 1. Introduction Within the SKILLS project1, two different platforms
were developed for the training of IMA tasks, one
based on Virtual Reality technologies (IMA-VR) and
the other one based on Augmented Reality (IMA-AR). Using the IMA-VR system, the trainee learns the task
within a virtual environment. In the IMA-AR system
the trainee learns the task through assembly operations, The current work describes design guidelines for the
development of Virtual Reality (VR) and Augmented
Reality (AR) platforms to train technicians on
maintenance
and
assembly
tasks
of
industrial
machineries. These machineries usually need complex
and lengthy maintenance procedures to be performed
periodically by teams of highly trained technicians. Industrial maintenance and assembly (IMA) training is This is an Open Access article distributed under the terms of the Creative Commons Attribution-Noncommercial License 3.0,
which permits unrestricted use, distribution, and reproduction in any noncommercial medium, provided the original work is
properly cited. This is an Open Access article distributed under the terms of the Creative Commons Attribution-Noncommercial License 3.0,
which permits unrestricted use, distribution, and reproduction in any noncommercial medium, provided the original work is
properly cited. Article available at http://www.bio-conferences.org or http://dx.doi.org/10.1051/bioconf/20110100029 BIO Web of Conferences which
are
linked
to
the
real
machines
by
superimposing virtual objects on the live camera
image, and using the real instruments for interaction. discussed: observational learning, cognitive fidelity
versus physical fidelity, guidance aids and enriched
information. In the IMA-VR platform, the trainees interact with
the virtual machine and tools in a multimodal way
combining haptic, audio and visual feedback, see
Figure 1. This platform provides different multimodal
aids, not available in the real world, that help and guide
the trainees during the training process. It also allows
remote
supervision/training
through
an
on-line
interaction between trainer and trainee. 3.3
Guidance aids During the execution of a task, the trainees will
sometimes need to receive direct information about
how to proceed with the current step: guidance aids. However, the addition of guidance aids can have
adverse effects on performance, because it encourages
shallow performance strategies and little exploration. To
examine
this
potential
training
trap,
two
experimental studies were conducted. A study was conducted to compare real-world
training and two alternative virtual trainers, one
emphasizing the physical fidelity and the other the
cognitive fidelity of the task [4]. Participants were
randomly assigned to one of four training groups in the
75-steps Lego assembly task: Virtual-Physical Fidelity,
Cognitive Fidelity, Real-World and Control. A post-
training test to assess the development of procedural
skills was conducted. Results demonstrated the
Cognitive Fidelity training was inferior in terms of test
time compared with the Real-World training. In
contrast, only the Real-World and the Cognitive
Fidelity groups required significantly less time than the
Control group for error correction. Conclusions are that
the two training methods have complementary
advantages, hence combining physical fidelity and
cognitive training methods enhances procedural skills
acquisition. In the first study [5], each trainer instructed trainees
on how to perform a 3D virtual puzzle in two
conditions: Vocal guidance, where only
vocal
instructions were possible, and vocal guidance with
mouse pointing, where the trainer could also use a
mouse to point out the target positions on the trainee’s
screen. The results showed that while the use of the
mouse pointer reduced trainees’ mental load during
training, it also drastically lowered performance level
on a non-supervised test. These results suggest that the
addition of guidance information should be considered
very carefully. However, specific training protocols
can improve the use of guidance tools. This was the goal of the second study. This study
made use of the 75-steps Lego assembly task and a 3D
haptic virtual reality system. Two conditions were
compared: building the virtual Lego model with the
help of a printed instructions book (with step-by-step
diagrams of the 75 stages); and building the virtual
Lego with the help of direct aids provided by the
virtual platform (change the color of the target brick
and then show a copy in its the final position) but only
on participants’ demand. Both groups performed
similarly in the real Lego test. The International Conference SKILLS 2011 cognitively represented within the simulator. The
physical fidelity approach claims that the simulator
should replicate the real-world task to the greatest
degree possible. In contrast, the cognitive fidelity
approach states that the simulator should engage the
trainee in the type of cognitive activities involved in
the real-world task, without needing to duplicate the
physical elements of the task. 3.2 Procedural skills are acquired through repeated
exposure to a certain task. Hence, it is important to
determine whether this task should be physically or 00029-p.2 The International Conference SKILLS 2011 4. Conclusions Several past studies have demonstrated that when
learners of a new procedural task are provided with
enriched information about the task, in addition to the
"how-to-do-it" knowledge, their performance becomes
more accurate, faster and more flexible. This
information enhances the building of the trainee’s
mental model about the task [6], and, as a result,
improves performance. Taking into account that
industrial maintenance tasks are based on complex
procedures, it was proposed to divide the whole task
into a set of logic sub-tasks. Providing enriched
information about these sub-tasks could help trainees
to develop an appropriate and more accurate mental
model of the whole task. Based on past literature and studies conducted
within the SKILLS project, several main design
guidelines were formulated for the development of VR
and AR training platforms in the IMA domain. The
guidelines are: 1) observational learning integrated
properly within the training protocol increases training
efficiency; 2) training protocols combining physical
and cognitive fidelity enhance procedural skills
acquisition; 3) guidance aids should be provided in a
proper and controlled way; and 4) enriched information
about the task helps trainees to develop a useful mental
model of the task. The recommendations were
implemented in both IMA-VR and IMA-AR platforms
and tested in a skills transfer evaluation performed by
technicians. A study was conducted to explore the efficiency of
providing information in the step or sub-task level in
an industrial task. In this study, the trainees used a
haptic virtual environment to learn how to assemble
part of an actuator. The task was composed of 23 steps
grouped in five sub-tasks. Two conditions were
compared:
assembling
the
actuator
receiving
information in the step level or in the sub-task level. On the following day, participants had to assemble the
real
actuator. Results
showed
that
although
performance time was similar in both groups, the
number of non-solved errors was larger in the group
trained with step level information. The conclusions
are that the use of enriched information should be
encouraged in order to help the trainees develop a
better mental model of the task. 3.3
Guidance aids Results showed that the
use of guidance aids in a proper and controlled way, as
providing aids only on trainees’ demand, does not
impede task learning. These outcomes were implemented in both
platforms. In addition to the high physical fidelity
training, the IMA-VR platform also provides cognitive
training. The cognitive training is carried out by
providing information about the current step not
directly on the manipulated objects, but on a second
display next to the virtual machine in which the system
shows all the pieces and tools involved in the current
step in their final position and a textual aid which
describes the step and lists the names of the necessary
pieces/tools (see Figure 3, left). This implementation
allows cognitive training, since the trainees need to
cognitively translate the display and the textual
information to the actions that must be undertaken with
the manipulated objects. Similarly, in the IMA-AR
platform the information about the step and the
required tools is presented near the real object instead
of using traditional Augmented Reality overlays as 3D
animations (see Figure 3, right). Implementation of these outcomes in the platforms
design is to provide guidance aids in a limited and
controlled way, only when the trainee requests it. In the
IMA-VR platform, the requested guidance aids are
provided by means of visual aids (highlighting the
target tool icon, changing the color of the target piece
or displaying a copy of the target piece/tools in its final
position) and haptic aids (exerting an attraction force
towards the target piece/position). In the IMA-AR
platform, although a superimposed 3D-animation of a
pulsing circle showing the part of the machine which is
relevant for the performance of the current step is
permanently presented, it provides only a hint about
the required action, and the trainee needs to actively
request additional information. Figure 3. Information about the current step in the IMA-VR platform
(left) and in the IMA-AR Platform (right). Figure 3. Information about the current step in the IMA-VR platform
(left) and in the IMA-AR Platform (right). 00029-p.3 BIO Web of Conferences 5. Acknowledgments The activities described in this paper were carried
out with the financial assistance of the EU which co-
funded the project SKILLS (IST FP6 ICT-IP-035005-
2006) the “Ministerio de Ciencia e Innovación”
(Spain). Authors wishes to thank especially to all the
scientists/technicians who helped in the development
of the IMA training systems from DLR, FhG, CEIT,
PERCRO, SIDEL, TECHNION and TECNALIA. References [1] J.R
Anderson. Acquisition
of
cognitive
skill. Psychological Review, 89, 369-406, 1982. Based on these outcomes both platforms provide the
trainees enriched information by means of information
in the sub-task level and information about the
progress in the task. In the IMA-VR platform, enriched
information in the sub-task level is provided in a
second display in which the system shows the pieces
involved in all the steps of the current sub-task in their
final position (see Figure 4, left). Similarly, in the
IMA-AR platform enriched information is provided
with animated image of the current sub-task along with
a progress bar (see Figure 4, right). [2] N. Yuviler-Gavish, J. Rodríguez, T. Gutiérrez, E. Sánchez, and S. Casado. (Revised and re-submitted). Observational learning versus enactive approach in
virtual reality training. Human Factors. [3] N. Yuviler-Gavish, and M. Shelef (Submitted). Evaluating two modes of observational learning in
cognitive-spatial task training. Applied Cognitive
Psychology. [4] I. Hochmitz, I., & N. Yuviler-Gavish (Accepted). Physical fidelity versus cognitive fidelity training in
procedural skills acquisition. Human Factors. Figure 4. Enriched Information at the sub-task level in the IMA-VR
platform (left) and in the IMA-AR Platform (right). [5] N. Yuviler-Gavish, E. Yechiam, and A. Kallai. Learning
in multimodal training: Visual guidance can be both
appealing
and
disadvantageous in
spatial tasks. International Journal of Human-Computer Studies, 69,
113-122, 2011. [6] N.A. Taagten, D. Huss, D. Dickison, and J.R. Anserdon,
The acquisition of robust and flexible cognitive skills. Journal of Experimental Psychology: General, 137,
548-565, 2008. Figure 4. Enriched Information at the sub-task level in the IMA-VR
platform (left) and in the IMA-AR Platform (right). 00029-p.4
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Do ocaso à revelação: uma breve análise do quadro de arranjo e dos instrumentos de pesquisa da Divisão de Censura de Diversões Públicas à luz da Arquivologia
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Perspectivas em Ciência da Informação
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cc-by
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Do ocaso à revelação: uma breve análise do quadro de
arranjo e dos instrumentos de pesquisa da Divisão de
Censura de Diversões Públicas à Luz da Arquivologia Do ocaso à revelação: uma breve análise do quadro de
arranjo e dos instrumentos de pesquisa da Divisão de
Censura de Diversões Públicas à Luz da Arquivologia Do ocaso à revelação: uma breve análise do quadro de
arranjo e dos instrumentos de pesquisa da Divisão de
Censura de Diversões Públicas à Luz da Arquivologia Pedro Vinicius Asterito Lapera Perspectivas em Ciência da Informação, v.26, número 4, p. 92-112, dez/2021
92
Pedro Vinicius Asterito Lapera I
http://orcid.org/0000-0002-7547-1566
I Universidade Federal Fluminense, RJ, Brasil.
Docente no Programa de Pós-Graduação em Cinema e Audiovisual.
http://dx.doi.org/10.1590/1981-5344/4359
Este artigo apresenta uma análise do quadro de arranjo e
dos instrumentos de pesquisa referentes ao fundo da
Divisão de Censura de Diversões Públicas, custodiado no
Arquivo Nacional. Partindo de uma revisão bibliográfica e
da coleta de dados, pretendemos trabalhar as seguintes
questões: a) de que modos o quadro de arranjo e os
instrumentos
de
pesquisa
orientam
a
busca
por
informações junto ao fundo DCDP? Secundariamente,
como esses instrumentos de pesquisa estão integrados ao
cenário arquivístico institucional e até mesmo nacional?
Palavras-chave:
Descrição
arquivística;
Censura;
Ditadura; Arquivo Nacional.
From twilight to reveal: a brief
analysis of the arrangement and of the
research instruments of Divisão de
Censura de Diversões Públicas
regarding Archivology I Universidade Federal Fluminense, RJ, Brasil. Docente no Programa de Pós-Graduação em Cinema e Audiovisual. I Universidade Federal Fluminense, RJ, Brasil. Docente no Programa de Pós-Graduação em Cinema e Audiovisual. Do ocaso à revelação: uma breve
análise do quadro de arranjo e dos
instrumentos de pesquisa da Divisão
de Censura de Diversões Públicas à luz
da Arquivologia Pedro Vinicius Asterito Lapera I
http://orcid.org/0000-0002-7547-1566 1 A ela, referir-nos-emos como DCDP ao longo deste artigo a partir desse ponto. http://dx.doi.org/10.1590/1981-5344/4359 Este artigo apresenta uma análise do quadro de arranjo e
dos instrumentos de pesquisa referentes ao fundo da
Divisão de Censura de Diversões Públicas, custodiado no
Arquivo Nacional. Partindo de uma revisão bibliográfica e
da coleta de dados, pretendemos trabalhar as seguintes
questões: a) de que modos o quadro de arranjo e os
instrumentos
de
pesquisa
orientam
a
busca
por
informações junto ao fundo DCDP? Secundariamente,
como esses instrumentos de pesquisa estão integrados ao
cenário arquivístico institucional e até mesmo nacional? Palavras-chave:
Descrição
arquivística;
Censura;
Ditadura; Arquivo Nacional. From twilight to reveal: a brief
analysis of the arrangement and of the
research instruments of Divisão de
Censura de Diversões Públicas
regarding Archivology erspectivas em Ciência da Informação, v.26, número 4, p. 92-112, dez/2021 92 Do ocaso à revelação: uma breve análise do quadro de
arranjo e dos instrumentos de pesquisa da Divisão de
Censura de Diversões Públicas à Luz da Arquivologia Pedro Vinicius Asterito Lapera This article presents an analysis of the arrangement and
the research instruments related to the fund of the
Divisão de Censura de Diversões Públicas, kept in Arquivo
Nacional. Based on a bibliographic review and data
collection, we intend to work on these questions: a) in
what ways does the arrangement framework and research
instruments guide the search for information from the
DCDP fund? Secondly, how these instruments guide are
integrated
into
their
institucional and
evennational
context? Keywords: Archivaldescription; Censorship; Dictatorship;
Arquivo Nacional. Keywords: Archivaldescription; Censorship; Dictatorship;
Arquivo Nacional. 1 Introdução A censura foi uma função amplamente exercida pelo Estado
brasileiro em seu período republicano. Inicialmente exercida pelas polícias
estaduais (e, no caso do Rio de Janeiro, pela Polícia do Distrito Federal)
nos primeiros anos da República, a censura ganhou um órgão específico
no organograma do Estado brasileiro com a criação do Departamento de
Propaganda e Difusão Cultural (DPDC), através do Decreto 24651/34,
durante a Era Vargas (1930-1945). A centralização da atividade censória pensada pela ditadura civil-
militar que se instalou após o Golpe de 1964 é fruto desse primeiro
momento inaugural da ditadura varguista, lembrando que ela foi exercida
mesmo durante o período democrático no intervalo entre esses regimes
autoritários.A atuação da Divisão de Censura de Diversões Públicas1
configura mais um capítulo no histórico republicano do exercício dessa
função.Ela foi o órgão que atuou diretamente na censura às obras de
diferentes meios artísticos e de comunicação entre 1972 e 1988, sendo
também responsável pela atuação cada vez mais enfática do órgão na
repressão às vozes dissonantes do regime que atuavam nos meios de
comunicação massiva e artísticos (Fico, 2001;Kushnir, 2004; Lapera,
2015; Ridenti, 2000; Simões, 1999). 93 Perspectivas em Ciência da Informação, v.26, número 4, p. 92-112, dez/2021 Do ocaso à revelação: uma breve análise do quadro de
arranjo e dos instrumentos de pesquisa da Divisão de
Censura de Diversões Públicas à Luz da Arquivologia Pedro Vinicius Asterito Lapera O Decreto 70665/722 inseria a DCDP na estrutura do Departamento
de Polícia Federal (DPF) no inciso I do seu artigo 2º., situando-a na sua
competência de exercer a censura de diversões públicas estabelecida no
art 1º. do mesmo Decreto. Ainda havia o Conselho Superior de Censura,
órgão colegiado de natureza consultiva e deliberativa do Ministério da
Justiça, criado pelo Decreto 64416, de 19693, que possuía a atribuição de
julgar todos os recursos impetrados contra as decisões da diretoria da
Polícia Federal que, por sua vez, apreciavam os recursos contra as
decisões da chefia da DCDP.Recordamos que ela foi oficialmente extinta
com a promulgação da Constituição de 1988, uma vez que o então novo
texto constitucional vedava ao Estado brasileiro a prática de censurar
obras artísticas e meios de comunicação massivos. 2https://www2.camara.leg.br/legin/fed/decret/1970-1979/decreto-70665-2-junho-1972-
419313-publicacaooriginal-1-pe.html . Acesso em: em 27 jul. 2019.
3https://www2.camara.leg.br/legin/fed/decret/1960-1969/decreto-64416-28-abril-1969-
405956-publicacaooriginal-1-pe.html . Acesso em: 28 jul. 2019.
4 Ressaltamos que este artigo não se relaciona à tese já defendida, uma vez que se trata
de um projeto de pesquisa posterior ao Doutorado. 5 Sigla de Sistema de Informações do Arquivo Nacional. Resumidamente, a base SIAN
reúne documentos de diversos fundos custodiados pelo Arquivo Nacional. Ainda,
apresenta esses fundos e suas informações, tais como instituição de origem, histórico,
séries, subséries, descrições qualitativas a respeito dos documentos e dos fundos. Para
acessá-la, basta realizar um breve cadastro por parte do/a pesquisador/a. Link:
https://sian.an.gov.br/sianex/consulta/login.asp (Acesso em 25/11/2021). 1 Introdução Ao longo deste artigo, apresentaremos uma discussão sobre o
organograma da DCDP, sobre a própria delimitação de seu fundo perante
os fundos da Polícia Federal e do Ministério da Justiça, além de uma
análise do quadro de arranjo do fundo DCDP e dos instrumentos de
pesquisa elaborados pelo Arquivo Nacional – seção Brasília, instituição
responsável pelo recolhimento da documentação permanente e pela sua
custódia. As questões que trabalhamos ao longo de nosso trabalho são: a) de
que modos o quadro de arranjo e os instrumentos de pesquisa orientam a
busca por informações junto ao fundo da DCDP? Secundariamente, como
esses instrumentos de pesquisa estão integrados ao cenário arquivístico
institucional e até mesmo nacional?Enfatizamos que nossa pesquisa foi
realizada através da coleta in loco e online de fontes e documentos junto
ao Arquivo Nacional – seção Brasília e de uma breve revisão bibliográfica
amparada em algumas discussões atuais na Arquivologia a respeito de
questões como custódia, critérios de delimitação de fundos, de elaboração
de quadros de arranjo e de elementos a serem incorporados na descrição
arquivística. A coleta de fontes sobre o arquivo da DCDP vem ocorrendo em meio
a uma pesquisa sobre a censura à atividade cinematográfica no Brasil, em
andamento desde 2010 junto ao Arquivo Nacional. Por diversos caminhos,
ao longo do Doutorado, percebemos que todos os filmes analisados se
depararam em algum momento com a atividade censória e, em maior ou
menor nível, tiveram sua circulação cerceada4. Perspectivas em Ciência da Informação, v.26, número 4, p. 92-112, dez/2021 94 Do ocaso à revelação: uma breve análise do quadro de
arranjo e dos instrumentos de pesquisa da Divisão de
Censura de Diversões Públicas à Luz da Arquivologia Do ocaso à revelação: uma breve análise do quadro de
arranjo e dos instrumentos de pesquisa da Divisão de
Censura de Diversões Públicas à Luz da Arquivologia Pedro Vinicius Asterito Lapera Embora de modo intermitente, conseguimos reunir não apenas
dados a partir das fontes coletadas especificamente a respeito do cinema
no Brasil nos anos 1970 e 80, como também a respeito do próprio arquivo
que custodia esses documentos analisados. Enquanto critério de seleção
das fontes a serem analisadas, partimos do material disponibilizado ao
longo das consultas efetuadas presencialmente no Arquivo Nacional para,
em seguida, acrescentarmos novas fontes à medida que foram
disponibilizadas. 1 Introdução Como usuário, acessamos os materiais que instrumentalizam a
busca por documentos junto ao arquivo da DCDP ao longo desses anos e,
em 2019, incorporamos as informações disponíveis no site do Arquivo
Nacional a respeito desse arquivo à nossa exposição. Por fim, em 2021,
resolvemos acrescentar também os registros na base SIAN5 do Arquivo
Nacional ao escopo desta pesquisa. 6
Disponível
em
https://www2.camara.leg.br/legin/fed/declei/1970-1979/decreto-lei-
1077-26-janeiro-1970-355732-publicacaooriginal-1-pe.html. Acesso em: 23 jul. 2019. Perspectivas em Ciência da Informação, v.26, número 4, p. 92-112, dez/2021 2 Análise do quadro de arranjo e dos instrumentos de
pesquisa da DCDP/Arquivo Nacional Antes de avaliarmos o quadro de arranjo e os instrumentos de
pesquisa da DCDP, precisamos discutir a delimitação de um fundo. A
DCDP era um órgão localizado dentro da estrutura da Polícia Federal que,
por sua vez, estava submetida ao Ministério da Justiça. Tal subordinação
foi amparada pelo Decreto-Lei 1077/70, que dispunha, em seu artigo 2º:
“Caberá ao Ministério da Justiça, através do Departamento de Polícia
Federal verificar, quando julgar necessário, antes da divulgação de livros e
periódicos, a existência de matéria infringente da proibição enunciada no
artigo anterior”6. Assim, a DCDP possuía uma atividade e uma competência
legal definidas: exercer censura a diferentes meios atinentes às diversões
públicas (teatro, cinema, música, televisão etc). Além disso, a chefia
desta Divisão detinha um grau de autonomia relativo à Chefia da Polícia
Federal, uma vez que suas decisões só poderiam ser contestadas por meio
de recurso administrativo, que se inseria em um fluxo hierárquico
definido. Por fim, possuía um organograma minimamente estável que Perspectivas em Ciência da Informação, v.26, número 4, p. 92-112, dez/2021 95 Do ocaso à revelação: uma breve análise do quadro de
arranjo e dos instrumentos de pesquisa da Divisão de
Censura de Diversões Públicas à Luz da Arquivologia Pedro Vinicius Asterito Lapera respondia à sua estrutura e dava conta das funções e atividades que o
órgão exercia. respondia à sua estrutura e dava conta das funções e atividades que o
órgão exercia. Desse modo, a DCDP atendia aos critérios elencados por Duchein
(1982-1986, p. 19) na delimitação de um fundo próprio, na medida em
que o órgão possuía uma existência jurídica imposta pelo Decreto-Lei
citado, executou durante sua existência atividades estáveis em torno da
função censória, tinha posição definida na hierarquia administrativa do
Ministério da Justiça e chefia com autonomia relativa de atuação, além de
um organograma conhecido. Considerando o fundo uma criação intelectual fruto de uma
abstração, Cook discute as posições maximalistas e minimalistas na
definição de um fundo. O autor analisou a importância de se delimitar os
limites de um fundo (2017, p. 35-38) para a gestão dos arquivos
correntes, intermediários e também os permanentes. Ainda, recordou a
posição de alguns autores maximalistas (Jenkinson e seus seguidores), ao
analisar que esses autores incluem todos os documentos produzidos por
uma administração dentro de um todo orgânico (2017, p. 36). A isso, Cook (2017, p. Perspectivas em Ciência da Informação, v.26, número 4, p. 92-112, dez/2021 2 Análise do quadro de arranjo e dos instrumentos de
pesquisa da DCDP/Arquivo Nacional 37) contrapõe a posição dos arquivistas
norte-americanos (representados por Schellenberg), que se preocuparam
em criar e adotar critérios de definição de fundos para melhor administrá-
los em relação ao todo documental produzido pela Administração federal
do governo norte-americano. No caso da DCDP, seu fundo foi individualizado no tratamento
arquivístico elaborado pelo Arquivo Nacional em relação aos fundos dos
entes administrativos aos quais o órgão se encontrava subordinado
durante sua existência e atuação. Desse modo, ao se delimitar o fundo
DCDP, adotou-se o critério minimalista, dissociando-o dos fundos da
Polícia Federal e do Ministério da Justiça. No caso do fundo da DCDP, a opção pelo tratamento minimalista
permitiu um destaque maior tanto do seu conjunto documental quanto da
atividade principal exercida por ele, sem que se perdesse de vista o fato
de que ele se insere em uma estrutura maior. Tal escolha revelou-se
fundamental para divulgar aos usuários (sejam eles historiadores ou não)
sua importância como vestígio de uma função – censura – que sustentava
o regime que o originou, jogando luz sobre os processos administrativos e
os documentos produzidos por eles. Ainda, podemos considerar que a aplicação do critério maximalista
na delimitação de um fundo seria bastante problemática em se tratando
dos documentos referentes à Administração pública brasileira durante a
ditadura civil-militar. Além de serem notórios os relatos em torno da
perda de arquivos inteiros e de eliminação arbitrária de documentos pelos
agentes da ditadura na ocultação de seus crimes (Figueiredo, 2015),
também recordamos que o Ministério da Justiça centralizava parte 96 Perspectivas em Ciência da Informação, v.26, número 4, p. 92-112, dez/2021 Do ocaso à revelação: uma breve análise do quadro de
arranjo e dos instrumentos de pesquisa da Divisão de
Censura de Diversões Públicas à Luz da Arquivologia Pedro Vinicius Asterito Lapera considerável do aparato repressor do regime civil-militar (Polícia Federal,
Serviço Nacional de Informação – SNI, além da própria DCDP). considerável do aparato repressor do regime civil-militar (Polícia Federal,
Serviço Nacional de Informação – SNI, além da própria DCDP). Desse modo, não há a garantia de que as perdas documentais
ocorreram
exclusivamente através
da avaliação
arquivística e
a
consequente eliminação de parte da massa documental, na medida em
que a adoção do critério maximalista exige a visão completa do fluxo
documental
arquivos
correntes, intermediários
e
permanentes
na
Administração pública (Cook, 2007, p. 36) e tal fato torna-se impossível
no contexto descrito. 7 “To declare a document authentic means to say that it is precisely as it was
when first transmitted or set aside for preservation, and that its reliability, or the
trustworthiness it had at that moment, has been maintained intact” (Tradução fo
autor). 2 Análise do quadro de arranjo e dos instrumentos de
pesquisa da DCDP/Arquivo Nacional Sobre a custódia do arquivo da DCDP pelo Arquivo Nacional, é
preciso situá-la dentro do exposto por Duranti a respeito da ligação entre
ela e a autenticidade dos documentos: declarar um documento autêntico significa dizer que ele se
encontra do mesmo jeito que foi transmitido primeiramente ou
colocado para preservação e que sua confiabilidade ou a
veracidade relacionada àquele momento foi mantida intacta.7
(DURANTI, 2007, p. 454) Ainda, a autora relaciona a custódia dos arquivos ao processo de
formação dos Estados nacionais a partir do século XVIII em razão dos
valores jurídico-administrativo e histórico dos documentos (DURANTI,
2007, p. 455-457). Desse modo, podemos localizar esses documentos em
meio à relação entre a custódia estatal, a sua autenticidade e a sua
necessidade de preservação, vista como fundamental para a construção
do conhecimento histórico sobre eventos, sujeitos, instituições e
processos no passado. De acordo com Kushnir (2004, p. 208), o organograma da DCDP era
estruturado a partir do seu Gabinete da Direção, que ocupava o topo da
escala hierárquica. Dele, partiam todos os níveis inferiores, o que
demonstra uma centralização interna do próprio órgão. Em um nível
hierárquico inferior, há duas seções (Orientação e Coordenação e
Controle) e um arquivo, além do Serviço de Censura que, por sua vez, em
um nível hierárquico inferior, se desdobra em censura a cinema, a
televisão e rádio, a teatro e congêneres, além das seções de expediente e
de projeção. 97 Perspectivas em Ciência da Informação, v.26, número 4, p. 2 Análise do quadro de arranjo e dos instrumentos de
pesquisa da DCDP/Arquivo Nacional 92-112, dez/2021 Do ocaso à revelação: uma breve análise do quadro de
arranjo e dos instrumentos de pesquisa da Divisão de
Censura de Diversões Públicas à Luz da Arquivologia
Pedro Vinicius Asterito Lapera Do ocaso à revelação: uma breve análise do quadro de
arranjo e dos instrumentos de pesquisa da Divisão de
Censura de Diversões Públicas à Luz da Arquivologia Do ocaso à revelação: uma breve análise do quadro de
arranjo e dos instrumentos de pesquisa da Divisão de
Censura de Diversões Públicas à Luz da Arquivologia Pedro Vinicius Asterito Lapera Retomaremos a esse organograma na discussão sobre o quadro de
arranjo elaborado pelo Arquivo Nacional, que reproduzimos no quadro
abaixo8: arranjo elaborado pelo Arquivo Nacional, que reproduzimos no quadro
abaixo8:
Quadro 1
Seção
Série
Subsérie
Administração Geral (15
caixas)
Controle de documentos -
termos de eliminação -
CDO - 1 caixa
Correspondência Oficial -
COF
Ofícios de comunicação e solicitação
- CSO - 5 caixas
Informações Sigilosas - ISI - 1 caixa
Manifestações da Sociedade Civil -
MSC - 6 caixas
Relatórios de Atividades -
RAT - 2 caixas
Censura Prévia - CPR
(3187 caixas)
Cinema - CIN
Programação Cinematográfica - PCN
- 9 caixas
Filmes - FIL - 862 caixas
Publicações - PUB - 28
caixas
Publicidade - PBL - 11
caixas
Rádio - RAD
Programas de Rádio - PGI - 8 caixas
Programação de Emissoras de Rádio
- PRI - 3 caixas
Radionovelas - RDN - 66 caixas
Teatro - TEA
Peças teatrais - PTE - 764 caixas
Programação de Teatro - 2 caixas
Televisão - TVE
Programas de Televisão - PGV - 96
caixas
Programação de Emissoras de
Televisão - PTV - 6 caixas
Seriados - SER - 413 caixas
Telenovelas - TLN - 158 caixas 8 O quadro foi elaborado de acordo com o quadro de arranjo de autoria da
técnica em arquivo Camilla França publicado no Diário Oficial da União em 6 de
maio de 2009 e todas as informações reproduzidas nesta tabela constam no
referido quadro. Além das seções apresentadas, há 17 caixas avulsas. 98 Perspectivas em Ciência da Informação, v.26, número 4, p. 9http://dibrarq.arquivonacional.gov.br/index.php/divisao-de-censura-de-
diversoes-publicas-4. Acesso em: 27 jul. 2019. 2 Análise do quadro de arranjo e dos instrumentos de
pesquisa da DCDP/Arquivo Nacional 92-112, dez/2021 99 Do ocaso à revelação: uma breve análise do quadro de
arranjo e dos instrumentos de pesquisa da Divisão de
Censura de Diversões Públicas à Luz da Arquivologia Pedro Vinicius Asterito Lapera Pedro Vinicius Asterito Lapera permite entender o arquivo como um todo em que cada peça está
relacionada em virtude da procedência e do trâmite. Algo bem
diferente de uma bem ordenada coleção de documentos, reunidos
por interesse de pesquisa, por capricho ou por necessidade de
ordenar peças procedentes de várias origens‟ (Cortés Alonso, 1981). Entra aqui, mais uma vez, a questão da organicidade dos
documentos de arquivo. Se estes resultam de diferentes ramos das
funções e das competências de um órgão público, as sequências de
documentos não têm sentido fora dessa sucessão, assim como não
podem estar relacionados a outros tipos de competências. A
organicidade é, portanto, a „relação entre a individualidade do
documento e o conjunto no qual ele se situa geneticamente, sendo
precisamente a base da noção de fundo de arquivo‟ (Guaye, 1984,
v. 34, p. 15-23). Esse axioma deve estar sempre presente, quase
que implacavelmente, nas tarefas de organização interna de fundos
(BELLOTTO, 2004, p. 152). Bellotto avalia que o objetivo do arranjo é a “ordenação dos
conjuntos documentais remanescentes das eliminações (...), obedecendo
a critérios que respeitem o caráter orgânico dos conjuntos, interna e
externamente” (BELLOTTO, 2004, p. 136). Ao refletir sobre a ligação
entre a predominância da forma administrativa no arranjo e a recuperação
da informação para os usuários, a autora pondera que a importância do
fundo não reside exclusivamente no conteúdo dos documentos, mas
também nas relações que guardam entre eles e, principalmente, entre
eles e as funções e atividades desempenhadas por um órgão (BELLOTTO,
2004, p. 139-140). Cruzando os dados do organograma com os do quadro de arranjo, é
possível verificar algumas semelhanças entre a estrutura do órgão e o
modo como os documentos foram organizados. Por exemplo, o serviço de
Censura Prévia e as seções de Orientação e de Coordenação e Controle
presentes no organograma encontram ressonância nas seções homônimas
no quadro de arranjo. Além disso, a seção Censura Prévia no quadro de
arranjo reúne em suas séries algumas das divisões dentro do setor que a
gerou.Isso significa que o quadro de arranjo adotou o critério estrutural
em sua elaboração, ao menos parcialmente. 2 Análise do quadro de arranjo e dos instrumentos de
pesquisa da DCDP/Arquivo Nacional 92-112, dez/2021 Do ocaso à revelação: uma breve análise do quadro de
arranjo e dos instrumentos de pesquisa da Divisão de
Censura de Diversões Públicas à Luz da Arquivologia
Pedro Vinicius Asterito Lapera
Música - MUI
Letras Musicais - LMU - 736 caixas
Programação de Música - PMU - 14
caixas
Coordenação e Controle -
CCO (89 caixas)
Autorização Especial - AES
- 16 caixas
Direito Autoral - DAU - 5 caixas
Fiscalização - FIS - 19 caixas
Registros de Firmas e
Publicações - RFP
Empresas cinematográficas e agências de
publicidade - ECA - 16 caixas
Estabelecimento Comercial - ECO - 3 caixas
Publicações - PUB - 30 caixas
Orientação - ORI (16 caixas)
Cursos - CUR - 1 caixa
Normatização - NOR - 5 caixas
Recursos - RER - 10 caixas
Fonte: produção do autor. Pedro Vinicius Asterito Lapera Fonte: produção do autor. É importante ressaltar que este quadro de arranjo se refere aos
documentos escritos que se encontram fisicamente guardados na seção
Brasília do Arquivo Nacional. Também há documentos audiovisuais do
mesmo fundo da DCDP guardados no Arquivo Nacional, na seção do Rio
de Janeiro, cujos itens documentais são compostos por 354 filmes
cinematográficos e por 16 fitas videomagnéticas9, porém enfatizamos que
a parte referente a documentos audiovisuais do fundo da DCDP não é o
objeto desta pesquisa. Sobre os critérios a serem considerados na elaboração de um
quadro de arranjo, existem o tipológico, o estrutural e o funcional. O
primeiro se ateria aos tipos documentais presentes no arquivo. Por sua
vez, o segundo levaria em consideração principalmente a estrutura da
empresa/instituição originária do fundo. Por fim, o terceiro critério – que é
o mais recomendado e utilizado no campo da Arquivologia –é pautado
pelas funções e atividades exercidas por um órgão/instituição e como os
documentos são relacionados a elas (BELLOTTO, 2004, p. 147-160). De acordo com Bellotto: Se, para a fixação do fundo, do grupo ou seção e do subgrupo ou
subseção, o fundamental é o órgão produtor (o “autor”), para a
série ou subsérie, o que vigora são a função e o tipo documental. No
que diz respeito aos documentos, é com esses elementos que „se
reconstroem o organograma e as atividades que os originam, o que Perspectivas em Ciência da Informação, v.26, número 4, p. 2 Análise do quadro de arranjo e dos instrumentos de
pesquisa da DCDP/Arquivo Nacional Entretanto, a disposição das seções no quadro de arranjo também
responde às funções desempenhadas pela DCDP ao longo do seu período
ativo, uma vez que cabia a ela realizar a censura prévia das diversões
públicas e também exercer alguns mecanismos de controle e fiscalização
e, ainda, na formação e atualização nas práticas dos censores. Assim,
podemos classificar o quadro de arranjo da DCDP como estrutural- Perspectivas em Ciência da Informação, v.26, número 4, p. 92-112, dez/2021 100 Do ocaso à revelação: uma breve análise do quadro de
arranjo e dos instrumentos de pesquisa da Divisão de
Censura de Diversões Públicas à Luz da Arquivologia Pedro Vinicius Asterito Lapera funcional, em linhas gerais, sendo o critério tipológico adotado no caso
mais raramente. funcional, em linhas gerais, sendo o critério tipológico adotado no caso
mais raramente. Ainda sobre o quadro de arranjo da DCDP,verificamos que este
se estrutura em torno de 4 seções, a saber: Administração Geral; Censura
Prévia; Coordenação e Controle; e Orientação. A respeito dessa divisão
em um quadro de arranjo, Bellotto prescreveu: “tanto o fundo quanto
suas primeiras divisões – grupos ou seções e subgrupos ou subseções (se
houver) – são, na verdade, nomes, no arquivo, aglutinações de
documentos” (2004, p. 152). Na seção Administração Geral, há um conjunto de documentos
referentes
às
atividades
administrativas
da
DCDP,
tais
como:
correspondências com outros órgãos de dentro e mesmo externos à
estrutura do Ministério da Justiça, cartas escritas por cidadãos apoiando
ou questionando a atuação da DCDP, pedindo maior ou menor rigor na
avaliação de obras, troca de informações sigilosas envolvendo obras
avaliadas pela DCDP, personalidades dos diferentes campos da arte e da
cultura brasileira dos anos 1960 e 70 e a atuação de funcionários do
próprio órgão na repressão da ditadura contra os agentes da cultura
brasileira. Também estão guardados os relatórios de atividades dos
diferentes setores da DCDP desde sua implementação até sua extinção
com a Constituição de 1988. Nessa seção, duas séries foram nomeadas a partir de tipos
documentais (Correspondência Oficial e Relatório de Atividades) e não a
partir de funções, como no restante do quadro de arranjo da DCDP,
havendo uma mistura de critérios na nomeação de séries. Em princípio
isso contraria a teoria arquivística, que preconiza a adoção de um critério
na nomeação de grupos de mesmo nível (seção, série, subsérie)
(BELLOTTO, 2004, p. 10 Agradecemos a/ao parecerista por essa observação, que incorporamos à nossa
análise. 2 Análise do quadro de arranjo e dos instrumentos de
pesquisa da DCDP/Arquivo Nacional 150-160)10 e, em um primeiro momento, poderia
dificultar a visualização por parte do usuário dos documentos elencados
nessas séries. De fato, tais séries poderiam ter sido nomeadas de outro modo para
indicar com mais precisão as funções desempenhadas por esses
documentos em relação à totalidade do fundo. Entretanto, recordamos
que justamente essas séries foram alvos de uma descrição arquivística
bastante meticulosa, a ser ainda abordada neste artigo, contornando a
questão da consulta por parte do usuário externo com mais informações
sobre esses conjuntos de documentos. Por sua vez, a seção Censura Prévia constitui o “núcleo duro” da
documentação do fundo DCDP, justamente por se remeter à principal 10 Agradecemos a/ao parecerista por essa observação, que incorporamos à nossa
análise. Perspectivas em Ciência da Informação, v.26, número 4, p. 92-112, dez/2021 101 Do ocaso à revelação: uma breve análise do quadro de
arranjo e dos instrumentos de pesquisa da Divisão de
Censura de Diversões Públicas à Luz da Arquivologia Pedro Vinicius Asterito Lapera atividade-fim do órgão. Nela, estão reunidas em 7 séries que se
desdobram em 13 subséries os documentos referentes à censura prévia
das obras de diferentes campos da cultura: música, teatro, cinema, rádio
e televisão, o que certamente justifica o maior acúmulo documental ter
ocorrido
justamente
nela
(algo
comprovado
pelas
3187
caixas
arquivadas). À À primeira vista, os nomes de algumas séries dessa seção – Cinema,
Televisão, Publicidade, por exemplo – podem parecer um recorte por
assunto e não funcional, na medida em que estes se confundem com
temas a serem potencialmente pesquisados na documentação do fundo11. A respeito disso, precisamos sublinhar a ligação entre a atividade de
censura prévia feita pela DCDP e a função em cada caso, a saber: censura
ao cinema, à televisão, à publicidade, para continuarmos nos exemplos.Na
seção Coordenação e Controle, encontram-se os documentos referentes
às atividades de controle no campo da cultura exercidas pela DCDP, tais
como recolhimento de taxas de direitos autorais de obras dos diversos
meios, registros de empresas cinematográficas e de agências publicitárias
(que precisavam disso para funcionarem). Além disso, há documentos a
respeito da fiscalização exercida pela DCDP no âmbito das diversões
públicas, tais como autos de infração, alvarás de funcionamento, multas. Nessa seção, também é possível ter uma impressão de que assuntos
foram privilegiados em detrimento de funções, sobretudo a série “Direito
Autoral”. 11 Agradecemos à/ao parecerista por mais essa observação feita sobre os nomes
das séries e subséries. 2 Análise do quadro de arranjo e dos instrumentos de
pesquisa da DCDP/Arquivo Nacional No entanto, recordamos que a série citada responde diretamente
a uma atividade de controle (tal como expresso no nome da seção). Na seção Orientação, há uma documentação acumulada referente
aos cursos para os próprios funcionários da DCDP que se remetiam à
atividade censória, comentários e explicações sobre a legislação aplicada
pelo órgão e os recursos endereçados por particulares a ele. Completando o fundo, ainda há dezessete caixas avulsas que
incluem alguns documentos referentes a cinema, tais como Festival de
Cinema de Gramado e instrumentos de busca referentes a filmes, além de
outros assuntos como livros e material apreendidos. Deste modo,
realizou-se a operação do arranjo em seu sentido material e intelectual,
tal como preconizado por Bellotto (2004, p. 139), uma vez que à
organização física dos documentos no fundo e em suas seções, séries e
subséries, há a correspondência com a função desses documentos no
conjunto do arquivo, o que evidencia o respeito ao princípio da
organicidade. Perspectivas em Ciência da Informação, v.26, número 4, p. 92-112, dez/2021 102 Do ocaso à revelação: uma breve análise do quadro de
arranjo e dos instrumentos de pesquisa da Divisão de Pedro Vinicius Asterito Lapera j
p
q
Censura de Diversões Públicas à Luz da Arquivologia Na delimitação do fundo DCDP, observamos as consequências
apontadas por Duchein: Separa as divisões ou secções internas de um organismo que não
respondam às condições requisitadas para produzir um Fundos de
arquivo; Todo organismo possuindo uma existência jurídica e um nível de
competências própria produz um Fundos de arquivo, mesmo se está
subordinado a outro organismo de nível mais elevado; Os órgãos locais dependentes de um organismo central produzem
Fundos de arquivos que lhes são próprios; Por fim, parece inevitável introduzir em Arquivologia uma noção
nova: aquela de hierarquia de Fundos dos organismos produtores,
provocando a subordinação de certos Fundos em relação a outros
(DUCHEIN, 1982-1986, p. 21). É possível inferir que o fundo da DCDP estaria hierarquicamente
submetido aos fundos da Polícia Federal e do Ministério da Justiça, na
medida em que aquele se constituiu em relação aos últimos. Ao
avaliarmos o tratamento concedido pelo Arquivo Nacional ao fundo DCDP,
constatamos algumas interrelações com os fundos da Polícia Federal e do
Ministério da Justiça em alguns elementos da descrição dos itens
documentais e no histórico do fundo apresentado pela instituição. Perspectivas em Ciência da Informação, v.26, número 4, p. 92-112, dez/2021 2 Análise do quadro de arranjo e dos instrumentos de
pesquisa da DCDP/Arquivo Nacional Além do quadro de arranjo, existem vários instrumentos de pesquisa
referentes às subséries em que os documentos estão alocados. Por
ocasião da análise desses instrumentos, reproduziremos um pequeno
trecho da primeira página, pois se tratam de documentos com muitas
páginas, cujas reproduções integrais tornariam nosso trabalho inviável. Sublinhamos que a consulta a esses instrumentos de pesquisa pode ser
feita no site do Arquivo Nacional através do SIAN e localmente na seção
Brasília do Arquivo Nacional. A descrição como função arquivística está diretamente relacionada
ao acesso por parte dos usuários. Bellotto infere que “o processo de
descrição consiste na elaboração de instrumentos de pesquisa que
possibilitem a identificação, o rastreamento, a localização e a utilização de
dados” (2004, p. 179). Assim sendo, os instrumentos de pesquisa serviriam aos gestores
dos arquivos e aos usuários na consulta a arquivos permanentes, uma vez
que estes permitiriam recuperar as informações em diferentes níveis, de
acordo com os interesses de cada consulente. Bellotto apresenta a
definição de instrumento de pesquisa como “obras de referência que
identificam, resumem e localizam, em diferentes graus e amplitudes, os Perspectivas em Ciência da Informação, v.26, número 4, p. 92-112, dez/2021 103 Do ocaso à revelação: uma breve análise do quadro de
arranjo e dos instrumentos de pesquisa da Divisão de
Censura de Diversões Públicas à Luz da Arquivologia Pedro Vinicius Asterito Lapera fundos, as séries documentais e/ou unidades documentais existentes em
um arquivo permanente” (2004, p. 180), enfatizando seu papel na
comunicação com o usuário. Sobre a descrição, Yeo (2017, p. 142-148) recupera alguns
argumentos críticos à descrição retrospectiva, isto é, à descrição realizada
somente após os documentos serem considerados permanentes e
recolhidos à instituição de guarda. O autor apontou a necessidade de se
atrelar a descrição ao ciclo vital dos documentos através da inserção de
metadados no momento de sua criação, destacando que a crítica à
descrição retrospectiva ocorre porque ela “exige recursos a que os
arquivistas não têm acesso; causa enormes gargalos no processamento; é
incapaz de registrar importantes informações contextuais” (2017, p. 142),
dentre outros. Yeo
também
recordou
seus
defensores
que,
segundo
ele,
“identificam um papel específico para a descrição retrospectiva na
averiguação da autenticidade ou no fornecimento de uma perspectiva
contextual mais cuidadosa” (2017, p. 143). Em seguida, ponderou que as
informações referentes à descrição podem ser inseridas ao longo do ciclo
vital dos documentos (2017, p. 143). 12http://arquivonacional.gov.br/br/consulta-ao-acervo/instrumentos-de-
pesquisa.html. Acesso em: 26 jul. 2019. 2 Análise do quadro de arranjo e dos instrumentos de
pesquisa da DCDP/Arquivo Nacional No caso do fundo da DCDP, é possível inferir que a descrição
retrospectiva se mostrou a única opção possível a ser seguida, visto que
não havia o debate sobre metadados no momento da criação desses
documentos nem condições tecnológicas para isso. Assim, tal exigência
revela-se
um
anacronismo
histórico
na
avaliação
das
práticas
arquivísticas. E como a produção de metadados se trata de uma prática
relativamente recente no âmbito da Arquivologia nos países do Primeiro
Mundo e muito recente no caso brasileiro, esta irá demorar a ter alguma
ressonância no tratamento de documentos considerados permanentes
recolhidos a instituições de guarda. Sobre os diferentes tipos de instrumentos de pesquisa, Bellotto
(2004) apontou que estes serviriam para apresentar a instituição e os
arquivos guardados por ela em diferentes níveis. Bellotto (2004, p. 180)
apresenta os guias como um panorama de todos os arquivos guardados
por uma instituição, enquanto os inventários e catálogos seriam mais
específicos na delimitação do universo informacional descrito. Sobre os guias, Bellotto destaca a popularidade destes perante o
público, visto que adotam uma linguagem menos técnica e apresentam de
modo bastante panorâmico os arquivos (2004, p. 191). Ressaltamos que
não iremos nos debruçar sobre o guia de arquivos ofertado pelo Arquivo
Nacional em seu website12, uma vez que o objetivo de apresentar os Perspectivas em Ciência da Informação, v.26, número 4, p. 92-112, dez/2021 104 Do ocaso à revelação: uma breve análise do quadro de
arranjo e dos instrumentos de pesquisa da Divisão de
Censura de Diversões Públicas à Luz da Arquivologia Do ocaso à revelação: uma breve análise do quadro de
arranjo e dos instrumentos de pesquisa da Divisão de
Censura de Diversões Públicas à Luz da Arquivologia Do ocaso à revelação: uma breve análise do quadro de
arranjo e dos instrumentos de pesquisa da Divisão de
Censura de Diversões Públicas à Luz da Arquivologia Pedro Vinicius Asterito Lapera instrumentos de pesquisa neste capítulo refere-se ao aspecto qualitativo
de nossa pesquisa no fundo da DCDP. instrumentos de pesquisa neste capítulo refere-se ao aspecto qualitativo
de nossa pesquisa no fundo da DCDP. Já o inventário é definido pela autora como “o instrumento de
pesquisa que descreve conjuntos documentais ou partes do fundo. É um
instrumento do tipo parcial, trazendo descrição sumária e não analítica,
esta, própria do catálogo” (BELLOTTO, 2004, p. 197). Por sua vez, o
catálogo serviria para descrever os documentos de uma ou várias séries
unitariamente (2004, p. 2 Análise do quadro de arranjo e dos instrumentos de
pesquisa da DCDP/Arquivo Nacional 202). A esses dois últimos tipos de instrumentos
de pesquisa, dirigimos nossa análise. Iniciamos com o instrumento de pesquisa referente à seção
Administração Geral Consistindo em um catálogo de 39 páginas que contém os itens
documentais referentes a essa seção, é possível verificar que há uma
descrição qualitativa em torno do tipo do documento (e, em alguns casos,
a descrição é mais minuciosa quanto ao conteúdo do documento), a
notação do mesmo no arquivo, a data, a caixa onde se encontra e o
número de páginas que possui. Trata-se do maior nível de descrição
encontrado no tratamento do fundo DCDP que não será repetido em
outras séries e subséries, provavelmente em razão de ser um conjunto
documental com menos itens que as séries representativas das
atividades-fim do órgão. Ainda, é possível apontar que esta série é relevante para a
compreensão do fundo DCDP em sua integralidade, uma vez que reúne
documentos que se ligam a outras séries e também outros documentos a
respeito da relação entre o órgão, a Polícia Federal e o Ministério da
Justiça, superiores hierarquicamente a ela. Desse modo, a escolha pela
descrição em um nível mais detalhado mostra-se correta, pois ajuda o
usuário externo na compreensão de como o fundo foi organizado e se
encontra disposto. Por sua vez, o instrumento de pesquisa da subsérie filmes, da série
Cinema, apresenta somente o título de cada obra avaliada pela DCDP, o
diretor, o ano em que a obra foi submetida à apreciação e a caixa
guardada, não havendo nenhuma descrição qualitativa em torno do Perspectivas em Ciência da Informação, v.26, número 4, p. 92-112, dez/2021 105 Do ocaso à revelação: uma breve análise do quadro de
arranjo e dos instrumentos de pesquisa da Divisão de
Censura de Diversões Públicas à Luz da Arquivologia
Pedro Vinicius Asterito Lapera Do ocaso à revelação: uma breve análise do quadro de
arranjo e dos instrumentos de pesquisa da Divisão de
Censura de Diversões Públicas à Luz da Arquivologia Pedro Vinicius Asterito Lapera conteúdo dos processos administrativos, conforme podemos conferir
abaixo: conteúdo dos processos administrativos, conforme podemos conferir
abaixo: conteúdo dos processos administrativos, conforme podemos conferir
abaixo: Através desse instrumento, que também é um catálogo de 651
páginas, é possível verificar que a ordem de guarda dos processos
administrativos referentes às obras cinematográficas deu-se de modo
aleatório, sem respeitar nenhum tipo de critério cronológico, alfabético ou
mesmo de entrada dos filmes para a avaliação da DCDP. Este padrão
repete-se nos instrumentos de pesquisa – basicamente, catálogos – das
subséries de peças teatrais (com 461 páginas), programas de rádio (com
2 páginas) e de letras musicais (com 455 páginas). Uma organização bastante similar é seguida no instrumento de
pesquisa da subsérie programação, um catálogo com 5 páginas, da
mesma série Cinema: Aqui, também há o número da caixa, a data do documento e uma
breve descrição da sua tipologia. Apenas ressaltamos a diferença de que
este instrumento segue uma ordem cronológica da produção documental,
organizando os documentos entre 1978 e 1988. Perspectivas em Ciência da Informação, v.26, número 4, p. 92-112, dez/2021 106 Do ocaso à revelação: uma breve análise do quadro de
arranjo e dos instrumentos de pesquisa da Divisão de
Censura de Diversões Públicas à Luz da Arquivologia Do ocaso à revelação: uma breve análise do quadro de
arranjo e dos instrumentos de pesquisa da Divisão de Pedro Vinicius Asterito Lapera arranjo e dos instrumentos de pesquisa da Divisão de
Censura de Diversões Públicas à Luz da Arquivologia No caso dos instrumentos de pesquisa referentes à série televisão,
as informações são ainda mais escassas. No caso da subsérie telenovela,
um catálogo com 36 páginas, reproduzimos este trecho: No caso dos instrumentos de pesquisa referentes à série televisão,
as informações são ainda mais escassas. No caso da subsérie telenovela,
um catálogo com 36 páginas, reproduzimos este trecho: Podemos verificar que há menção somente ao título, ao ano de
apreciação pela DCDP e à caixa, não havendo menção a seus autores,
diretores, gênero, faixa de horário nem emissora que veiculou a
telenovela. E o mesmo acontece no instrumento de pesquisa referente a
outros programas de TV (talk shows, seriados, programas de humor,
desenhos animados, programas jornalísticos, infantis, etc.), também um
catálogo com 73 páginas. 13 É importante ressaltar que o Arquivo Nacional oferta aos usuários a
possibilidade de acessar os processos administrativos do fundo DCDP – parcial ou
totalmente – através de requisição, presencialmente ou por e-mail, serviço ao
qual este pesquisador recorreu em algumas vezes, tendo sido atendido com a
devida presteza. conteúdo dos processos administrativos, conforme podemos conferir
abaixo: Em comum, as seções Censura Prévia, Coordenação e Controle e
Orientação apresentam uma descrição com elementos bem básicos
referentes aos processos administrativos de avaliação das obras
submetidas à DCDP (série Censura Prévia) ou mesmo se atendo à função
exercida pelas seções do órgão extinto. A título de exemplo, não há
referência aos documentos contidos nesses processos, tais como
pareceres, ofícios, cartas, recursos, documentos referentes ao trâmite
processual, além dos materiais das obras avaliadas – roteiros, textos de
peças, scripts de telenovelas, sinopses, fichas técnicas, partituras, letras
de música, dentre outros13. Possivelmente, isso ocorreu em razão de o
volume de documentos dessas séries ser muito maior, o que impediu uma
descrição retrospectiva mais minuciosa. Finalmente, aproveitamos para apresentar também a descrição do
fundo DCDP disponível na base SIAN do Arquivo Nacional. O referido
fundo e cada uma de suas seções possuem uma descrição geral de acordo 13 É importante ressaltar que o Arquivo Nacional oferta aos usuários a
possibilidade de acessar os processos administrativos do fundo DCDP – parcial ou
totalmente – através de requisição, presencialmente ou por e-mail, serviço ao
qual este pesquisador recorreu em algumas vezes, tendo sido atendido com a
devida presteza. Perspectivas em Ciência da Informação, v.26, número 4, p. 92-112, dez/2021 107 Do ocaso à revelação: uma breve análise do quadro de
arranjo e dos instrumentos de pesquisa da Divisão de
Censura de Diversões Públicas à Luz da Arquivologia Pedro Vinicius Asterito Lapera com a norma ISAD(G), que preconiza a elaboração de campos como áreas
de identificação, de contextualização, de conteúdo e de estrutura, de
condições de acesso e de uso, de fontes relacionadas e de notas e de
controle (Bellotto, 2004, p. 182-183), dentro do seu objetivo de
“estabelecer
diretrizes
gerais
para
a
preparação
de
descrições
arquivísticas, podendo ser usada juntamente com as normativas nacionais
dos vários países-membros do CIA [Conselho Internacional de Arquivos]”
(BELLOTTO, 2004, p. 182). com a norma ISAD(G), que preconiza a elaboração de campos como áreas
de identificação, de contextualização, de conteúdo e de estrutura, de
condições de acesso e de uso, de fontes relacionadas e de notas e de
controle (Bellotto, 2004, p. 182-183), dentro do seu objetivo de
“estabelecer
diretrizes
gerais
para
a
preparação
de
descrições
arquivísticas, podendo ser usada juntamente com as normativas nacionais
dos vários países-membros do CIA [Conselho Internacional de Arquivos]”
(BELLOTTO, 2004, p. 182). 14 Acesso em 27 jul. 2021. Perspectivas em Ciência da Informação, v.26, número 4, p. 92-112, dez/2021 15 Em razão da extensão do artigo, não reproduzimos mais imagens extraídas da
base SIAN sobre a descrição do fundo DCDP nem de suas seções. Por ocasião do
acesso em 27/9/2021, foi possível verificar o preenchimento dos campos
requeridos
pela
norma
ISAD(G)
quanto
à
descrição,
sem
repetições
desnecessárias. Destacamos também que a parte dos documentos audiovisuais
do fundo DCDP também se encontra descrita na mesma base. conteúdo dos processos administrativos, conforme podemos conferir
abaixo: Reproduzimos abaixo duas imagens extraídas da base SIAN14
referentes à descrição do fundo DCDP, mais precisamente quanto à sua
identificação e contextualização. 108 Do ocaso à revelação: uma breve análise do quadro de
arranjo e dos instrumentos de pesquisa da Divisão de
Censura de Diversões Públicas à Luz da Arquivologia
Pedro Vinicius Asterito Lapera Do ocaso à revelação: uma breve análise do quadro de
arranjo e dos instrumentos de pesquisa da Divisão de
Censura de Diversões Públicas à Luz da Arquivologia Do ocaso à revelação: uma breve análise do quadro de
arranjo e dos instrumentos de pesquisa da Divisão de Pedro Vinicius Asterito Lapera j
p
q
Censura de Diversões Públicas à Luz da Arquivologia É possível deduzir dessa descrição a preocupação da instituição
quanto à recuperação da história do fundo DCDP tanto em relação à sua
função principal (censura) quanto à sua inserção na estrutura jurídico-
administrativa do Estado brasileiro (órgãos a que a DCDP era
subordinada, transformações anteriores à existência do órgão quanto à
atividade de censura), além de outros dados referentes ao período
englobado, gênero da documentação (textual) e metragem, cumprindo as
normas ISAD(G) e NOBRADE quanto à descrição arquivística15. Ainda, é possível fazer considerações sobre as dificuldades
operacionais de se descrever qualitativamente o fundo da DCDP, tais
como a necessidade de a instituição de guarda ter um ritmo de trabalho
que permita acolher e tratar vários fundos de diferentes órgãos federais, a
restrição de tempo e de profissionais para a realização da descrição
arquivística. Mesmo assim, os instrumentos de pesquisa mostram-se
adequados à recuperação da informação custodiada pelo fundo analisado
ao longo deste artigo. Perspectivas em Ciência da Informação, v.26, número 4, p. 92-112, dez/2021 109 Do ocaso à revelação: uma breve análise do quadro de
arranjo e dos instrumentos de pesquisa da Divisão de
Censura de Diversões Públicas à Luz da Arquivologia Do ocaso à revelação: uma breve análise do quadro de
arranjo e dos instrumentos de pesquisa da Divisão de Do ocaso à revelação: uma breve análise do quadro de
arranjo e dos instrumentos de pesquisa da Divisão de Pedro Vinicius Asterito Lapera j
p
q
Censura de Diversões Públicas à Luz da Arquivologia 3 Considerações finais 92-112, dez/2021 Do ocaso à revelação: uma breve análise do quadro de
arranjo e dos instrumentos de pesquisa da Divisão de
Censura de Diversões Públicas à Luz da Arquivologia Pedro Vinicius Asterito Lapera em sua totalidade. Ainda, a adaptação na descrição da seção referente a
Censura Prévia mostrou-se eficaz na recuperação das informações, na
medida em que é possível localizar os processos referentes às obras
musicais, cinematográficas, teatrais, televisivas etc. a partir de seus
nomes. em sua totalidade. Ainda, a adaptação na descrição da seção referente a
Censura Prévia mostrou-se eficaz na recuperação das informações, na
medida em que é possível localizar os processos referentes às obras
musicais, cinematográficas, teatrais, televisivas etc. a partir de seus
nomes. Finalmente, precisamos reconhecer que a retomada da discussão
sobre censura é sempre algo bem doloroso. Implica destacar as perdas e
as baixas provocadas por um autoritarismo que impunha sua vontade de
modo ilegítimo. Pelas ironias de um tempo histórico bastante conturbado,
este trabalho começou com o objetivo de recuperar alguns pontos do
debate sobre arquivos e censura e, a partir dele, a análise dos
instrumentos de pesquisa do arquivo da DCDP, dentro do esforço de situar
essa atividade censória como uma marca de origem do nosso regime
republicano. Infelizmente, o autoritarismo presente durante toda a vida da
nossa república (com “r” minúsculo, visto que ela historicamente
representou muito poucos) – em alguns momentos de modo mais
recalcado – retornou à esfera pública com tanta força que revela a
atualidade de nossa empreitada. 3 Considerações finais Tentamos pensar o fundo da DCDP diante dos desafios do cenário
arquivístico brasileiro, visando reposicionar algumas questões teóricas da
Arquivologia à luz das suas complexidades e dificuldades. Ainda, pretendemos contribuir para um conhecimento arquivístico
que incorpore as limitações materiais, históricas, estruturais, culturais e
de gestão dos arquivos e dos documentos. Isto não significa abrir mão dos
debates sobre melhorias nos diversos âmbitos da área, mas reconhecer
que o cenário adverso representa um desafio a concepções ideais de
arquivo e de tratamento documental e, simultaneamente, a possibilidade
de construir outros caminhos teóricos que valorizem o enfrentamento das
adversidades pelos arquivistas no seu cotidiano profissional. Ressaltamos a necessidade de estabelecer um diálogo horizontal
com o debate arquivístico de outros países. Reconhecer os ganhos desse
debate implica posicionar autores, teorias e textos em realidades
arquivísticas historicamente condicionadas e não como pensadores a
serem acriticamente reproduzidos como portadores de uma “visão ideal”
de Arquivologia. E até que ponto reside a importância do estabelecimento de normas
gerais no tratamento arquivístico? Se em alguns cenários institucionais, é
difícil estabelecer uma correspondência entre essas normas e as práticas
de tratamento documental, isso não pode ser negligenciado como um
dado limitador da generalização pretendida. Fazer isso é penalizar ainda
mais os sujeitos imersos em contextos arquivísticos cotidianamente
sacrificados
com
cortes
orçamentários,
instáveis
política
e
administrativamente e menos reconhecidos socialmente, a saber: fora dos
países do Primeiro Mundo. A análise dos instrumentos de pesquisa
também precisa se mostrar sensível a esses fatores e reconhecer as
adaptações e os esforços feitos pelos arquivistas para disponibilizar essas
informações aos usuários externos de modo mais rápido e eficaz. Neste artigo, tivemos a intenção de analisar desses instrumentos de
pesquisa criados pelo Arquivo Nacional para que o usuário externo
pudesse acessar as informações contidas nos documentos custodiados
pelo fundo da DCDP e também as informações sobre a própria história do
fundo e de sua instituição geradora. Tal objetivo não teria sido possível
sem o trabalho dos funcionários do Arquivo Nacional que, diante dos
limites
impostos
ao
fazer
arquivístico,
conseguiram
criar
esses
instrumentos. Em linhas gerais, agiram acertadamente ao delimitar o fundo da
DCDP e, dentro do volume documental apresentado por ele, ao eleger a
seção Administração Geral com o nível mais detalhado de descrição, pelo
fato de ali estarem os documentos que evidenciam a estrutura do fundo 110 Perspectivas em Ciência da Informação, v.26, número 4, p. Perspectivas em Ciência da Informação, v.26, número 4, p. 92-112, dez/2021 Referências BELLOTTO, H. L. Arquivos permanentes: tratamento documental. Rio de
Janeiro: FGV, 2004. BELLOTTO, H. L. Arquivo: estudos e reflexões. Belo Horizonte: UFMG,
2014. COOK, T. O conceito de fundo arquivístico: teoria, descrição e
proveniência na era pós-custodial. Rio de Janeiro: Arquivo Nacional, 2017. DUCHEIN, M. O respeito aos fundos em Arquivística: princípios teóricos e
problemas práticos. In: Rio de Janeiro, Arquivo e Administração, v.10-14,
n. 2, 1982-1986. DURANTI, L. Archives as a place. Archives & Social Studies: a Journal of
Interdisciplinary Research, v. 1, March 2007, p. 445-466. FICO, C. Reinventando o otimismo: ditadura, propaganda e imaginário
social no Brasil. Rio de Janeiro: FGV, 2001. FIGUEIREDO, L. Lugar nenhum: militares e civis na ocultação dos
documentos da ditadura. São Paulo: Cia. das Letras, 20015. KUSHNIR, B. Cães de guarda: jornalistas e censores, do AI-5 à
Constituição de 88. São Paulo: Boitempo, 2004. Perspectivas em Ciência da Informação, v.26, número 4, p. 92-112, dez/2021 111 Pedro Vinicius Asterito Lapera Do ocaso à revelação: uma breve análise do quadro de
arranjo e dos instrumentos de pesquisa da Divisão de Do ocaso à revelação: uma breve análise do quadro de
arranjo e dos instrumentos de pesquisa da Divisão de Do ocaso à revelação: uma breve análise do quadro de
arranjo e dos instrumentos de pesquisa da Divisão de
Censura de Diversões Públicas à Luz da Arquivologia j
p
q
Censura de Diversões Públicas à Luz da Arquivologia j
p
q
Censura de Diversões Públicas à Luz da Arquivologia LAPERA, P. V. A. Entre brechas, cortes e rasuras: relações étnico-raciais e
censura cinematográfica na ditadura militar. Famecos, Porto
Alegre, v.22, n. 2, abr/jun 2015, p. 82-98. LAPERA, P. V. A. Entre brechas, cortes e rasuras: relações étnico-raciais e
censura cinematográfica na ditadura militar. Famecos, Porto
Alegre, v.22, n. 2, abr/jun 2015, p. 82-98. RIDENTI, M. Em busca do povo brasileiro: artistas da revolução, do CPC à
era da TV. Rio de Janeiro, São Paulo: Record, 2000. SIMÕES, I. Roteiro da intolerância: a censura cinematográfica no Brasil. São Paulo: SENAC, 1999. YEO, G. Debates em torno da descrição.In: EASTWOOD, T.; MACNEIL, H. Correntes atuais do pensamento arquivístico. Belo Horizonte: Ed. UFMG,
2018 p 135 169 RIDENTI, M. Em busca do povo brasileiro: artistas da revolução, do CPC à
era da TV. Rio de Janeiro, São Paulo: Record, 2000. RIDENTI, M. Em busca do povo brasileiro: artistas da revolução, do CPC à
era da TV. Referências Rio de Janeiro, São Paulo: Record, 2000. SIMÕES, I. Roteiro da intolerância: a censura cinematográfica no Brasil. São Paulo: SENAC, 1999. SIMÕES, I. Roteiro da intolerância: a censura cinematográfica no Brasil. São Paulo: SENAC, 1999. YEO, G. Debates em torno da descrição.In: EASTWOOD, T.; MACNEIL, H. Correntes atuais do pensamento arquivístico. Belo Horizonte: Ed. UFMG,
2018, p. 135-169. YEO, G. Debates em torno da descrição.In: EASTWOOD, T.; MACNEIL, H. Correntes atuais do pensamento arquivístico. Belo Horizonte: Ed. UFMG,
2018, p. 135-169. 112
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https://openalex.org/W4249990614
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https://ojs.unud.ac.id/index.php/beta/article/download/42466/26057
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Indonesian
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Analisis Teknis Penggunaan Sumber Daya Air Tanah Untuk Irigasi Tanaman Padi di Kabupaten Jembrana
|
BETA (Biosistem dan Teknik Pertanian)
| 2,018
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cc-by
| 5,282
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JURNAL BETA (BIOSISTEM DAN TEKNIK PERTANIAN
Program Studi Teknik Pertanian, Fakultas Teknologi Pertanian
Universitas Udayana
http://ojs.unud.ac.id/index.php/beta
Volume 6, Nomor 2, September 2018 JURNAL BETA (BIOSISTEM DAN TEKNIK PERTANIAN
Program Studi Teknik Pertanian, Fakultas Teknologi Pertanian
Universitas Udayana
http://ojs.unud.ac.id/index.php/beta
Volume 6, Nomor 2, September 2018 Analysis Technical of the Use of Ground Water Resources for Rice Plantation Irrigation
in Jembrana Regency Angga Hendrayana S1, Sumiyati1, Ida Ayu Gede Bintang Madrini1
1 Program Studi Teknik Pertanian, Fakultas Teknologi Pertanian, Unud
Email : anggahendrayana@gmail.com Abstrak Air tanah merupakan salah satu sumber daya air yang dapat digunakan untuk memenuhi kebutuhan
irigasi. Dengan keterbatasan ketersediaan air, maka diupayakan dengan memanfaatkan air tanah dengan
menggunakan sumur pompa. Penggunaan sumur pompa belum maksimal dalam memenuhi kebutuhan air
irigasi maka diperlukan penelitian lebih lanjut. Tujuan dari penelitian ini adalah : (1) Mengetahui teknis
penggunaan sumber daya air tanah untuk irigasi menggunakan sumur pompa, dan (2) Menganalisis
kemampuan sumur pompa pada subak sampel di Kabupaten Jembrana terhadap kebutuhan air irigasi. Penelitian ini menggunakan analisis deskriptif melalui metode survei, pengambilan data menggunakan
data primer dan sekunder. Analisis debit tersedia diperoleh melalui metode survei langsung kelapangan
dan analisis kebutuhan air irigasi dilakukan dengan bantuan software CROPWAT 8.0. Berdasarkan
analisis neraca air irigasi dilakukan pengurangan antara kebutuhan air irigasi dengan ketersediaan air
irigasi terhadap 3 sampel subak. Pada Subak Sari Merta terjadi kekurangan air pada selama 2 periode
yaitu periode Juni I sebesar 171.900 l/hari, Januari I 149.700 l/hari. Pada Subak Brawantangi terjadi
kekurangan air sebanyak 4 periode yaitu periode Agustus I sebesar 123.900 l/hari, Agustus II 99.200
l/hari, Maret I 98.000 l/hari, Maret II 78.200. Dan pada Subak Tegal Badeng terjadi kekurangan air
sebanyak 8 periode yaitu periode Juni II sebesar 64.600 l/hari, Juni III 178.500 l/hari, Agustus III 35.600
l/hari, September I 35.100 l/hari, September II 38.400 l/hari, September III 32.900 l/hari, November I
48.400 l/hari, November III 149.700 l/hari. Defisit air terjadi karena pada periode bulan tersebut
dilakukan pengolahan tanah sehingga kebutuhan air irigasi cenderung tinggi. Untuk dapat memenuhi
kebutuhan air irigasi yang diperlukan untuk pengolahan tanah, pada Subak Sari merta dilakukan sistem
giliran memakai air irigasi supaya aktifitas pertanian dapat berjalan baik. Kata Kunci: Sumur Pompa, Air Tanah, Kebutuhan Air, Ketersediaan Air, Irigasi. Abstract The Ground water is one of water resources that can be used to fullfill the needs of irrigation. With the
limited availability of water, it is attempted by utilizing ground water using pump wells. The use of pump
wells has not been maximal in fulfilling the irrigation water requirement so further research is needed. The objectives of this research are: (1) To know the technical use of groundwater resources for irrigation
using pump wells, and (2) to analyze the ability of pump wells in subak samples in Jembrana Regency to
irrigation water needs. This research uses descriptive analysis through survey method, taking data using
primary and secondary data. Available discharge analysis is obtained through direct survey method of
spaciousness and analysis of irrigation water needs carried out with the help of CROPWAT 8.0 software. Based on the irrigation water balance analysis, there is a reduction between the irrigation water demand
and the availability of irrigation water to 3 subak samples. In Subak Sari Merta it is known that there is
water shortage 2 periods that is the period of June I equal to 171.900 l / day, January I 149.700 l / day. Subak Brawantangi is known that there is water shortage as much as 4 periods that is the period of August
I equal to 123.900 l / day , August II 99.200 l / day, March I 98,200 l / day, March II 78.200 l / day. Subak Tegal Badeng is known that there is water shortage for 8 periods that is June II period is 64.000 l /
day, June III 178.500 l / day, August III 35.600, September I 35.100 l/day, September II 38.400 l/day,
September III 32.900 l/ day, November I 48,400 l / day, November III 149.700 l / day. Water deficit
occurs because in the period of the month is done so that the processing of irrigation water needs tend to
be high. To be able to meet the needs of irrigation water needed for the processing of the soil, the Subak
Sari is done by the turn system using irrigation water so that agricultural activities can run well. 98 Keywords: Pump Well, Ground Water, Water Requirement, Water Availability, Irrigation. Keywords: Pump Well, Ground Water, Water Requirement, Water Availability, Irrigation. PENDAHULUAN Untuk memenuhi kebutuhan air
baku pada daerah yang mengalami kekurangan air
dalam rangka memenuhi kebutuhan masyarakat,
mendorong pertumbuhan pertanian, perkebunan
diperlukan pembangunan/pembuatan sumur bor
termasuk jaringannya oleh pemerintah. PENDAHULUAN Budidaya tanaman padi tidak bergantung pada
musim, dimana padi dapat ditanam di musim
kemarau atau hujan. Pada musim kemarau produksi
dapat meningkat apabila air selalu tersedia. Namun
di daerah Kebupaten Jembrana pada musim kemarau
banyak daerah yang tidak tercukupi oleh suplai dari
irigasi permukaan, maka diperlukan pembangunan
sumber daya air tanah. Budidaya tanaman padi tidak bergantung pada
musim, dimana padi dapat ditanam di musim
kemarau atau hujan. Pada musim kemarau produksi
dapat meningkat apabila air selalu tersedia. Namun
di daerah Kebupaten Jembrana pada musim kemarau
banyak daerah yang tidak tercukupi oleh suplai dari
irigasi permukaan, maka diperlukan pembangunan
sumber daya air tanah. Kebutuhan air baku dari tahun ketahun terus
meningkat seiring dengan pertumbuhan penduduk,
ekonomi, pertanian, perkebunan dan peternakan
yang semakin banyak membutuhkan air baku. Sedangkan ketersediaan air permukaan semakin
menurun akibat dari penggundulan hutan, alih fungsi
lahan, pemanasan global dan lain-lain. Alternatif
untuk memenuhi kebutuhan air bagi daerah yang
mengalami kekeringan dapat dilakukan dengan
memanfaatkan
sumber
air
dalam
tanah
(Soemarwoto,1991). Terdapat 128 sumur di Kabupaten Jembrana yang
telah dibangun oleh Pendayagunaan Air Tanah
Pelaksanaan
Jaringan
Pemanfaatan
Air
Balai
Wilayah Sungai (BWS) Bali – Penida dan
dioperasikan
92
buah,
paling
banyak
jika
dibandingkan daerah lainnya. Sumur pompa yang
ada di Kabupaten Jembrana dimaksudkan untuk
membantu
petani
lokal
yang
tinggal
atau
mempunyai areal pertanian di daerah yang tidak
tercakup dalam sistem irigasi permukaan atau tidak
dapat bercocok tanam sepanjang tahun. Air tanah merupakan salah satu sumber daya air,
selain air sungai dan air hujan.Air tanah juga
memiliki
peranan
penting
terutama
menjaga
keseimbangan dan ketersediaan air, dalam hal ini air
tanah memberikan kontribusi yang besar bagi
peningkatan produksi pertanian, terutama pada
musim kemarau. Maka pengembangan air tanah
tetap menjadi salah satu solusi untuk membantu para
petani lokal mewujudkan pertanian sepanjang tahun
dengan memanfaatkan sumber daya air tanah untuk
irigasi (Asdak,2002). Penggunaan sumur pompa dalam menjaga umur
pakai pompa dalam penggunaannya dibatasi waktu
kerja mesin, akibatnya petani pada proses olah tanah
musim tanam masih bergilir penggunaanya. Selain
itu, pemberian air pada lahan petani masih
menggunakan
teknik
perkiraan. Sehingga
memungkin lahan petani mendapatkan kelebihan air
irgasi. Kemudian kelebihan tersebut akan terbuang
dengan percuma. Dari permasalahan diatas maka
diperlukan studi yang mengkaji mengenai ”Analisis
Teknis Penggunaan Sumber Daya Air Tanah Untuk
Irigasi Tanaman Padi di Kabupaten Jembrana” Potensi air dalam tanah untuk kebutuhan hidup dan
bahkan dapat dikembangkan untuk memenuhi
kebutuhan pertanian, perkebunan dan peternakan
yang
merupakan
mata
pencaharian
sebagian
masyarakat di Bali.. METODE j
g
y
p
Kabupaten Jembrana memiliki potensi air yang
meliputi air tanah, air permukaan dan mata air. Diantara sumber daya air tersebut, di Kabupaten
Jembrana potensi sumber daya air yang paling
melimpah adalah air tanah. Potensi air tanah di
Kabupaten Jembrana adalah sebesar 10,85 m3/dt
(Anonim, 2014).Dengan keterbatasan ketersediaan
air, maka diupayakan dengan memanfaatkan air
tanah
dengan
cara
membuat
sumur
pompa. Pemanfaatan air tanah dapat digunakan sebagai air
irigasi pada daerah kekurangan air, dimana air
permukaan tidak memadai atau tidak ada sama
sekali sedangkan daerah tersebut memiliki potensi
pertanian. Salah satu tanaman yang memiliki
potensi dalam bidang pertanian adalah tanaman padi. Tanaman
padi
merupakan
tanaman
yang
memerlukan air untuk masa pertumbuhannya. Tempat dan Waktu Penelitian
Tempat dan waktu penelitian ini dilaksanakan pada
3 subak sampel yang ada di daerah Kabupaten
Jembran,
yaitu
Subak
Sari
Merta,
Subak
Brawantangi,
Subak
Tegal
Badeng. Waktu
pelaksanaan penelitian ini yakni dilaksanakan mulai
dari
bulan
September
sampai
dengan
bulan
November 2017. HASIL DAN PEMBAHASAN c. Jadwal tanam, setelah didapatkan evapotraspirasi
potensial dan curah hujan efektif selanjunya
dimasukan data jadwal tanam pada 3 sampel
Subak,
yaitu
Subak
Sari
Merta,
Subak
Brawantangi, Subak Tegal badeng. Data tanaman
meliputi sifat dari tanaman yang tergantung dari
koefisien tanaman (Kc) dan lama pertumbuhan
yang tergantung dari jenis tanaman dan fase
pertumbuhan. Dari data tanaman ini dapat
dihitung kebutuhan air untuk tanaman, dengan
menambahkan
data
tanggal
tanam,
maka
kebutuhan air irigasi untuk tanaman dapat
ditentukan. Analisis Kecukupan Sumur Pompa Analisis Kecukupan Sumur Pompa Analisis kecukupuan sumur pompa menggunakan
hasil perhitungan dari neraca air irigasi. Hasil dari
neraca
air,
apabila
ketersediaan
memenuhi
kebutuhan air irigasi maka kebutuhan air irigasi
tersebut tercukupi. Namun ketersediaan air kurang
untuk memenuhi kebutuhan air irigasi maka
diperlukan perhitungan untuk mengetahui seberapa
besar kekurangan air yang dibutuhkan di subak
tersebut serta berapa diperlukan tambahan pompa
untuk memenuhi kekurangan air irigasi tersebut. g
g
a. Evapotraspirasi
Potensial
(Eto),
dalam
perhitungan
evapotranspirasi
potensial
menggunakan
persamaan
Penman
dengan
bantuan sofware CROPWAT 8.0, menggunakan
data klimatologi yang terdiri dari : temperatur,
kelembaban,
presentase
lama
penyinaran
matahari dan kecepatan angin. Data klimatologi
yang dimaksudkan yaitu data rata-rata lima tahun
terakhir dari tahun 2012 sampai dengan tahun
2016. Data iklim yang diambil dari dari Balai
Besar Meteorologi Klimatologi dan Geofisika
Stasiun Klimatologi Jembrana-Bali. g
g
a. Evapotraspirasi
Potensial
(Eto),
dalam
perhitungan
evapotranspirasi
potensial
menggunakan
persamaan
Penman
dengan
bantuan sofware CROPWAT 8.0, menggunakan
data klimatologi yang terdiri dari : temperatur,
kelembaban,
presentase
lama
penyinaran
matahari dan kecepatan angin. Data klimatologi
yang dimaksudkan yaitu data rata-rata lima tahun
terakhir dari tahun 2012 sampai dengan tahun
2016. Data iklim yang diambil dari dari Balai
Besar Meteorologi Klimatologi dan Geofisika
Stasiun Klimatologi Jembrana-Bali. g
g
a. Evapotraspirasi
Potensial
(Eto),
dalam
perhitungan
evapotranspirasi
potensial
menggunakan
persamaan
Penman
dengan
bantuan sofware CROPWAT 8.0, menggunakan
data klimatologi yang terdiri dari : temperatur,
kelembaban,
presentase
lama
penyinaran
matahari dan kecepatan angin. Data klimatologi
yang dimaksudkan yaitu data rata-rata lima tahun
terakhir dari tahun 2012 sampai dengan tahun
2016. Data iklim yang diambil dari dari Balai
Besar Meteorologi Klimatologi dan Geofisika
Stasiun Klimatologi Jembrana-Bali. Metode Analisis Dengan penelitian ini digunakan metode analisis
deskriptif untuk mengetahui a) teknis penggunaan
sumber daya air tanah, b) kecukupan pompa untuk
irigasi. b. Curah hujan efektif, perhitungan curah hujan
efektif dilakukan dengan bantuan sofware
CROPWAT 8.0 yang menggunakan rumus
Depandable rain (FAO/AGLW formula). Kebutuhan Air Irigasi Kebutuhan air sawah untuk padi ditentukan oleh
faktor-faktor sebagai berikut: penyiapan lahan,
penggunaan konsumtif, perkolasi,dan curah hujan
efektif
(Purwanto
dkk,
2006). Perhitungan
kebutuhan air irigasi dilakukan dengan bantuan
sofware CROPWAT 8.0, tahapan dan cara kerja
yang dilaksanakan untuk menentukan kebutuhan air
irigasi adalah sebagai berikut. Jenis Data dan Variabel Penelitian Jenis Data dan Variabel Penelitian
Data yang didapatkan oleh peneliti pada saat
pelaksanaan penelitian menggunakaan 2 jenis data,
yaitu data primer dan sekunder. Dalam penelitian ini
ada
beberapa
variabel
yang
diamati
yaitu:
Spesifikasi Wilayah, Ketersediaan Air/Kemampuan
Sumur Pompa, Kebutuhan Air Irigasi, Neraca Air
Irigasi dan Analisis Kecukupan Pompa 99 saling mempengaruhi satu sama lain dalam
pertumbuhan tanaman. Ketersediaan Air dan Kemampuan Pompa Ketersediaan Air dan Kemampuan Pompa Ketersediaan Air dan Kemampuan Pompa
Untuk mengetahui ketersediaan air di ketiga subak
tersebut. Metode yang digunakan pada tahapan ini
adalah metode wawancara dan pengamatan secara
langsung. Dengan metode tersebut akan diketahui
data-data
yang
diperlukan. Data-data
yang
diperlukan dalam tahapan ini adalah jumlah pompa,
jenis pompa, daya pompa, dan debit yang dapat
dihasilkan pompa. e. Kebutuhan
Air
Irigasi,
setelah
didapatkan
evapotraspirasi potensial, curah hujan efektif dan
jadwal tanam selanjutnya dapat ditentukan
kebutuhan air irigasi yang sesuai dengan jadwal
tanam yang diterapkan pada 3 sampel subak. e. Kebutuhan
Air
Irigasi,
setelah
didapatkan
evapotraspirasi potensial, curah hujan efektif dan
jadwal tanam selanjutnya dapat ditentukan
kebutuhan air irigasi yang sesuai dengan jadwal
tanam yang diterapkan pada 3 sampel subak. Neraca air irigasi
Neraca
air
irigasi
dapat
dihitungan
dengan
persamaan berikut:
NAI = KA – KAI
Dimana :
NAI
= neraca air irigasi
KA
= ketersediaan air
KAI
= kebutuhan air irigasi Spesifikasi Wilayah Setiap wilayah memiliki spesifikasi yang berbeda-
beda karena dipengaruhi oleh iklim dan keadaan
geologi. Di daerah Bali memiliki potensi air tanah
yang bisa memenuhi kekurangan kebutuhan sumber
daya air khususnya Kabupaten Jembrana. Air tanah
banyak digunakan pada daerah persediaan air sangat
terbatas dan tidak merata. Penelitian dilakukan di 3 sampel subak di Kabupaten
Jembrana, yaitu Subak Sari Merta, Subak Tegal
Badeng, dan Subak Brawantangi Dengan luas lahan
Subak Sari Merta 32 ha, Subak Brawantangi 125 ha,
Subak Tegal Badeng 165 ha. Subak Sari Merta yaitu
memiliki 32 anggota dengan 5 kelompok, subak
Brawantangi memiliki 186 anggota dengan 11 d. Jenis tanah, tanah sebagai media tumbuh tanaman
yang memiliki sifat dan karakteristik yang dapat
dilihat
dari
sifat
fisik,
kimiawi,
maupun
bioloogisnya dimana ketiganya berintegrasi dan 100 Perhitungan Evapotranspirasi Potensial
Bulan
Temp
(OC)
Hum
(%)
Wind
(km/
hari)
Sun
(jam)
Eto
(mm/
day)
Januari
27.1
83
58
4.4
3.57
Februari
26.7
84
34
4.7
3.59
Maret
27.1
83
48
5.4
3.72
April
27.0
84
48
5.4
3.45
Mei
26.5
85
38
5.9
3.18
Juni
25.9
84
48
5.7
2.93
Juli
25.0
83
67
5.7
2.96
Agustus
24.7
82
72
6.3
3.33
September
25.5
80
80
7.0
3.89
Oktober
26.9
80
72
6.9
4.18
November
27.7
81
62
5.8
4.00
Desember
27.3
84
48
4.1
3.46
Average
26.4
83
56
5.6
3,52 kelompok, dan Subak Tegal Badeng memiliki 130
anggota dengan 8 kelompok. memiliki 130
Perhitungan Evapotranspirasi Potensial Perhitungan Evapotranspirasi Potensial Teknis Penggunaan Sumber Daya Air Tanah Teknis Penggunaan Sumber Daya Air Tanah gg
y
Penggunaan sumber daya air tanah diperlukan upaya
pengambilan / pengangkatan air dalam tanah
kepermukaan tanah. Pengangkatan air menggunakan
bantuan pompa. Pompa air digerakan dengan motor
penggerak berbahan bakar solar, bensin, listrik atau
tenaga
angin. Dari
beberapa
sumur
pompa
kebanyakan semuanya menggunakan mesin diesel
sebagai penggerak. Hal ini karena penggunaan
genset/
mesin
diesel
lebih
menguntungkan
dibandingkan menggunakan energi listrik (PLN)
karena petani tidak perlu mengeluarkan biaya rutin
bulanan untuk membayar beban gardu listrik
meskipun mesin tidak beroperasi. Tahapan selanjutnnya setelah didapatkan hasil dari
evapotranspirasi potensial selanjutnya dilakukan
perhitungan untuk menentukan besarnya curah hujan
efektif yang dapat dimanfaatkan oleh tanaman. Perhitungan curah hujan efektif dilakukan dengan
menggunakan rumus Dependable rain (FAO/AGLW
formula) dengan bantuan software CROPWAT 8.0. Dalam perhitungan curah hujan efektif, data yang
digunakan adalah data rata-rata lima tahun terakhir
dari tahun 2012 sampai dengan tahun 2016 yang
bersumber dari stasiun hujan yang berlokasi di
Kabupaten Jembrana, dapat dilihat pada Tabel 2. p
p
Untuk mengalirkan air dari pompa ke lahan petani,
maka perlu dibangun jaringan irigasi air tanah
(JIAT). JIAT sumur pompa adalah suatu sistem
penyediaaan air irigasi yang bersumber dari air
tanah, diekploitasi melalui pembangunan sumur bor
dengan
kedalaman
tertentu,
kemudian
airnya
didistribusikan melalui jaringan perpipaan dengan
bantuan pompa submersible. Operasi JIAT Sumur
Pompa merupakan tata cara pengoprasian pompa
untuk mengalirkan air dari sumber air tanah sumur
bor ke petak-petak tanaman melalui jaringan
perpipaan. Setelah itu air ditampung dalam box
pembagi untuk disalurkan ke petak-petak sawah
sesuai dengan luasan tiap arealnya melalui saluran
terbuka/ salurak kecil. Sehingga air irigasi dapat
dimanfaatkan pada petak pemanfaatan atau petak
tanaman. Tabel 2
Perhitungan Curah Hujan Efektif
Bulan
CHtota
l(mm/bulan)
CHefektif
(mm/bulan)
Januari
262.5
186.0
Februari
413.7
307.0
Maret
170.2
112.2
April
129.5
79.6
Mei
129.6
79.7
Juni
94.5
51.6
Juli
96.7
53.4
Agustus
42.1
15.3
September
33.8
10.3
Oktober
105.9
60.7
November
128.7
79.0
Desember
304.3
219.4
Total
1911.5
1254.0 Tabel 2
Perhitungan Curah Hujan Efektif Kebutuhan Air Irigasi. Data jadwal tanam padi yang diterapkan pada
ke 3 Subak sampel dapat dilihat pada masa tanam
subak Sari Merta yang dimulai pada tanggal 10 Juni
dan panen tanggal 07 Oktober, Subak Brawantangi
yang dimulai pada tanggal 14 Agustus dan panen
tanggal 11 Desember, Subak Tegal Badeng yang
dimulai pada tanggal 01 Juli dan panen tanggal 28
Oktober sehingga umur padi dari mulai penanaman
bibit padi sampai dengan panen adalah 120 hari. Setalah
penentuan
jadwal
tanam
dilakukan
penentuan koefisien tanaman (Kc). Keterangan:
Penentuan
Kc
dilakukan
diaplikasi
dengan
menginput data jadwal tanam dan jenis tanaman. Setelah penentuan Kc, dilakukan penentuan jenis
tanah yang terdapat pada 3 subak sampel adalah
jenis tanah yang bertekstur lempung (loam). Tahapan selanjutnya setelah dilakukan perhitungan
evapotranspirasi potensial, curah hujan efektif,
jadwal tanam dan jenis tanah adalah ditentukan
kebutuhan air irigasi yang sesuai dengan jadwal
tanam yang diterapkan pada 3 Subak yaitu Subak
Sari Merta, Subak Brawantangi, Subak Tegal
Badeng. Hasil analisis dapat dilihat pada Gambar 1. Analisis kebutuhan air irigasi merupakan salah satu
tahap penting yang diperlukan dalam perencanaan
dan pengelolaan sistem irigasi. Kebutuhan air
tanaman didefinisikan sebagai jumlah air yang
dibutuhkan oleh tanaman pada suatu periode untuk
dapat
tumbuh
dan
produksi
secara
normal. Kebutuhan air nyata untuk areal usaha pertanian
meliputi evapotranspirasi potensial (ETo), sejumlah
air yang dibutuhkan untuk pengoperasian secara
khusus seperti penyiapan lahan dan penggantian air,
serta kehilangan selama pemakaian (Sudjarwadi,
1990). Tahapan selanjutnya setelah dilakukan perhitungan
evapotranspirasi potensial dan curah hujan efektif
selanjutkan akan ditentukan data musim tanam padi
pada ke 3 sampel subak. Setelah itu dilakukan input
jenis tanaman untuk menentukan fase dari jadwal
tanam. Data jadwal tanam padi yang diterapkan pada
ke 3 Subak sampel dapat dilihat pada masa tanam
subak Sari Merta yang dimulai pada tanggal 10 Juni
dan panen tanggal 07 Oktober, Subak Brawantangi
yang dimulai pada tanggal 14 Agustus dan panen
tanggal 11 Desember, Subak Tegal Badeng yang
dimulai pada tanggal 01 Juli dan panen tanggal 28
Oktober sehingga umur padi dari mulai penanaman
bibit padi sampai dengan panen adalah 120 hari. Setalah
penentuan
jadwal
tanam
dilakukan
penentuan koefisien tanaman (Kc). Keterangan:
Penentuan
Kc
dilakukan
diaplikasi
dengan
menginput data jadwal tanam dan jenis tanaman. Gambar 1. Kebutuhan Air Irigasi. Grafik kebutuhan air irigasi ketiga subak
sampel p
Tabel di atas menunjukan jadwal tanam I bahwa
kebutuhan air irigasi pada 3 sampel subak saat
dilakukan pengolahan tanah yang membutuhkan air
irigasi cukup banyak, pada Subak Sari Merta yaitu
periode Juni I sebesar 17,19 mm/hari. Sedangkan
pada fase pertumbuhan, rata-rata kebutuhan air
irigasi berkisar antara 6,13 mm/hari sampai dengan
3,55 mm/hari. Kebutuhan air irigasi yang terkecil
yaitu periode Oktober I sebesar 0,94 mm/hari. Pada
periode Oktober I memerlukan sedikit air karena
tanaman padi sudah mencapai fase generatif di
mana tanaman padi sudah berumur 120 hari. Pada
Subak Brawantangi yaitu periode Agustus I sebesar
12,39 mm/hari. Sedangkan pada fase pertumbuhan,
rata-rata kebutuhan air irigasi berkisar antara 5,86
mm/hari sampai dengan 1,88 mm/hari. Kebutuhan
air irigasi yang terkecil yaitu periode Desember II
sebesar 0,3 mm/hari. Pada periode Desember II
memerlukan sedikit air karena tanaman padi sudah
mencapai fase generatif di mana tanaman padi
sudah berumur 120 hari. Pada subak Tegal Badeng
yaitu periode Juni III sebesar 17,85 mm/hari. Sedangkan pada fase pertumbuhan, rata-rata
kebutuhan air irigasi berkisar antara 6,46 mm/hari
sampai dengan 2,4 mm/hari s. Kebutuhan air irigasi
yang terkecil yaitu periode Oktober III sebesar 0,56
mm/hari. Pada periode Oktober III memerlukan
sedikit air karena tanaman padi sudah mencapai fase
generatif di mana tanaman padi sudah berumur 120. g p
j
j
Setelah penentuan Kc, dilakukan penentuan jenis
tanah yang terdapat pada 3 subak sampel adalah
jenis tanah yang bertekstur lempung (loam). Tahapan selanjutnya setelah dilakukan perhitungan
evapotranspirasi potensial, curah hujan efektif,
jadwal tanam dan jenis tanah adalah ditentukan
kebutuhan air irigasi yang sesuai dengan jadwal
tanam yang diterapkan pada 3 Subak yaitu Subak
Sari Merta, Subak Brawantangi, Subak Tegal
Badeng. Hasil analisis dapat dilihat pada Gambar 1. Analisis kebutuhan air irigasi merupakan salah satu
tahap penting yang diperlukan dalam perencanaan
dan pengelolaan sistem irigasi. Kebutuhan air
tanaman didefinisikan sebagai jumlah air yang
dibutuhkan oleh tanaman pada suatu periode untuk
dapat
tumbuh
dan
produksi
secara
normal. Kebutuhan air nyata untuk areal usaha pertanian
meliputi evapotranspirasi potensial (ETo), sejumlah
air yang dibutuhkan untuk pengoperasian secara
khusus seperti penyiapan lahan dan penggantian air,
serta kehilangan selama pemakaian (Sudjarwadi,
1990). Kebutuhan Air Irigasi. Kebutuhan air irigasi dihitung berdasarkan data
klimatologi yang digunakan yaitu data rata-rata lima
tahun terakhir dari tahun 2012 sampai dengan tahun
2016 yang diambil dari Balai Besar Meteorologi
Klimatologi dan Geofisika Stasiun Klimatologi
Jembrana-Bali. Proses perhitungan yang dilakukan
dengan
menghitung
evapotranspirasi
potensial
dengan menggunakan persamaan Penman dengan
bantuan software CROPWAT 8.0 dapat diperoleh
data ETo seperti tabel 1. Tabel 1 menunjukan hasil dari perhitungan yang
dilakukan
untuk
menentukan
evapotranspirasi
potensial dapat diketahui evapotranspirasi potensial
yang cukup tinggi terdapat pada bulan Oktober yaitu
4,18 mm/hari.Sedangkan evapotranspirasi potensial
yang terkecil yaitu bulan Juni sebesar 2,93 mm/hari. Tabel 1 Data curah hujan efektif yang diambil dari stasiun
hujan di Kabupaten Jembrana, dapat diketahui
bahwa pada bulan Februari terjadi curah hujan yang
cukup tinggi yaitu 307.0 mm/hari, sedangkan pada
bulan September terjadi curah hujan yang kecil
yaitu 10.3 mm/hari. Pada musim hujan sebagian Tabel 1 101 Gambar 1. Grafik kebutuhan air irigasi ketiga subak
sampel besar kebutuhan air dipenuhi oleh hujan, sementara
dalam musim kemarau kebutuhan air irigasi yang
tidak dapat dipenuhi oleh air hujan dapat dipenuhi
oleh air irigasi. Besarnya jumlah air yang bersumber
dari curah hujan sulit diperkirakan, karena curah
hujan sangat bervariasi setiap tahunnya. Curah hujan
yang jatuh tidak semua digunakan oleh tanaman. Sebagian hujan hilang karena limpasan permukaan
(run off) atau karena perkolasi. Jumlah curah hujan
yang jatuh dan efisien untuk pertumbuhan tanaman
tergantung pada intensitas hujan, topografi lahan,
sistem penanaman dan fase pertumbuhan (Sari,
2004). g
y j
y
g
dari curah hujan sulit diperkirakan, karena curah
hujan sangat bervariasi setiap tahunnya. Curah hujan
yang jatuh tidak semua digunakan oleh tanaman. Sebagian hujan hilang karena limpasan permukaan
(run off) atau karena perkolasi. Jumlah curah hujan
yang jatuh dan efisien untuk pertumbuhan tanaman
tergantung pada intensitas hujan, topografi lahan,
sistem penanaman dan fase pertumbuhan (Sari,
2004). Tahapan selanjutnya setelah dilakukan perhitungan
evapotranspirasi potensial dan curah hujan efektif
selanjutkan akan ditentukan data musim tanam padi
pada ke 3 sampel subak. Setelah itu dilakukan input
jenis tanaman untuk menentukan fase dari jadwal
tanam. Ketersediaan Air Pada Subak Brawantangi debit pompa
yang dihasilkan sebesar 1,76 l/dt/ha. Debit pompa
tersebut dapat pula dianalisi untuk mendapatkan
volume yang dihasilkan. Volume dihasilkan adalah
76.032 l/ha/hari. Pada Subak Tegal Badeng pada
debit pompa yang dihasilkan sebesar 0,72 l/dt/ha. Debit pompa tersebut dapat pula dianalisi untuk
mendapatkan volume yang dihasilkan. Volume
dihasilkan adalah 31.104 l/ha/hari. Kemampuan Pompa a. Subak Sari Merta
Debit pompa yang dimiliki subak Sari Merta
yaitu 10 l/d, pompa yang dimiliki sebanyak 5
pompa. Dengan luas lahan 32 ha, jadi dalam satu
pompa dapat mengairi sekitar 6 sampai 7 ha
lahan subak Kemampuan Sumur Pompa Kemampuan Sumur Pompa
Pembuatan jaringan irigasi air tanah dimaksudkan
untuk memenuhi kebutuhan air irigasi yang
mengalami kekurangan, sehingga mampu menjamin
ketersediaan air baik pada musim penghujan
maupun kemarau. Pemanfaatan air tanah untuk 102 Ketersediaan Air Ketersediaan air adalah air yang tersedia untuk
mengairi atau memenuhi kebutuhan irigasi pada
lahan pertanian. Besarnya ketersediaan air pada
suatu wilayah (subak) didapat dengan menghitung
debit air pada pompa. Diperoleh data ketersediaan
air irigasi pompa sebagai berikut pada Tabel 5. Jaringan irigasi air tanah direncanakan dengan
sistem saluran tertutup atau perpipaan dan sistem
jaringan tertutup didalam tanah. Dengan tiap-tiap
outletnya
menggunakan
box
pembagi
untuk
disalurkan kesawah sesuai dengan luasan tiap
arealnya melalui saluran terbuka. Tabel 5. Ketersediaan Air
Subak
Kemam
puan
Pompa
(l/det)
Jumlah
Pompa
Luas
Laha
n
(ha)
Ketersediaan Air
debit(l/
d/ha)
Vol
(l/ha//h
ari)
Sari
Merta
10
5
35
1,42
61.344
Brawa
ntangi
20
11
125
1,76
76.032
Tegal
Baden
g
15
8
165
0,72
31.104
Pada Subak Sari Merta debit pompa yang dihasilkan
sebesar 1,42 l/dt/ha. Debit pompa tersebut dapat pula
dianalisi
untuk
mendapatkan
volume
yang
dihasilkan. Volume
dihasilkan
adalah
61.344
l/ha/hari. Pada Subak Brawantangi debit pompa
yang dihasilkan sebesar 1,76 l/dt/ha. Debit pompa
tersebut dapat pula dianalisi untuk mendapatkan
volume yang dihasilkan. Volume dihasilkan adalah
76.032 l/ha/hari. Pada Subak Tegal Badeng pada
debit pompa yang dihasilkan sebesar 0,72 l/dt/ha. Debit pompa tersebut dapat pula dianalisi untuk
mendapatkan volume yang dihasilkan. Volume
dihasilkan adalah 31.104 l/ha/hari. Tabel 5. Ketersediaan Air
Subak
Kemam
puan
Pompa
(l/det)
Jumlah
Pompa
Luas
Laha
n
(ha)
Ketersediaan Air
debit(l/
d/ha)
Vol
(l/ha//h
ari)
Sari
Merta
10
5
35
1,42
61.344
Brawa
ntangi
20
11
125
1,76
76.032
Tegal
Baden
g
15
8
165
0,72
31.104 y
Kemampuan dan jumlah sumur pompa di Subak Sari
Merta, Subak Brawantangi, Subak Tegal Badeng
berbeda-beda tergantung luas wilayah dari lahan
subak petani. Dalam hal ini dibutuhkan spesifikasi
pompa disetiap subak sampel. Spesifikasi Pompa
Tabel 4. Spesifikasi pompa pada 3 Subak Sampel
Nama
Subak
Pompa
Mesin Genset
Jenis/Ti
pe
Mere
k
M
od
el
Je
ni
s
Mer
ek
Powe
r
(KV
A)
Mo
del
Sb. Sari
Merta
Submer
sible
pump
Grou
ndfl
ow
Sp
45
-4
D
is
el
Fg
Wil
son
27
P27
PI
Sb. Brawa
ntangi
Submer
sible
pump
Grou
ndfl
ow
Sp
60
-7
D
is
el
Per
kins
40
P40
P3
Sb
Tegal
Baden
g
Submer
sible
pump
Grou
ndfl
ow
Sp
45
-4
D
is
el
Fg
Wil
son
33
P33
-1 Pada Subak Sari Merta debit pompa yang dihasilkan
sebesar 1,42 l/dt/ha. Debit pompa tersebut dapat pula
dianalisi
untuk
mendapatkan
volume
yang
dihasilkan. Volume
dihasilkan
adalah
61.344
l/ha/hari. Neraca Air
N
i Neraca air dimaksudkan merupakan perhitungan
jumlah masukan (inflow) dan keluaran (outflow)
dalam tinjauan periode waktu tertentu pada suatu
sub-sistem
hidrologi
(Harto,
2000). Secara
kuantitatif, neraca air menggambarkan bahwa
selama periode tertentu masukan air total sama
dengan
keluaran
air
total
ditambah
dengan
perubahan air cadangan. Perhitungan neraca air akan
menentukan terhadap pola tanam akhir yang akan
dipakai untuk jaringan irigasi (Juhana,dkk. 2015). Apabila debit tersedia pada saluran inlet melimpah,
maka luas daerah irigasi akan terpenuhi kebutuhan
airnya, apabila debit pada saluran inlet terjadi
kekurangan air irigasi, terdapat tiga pilihan yang
harus dipertimbangkan yaitu luas daerah irigasi
dikurangi, melukan modifikasi dalam pola tanam,
rotasi atau golongan. Neraca air irigasi dilakukan
dengan mengurangi ketersediaan air irigasi dengan b. Subak Brawantangi
Debit pompa yang dimiliki subak Brawantangi
yaitu 20 l/d, pompa yang dimiliki sebanyak 11
pompa. Dengan luas lahan 125 ha, jadi dalam
satu pompa dapat mengairi sekitar 20 sampai 25
ha lahan subak. c. Subak Tegal Badeng
Debit pompa yang dimiliki subak Tegal Badeng
yaitu 15 l/d, pompa yang dimiliki sebanyak 8
pompa. Dengan luas lahan 165 ha, jadi dalam
satu pompa dapat mengairi sekitar 20 sampai 25
ha lahan petani. 103 Gambar 4. Grafik Neraca Air Irigasi di Subak Tegal
Badeng Gambar 4. Grafik Neraca Air Irigasi di Subak Tegal
Badeng kebutuhan air irigasi pada 3 sampel subak yaitu
Subak Sari Merta, Subak Brawantangi dan Subak
Tegal Badeng. Grafik neraca air irigasi dari
pengurangan antara kebutuhan air irigasi dengan
ketersediaan air irigasi pada 3 sampel subak dapat
dilihat pada Gambar 2, 3 dan 4 sebagai berikut : kebutuhan air irigasi pada 3 sampel subak yaitu
Subak Sari Merta, Subak Brawantangi dan Subak
Tegal Badeng. Grafik neraca air irigasi dari
pengurangan antara kebutuhan air irigasi dengan
ketersediaan air irigasi pada 3 sampel subak dapat
dilihat pada Gambar 2, 3 dan 4 sebagai berikut : Dari hasil grafik potensial diatas menunjukan
kebutuhan air irigasi dan ketersediaan air pada
sampel subak. Garis putus-putus menandakan
ketersediaan air pada sampel subak dan garis lurus
menandakan kebutuhan air irigasi pada sampel
subak. Grafik diatas adalah perbandingan antara
debit pompa dengan besarnya kebutuhan air irigasi. Pada Gambar 10,11,12 dapat dilihat jika pada Subak
Sari Merta terjadi kekurangan air pada selama 2
periode yaitu periode Juni I sebesar 171.900 l/hari,
Januari I 149.700 l/hari. Selain kekurangan air, di
Subak Sari Merta juga terjadi kelebihan air. KESIMPULAN DAN SARAN Juhana, E.A., Permana, S. Farida, I. 2015. Analisis
Kebutuhan Air Irigasi Pada Daerah Irigasi
Bangbayang UPTD SDAP Leles Dinas
Sumber
Daya
Air
dan
Pertambangan
Kabupaten Garut. Sekolah Tinggi Teknologi
Garut. Garut. ISSN : 2302-7312 Vol. 13 No. 1. Neraca Air
N
i Pada
Gambar 10 dapat dilihat jika Subak Brawantangi
terjadi kekurangan air sebanyak 4 periode yaitu
periode Agustus I sebesar 123.900 l/hari, Agustus II
99.200 l/hari, Maret I 98.000 l/hari, Maret II 78.200. Dan pada Gambar 11 dapat dilihat pada Subak Tegal
Badeng terjadi kekurangan air sebanyak 8 periode
yaitu periode Juni II sebesar 64.600 l/hari, Juni III
178.500 l/hari, Agustus III 35.600 l/hari, September
I 35.100 l/hari, September II 38.400 l/hari,
September III 32.900 l/hari, November I 48.400
l/hari, November III 149.700 l/hari. Gambar 2. Grafik Neraca Air Irigasi di Subak Sari
Merta. Gambar 2. Grafik Neraca Air Irigasi di Subak Sari
Merta. Gambar 2. Grafik Neraca Air Irigasi di Subak Sari
Merta. Gambar 3. Grafik Neraca Air Irigasi di Subak
Brawantangi ,
Analisis dari ketersediaan air menggunakan pompa
di Subak Sari Merta, Subak Brawantangi, Subak
Tegal badeng dapat terpenuhi. Defisit air yang
terjadi seperti pada Gambar 10, 11 dan 12 karena
pada periode tersebut sedang dilakukan pengolahan
tanah sehingga kebutuhan air irigasi tinggi. Untuk
dapat memenuhi kebutuhan air irigasi yang
diperlukan untuk pengolahan tanah, di Subak Sari
Merta, Subak Brawantangi dan Subak Tegal Badeng
dilakukan sistem pergiliran air. Pergiliran air yang
dimaksud adalah pergiliran jadwal olah tanah yang
menggunakan air, sehingga olah tanah yang
dilakukan oleh petani pada subak tersebut tidak
serempak. Tujuan dari penerapan pergiliran olah
tanah ini adalah agar petani bisa bergiliran
menggunakan air untuk pengolahan tanah. Misalnya
di bagian hulu terlebih dahulu mengolah tanah,
setelah itu baru dibagian hilir dilakukan pengolahan
tanah. Selain itu untuk mengatasi kekurangan air
pada ketiga subak khususnya subak Tegal Badeng
perlu dilakukan sistem irigasi metode SRI (System
of Rice Intensification) untuk menghemat air irigasi
yang tersedia. Hal ini karena pada sistem SRI air
yang diberikan selama pertumbuhan dari mulai
tanam sampai panen dibatasi maksimal 2 cm. Pertumbuhan padi paling baik saat air yang
diberikan secara macak-macak dengan ketinggian Gambar 3. Grafik Neraca Air Irigasi di Subak
Brawantangi Gambar 3. Grafik Neraca Air Irigasi di Subak 104 sekitar 5 mm dan ada periode pengeringan sampai
tanah retak (irigasi terputus) (Anggraini, 2013). Harto, S.B. 2000. Hidrologi Teori, Masalah dan
Penyelesaian. Nafiri Offset. Yogyakarta. Saran Adapun saran yang dapat diberikan hasil penelitian
yang telah dilakukan adalah untuk mengatasi
kekurangan air pada ketiga subak khususnya subak
Tegal Badeng perlu dilakukan sistem irigasi metode
SRI (System of Rice Intensification). Selain itu perlu
juga dilakukan penelitian pada Subak yang lain
sehingga bisa diketahui apakah penggunaan sumber
daya air tanahnya sudah bisa memenuhi kebutuhan
air irigasinya atau belum.. Kesimpulan Teknis penggunaan sumur daya air tanah dimulai
dari penggangkatan air menggunakan pompa lalu
dialirkan melalui pipa sampai ke bak pembagi dan
selanjutnya di alirkan ke petak-petak sawah Teknis penggunaan sumur pompa pada masing-
masing subak rata-rata dapat digunakan maksimal
selama 12 jam. Debit pompa setiap subak berbeda-
beda, Subak Sari Merta mampu mendistribusikan air
sebanyak 10 l/d, Subak Brawantangi 20 l/d, Subak
Tegal Badeng 15 l/d. Purwanto, dan Jazaul Ikhsan. Analisis Kebutuhan
Air Irigasi Pada Daerah Irigasi Bendung
Mrican1. Jurnal Semesta Teknika 9.1
(2006): 83-93. Pada Subak Sari Merta terjadi kekurangan air pada
selama 2 periode yaitu periode Juni I dan Januari I. Pada Subak Brawantangi terjadi kekurangan air
sebanyak 4 periode yaitu periode Agustus I,
Agustus II, Maret I, Maret II. Dan pada Subak Tegal
Badeng terjadi kekurangan air sebanyak 8 periode
yaitu periode Juni II, Juni III, Agustus III,
September
I,
September
II,
September
III,
November I, November III. Defisit air terjadi karena
pada periode bulan tersebut dilakukan pengolahan
tanah sehingga kebutuhan air irigasi cenderung
tinggi. Sari, N, Y, 2004. Optimasi Pola Tanam Bedasarkan
Ketersediaan Debit Air Irigasi di Daerah
Irigasi Situbala Kabupaten Bogor, Jawa
Barat (Skripsi). Jurusan Teknik Pertanian. Fakultas Teknologi Pertanian. IPB. Bogor. Soemarwoto, Otto.1991. Ekologi, lingkungan hidup
dan pembangunan. Djambatan. Bandung. Sudjarwadi, 1990. Teori dan Praktek Irigasi. Pusat
Antar Universitas Ilmu Teknik. UGM. Yogyakarta. DAFTAR PUSTAKA Anggraini, F., Suryanto, A., & Aini, N. (2013). Sistem tanam dan umur bibit pada tanaman
padi sawah (Oryza sativa L.) varietas Inpari
13. Jurnal Produksi Tanaman, 1(2). Anonim. 2014. Direktorat Jendral Sumber Daya Air
Kementrian Pekerjaan Umum dan
Perumahan Rakyat. Balai Wilayah Sungai
Bali-Penida. Provinsi Bali Anonim. 2014. Direktorat Jendral Sumber Daya Air
Kementrian Pekerjaan Umum dan
Perumahan Rakyat. Balai Wilayah Sungai
Bali-Penida. Provinsi Bali Asdac, C. 2002. Hidrologi dan Pengelolaan Daerah
Aliran Sungai. Gadjah Mada University
Press. Yogyakarta. 105
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Measuring health of highway network configuration against dynamic Origin-Destination demand network using weighted complex network analysis
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PloS one
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cc-by
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RESEARCH ARTICLE OPEN ACCESS Citation: Tak S, Kim S, Byon Y-J, Lee D, Yeo H
(2018) Measuring health of highway network
configuration against dynamic Origin-Destination
demand network using weighted complex network
analysis. PLoS ONE 13(11): e0206538. https://doi. org/10.1371/journal.pone.0206538 Editor: Sergio Go´mez, Universitat Rovira i Virgili,
SPAIN Copyright: © 2018 Tak 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: The data used in this
study are from the database of Korea highway
system collected in 2015, which are public sources
provided by the Korea Expressway Corporation. They are available at the URL: http://data.ex.co.kr/. Others can access the data in the same manner as
the authors and the authors did not have any
special access privileges. Abstract Ideal configuration or layout of highways should resemble the actual demands for the roads
represented by Origin-Destination (OD) information. It would be beneficial if existing high-
ways can be evaluated for their configurational fitness against the current demands, and
newly planned highways can carefully be designed in terms of their layouts and topologies
that would reflect the demands. Analysis techniques used for complex networks in the
matured field of network theory can be applied for the highway layout health monitoring
against the current OD information. This paper proposes a methodology of measuring the
fitness of existing highways by comparing their structural configuration against conceptual
OD networks using well-established techniques in network theory for complex networks. In
the first phase, this paper conducts an empirical analysis and finds that both structural high-
way network and OD network follow the “power law” distribution as they are weighted by
capacity and traffic volume respectively. It is also found that the power law coefficient of the
OD network dynamically changes throughout the day and week. In the second phase, a
noble methodology of weighting and measuring the health, of structural highway networks
against OD networks by means of comparing their power law coefficients is proposed. It is
found that the proposed method is effective at detecting deviations from ideal structural con-
figurations associated with actual demands. Measuring health of highway network
configuration against dynamic Origin-
Destination demand network using weighted
complex network analysis Sehyun Tak1, Sunghoon KimID2, Young-Ji ByonID3, Donghoun Lee2, Hwasoo YeoID2* 1 Department of The Fourth Industrial Revolution and Transport, The Korea Transportation Institute (KOTI),
Sejong, Republic of Korea, 2 Department of Civil and Environmental Engineering, Korea Advanced Institute
of Science and Technology, Daejeon, Republic of Korea, 3 Department of Civil Infrastructure and
Environmental Engineering, Khalifa University of Science and Technology, Abu Dhabi, UAE a1111111111
a1111111111
a1111111111
a1111111111
a1111111111 a1111111111
a1111111111
a1111111111
a1111111111
a1111111111 * hwasoo@kaist.ac.kr Measuring health of highway network configuration against dynamic OD demand network centrality, betweenness centrality, straightness centrality, and clustering [1–6]. They analyse
specific connection patterns of the road network to abstract the properties of a complicated
transportation network structure because it is helpful for not only to understand the temporal
and spatial changes of the transportation network but also to provide a guideline for road con-
structions. To estimate the properties of large-scale transportation networks in an efficient
way, many empirical studies have attempted to conduct a case study based on the railway,
urban, aviation, and maritime transportation networks [7–11]. support program (IITP-2018-2016-0-00314)
supervised by the IITP (Institute for Information &
communications Technology Promotion) and the
Ministry of Land, Infrastructure, and Transport
(MOLIT, KOREA) [Project ID: 18TLRP-B146748-
01-000000, Project Name: Connected and
Automated Public Transport Innovation (National
R&D Project)]. Recently, the researches related to transportation networks have shifted their focus from
topologic and geometric properties to large-scale statistical properties from a point of view of
complex network theory [12]. In a complex network with the “power law” distributions, which
is known as a scale-free network, the degree of a node indicates the importance and the node
with a high degree is considered as critical [13,14]. By identifying critical components (nodes
and links) in a network, the potential failure of a component can be prevented. Furthermore, if
the distributions of a transportation network are identified beforehand, the evolutional direc-
tion of transportation network can be predicted and the heterogeneity of transportation net-
work can be estimated [2,15,16]. For these reasons, different kinds of transportation networks
such as air network [17–19], railway network [20,21], public transportation network [22,23],
and highway network [24] have been studied. In most of these studies, transportation net-
works show small-world properties with different degree distributions for each network. For
instance, for the airport networks in India and China, the degree distributions are found to fol-
low the power law[17,18]. The degree distribution of Polish public transportation network and
that of Indian railway network follow the exponential law [20,22]. The South Korean highway
network has a heavy tail with relatively more homogeneous characteristics compared to other
transportation networks such as public transportation network and airport transportation net-
work [24]. Introduction Transportation networks, especially highway networks are considered as permanent invest-
ments that are extremely expensive in building, maintaining and modifying them. Therefore, a
careful and continuous monitoring of such crucial infrastructures is mandatory for the society. Many studies on transportation network focus on analysing the topological properties of a
transportation network such as ringness, webness, circuitness, degree centrality, closeness Funding: This research was supported by the MSIT
(Ministry of Science and ICT), Korea, under the
ITRC (Information Technology Research Center) PLOS ONE | https://doi.org/10.1371/journal.pone.0206538
November 1, 2018 1 / 21 PLOS ONE | https://doi.org/10.1371/journal.pone.0206538
November 1, 2018 The previous studies, which focus on the transportation networks based on statisti-
cal properties from a point of view of complex network theory and graph theory, analyse the
structure of transportation networks without any considerations on the traffic flow and traffic
demand on the network, even though the traffic demand and network structure are mutually
affected. Competing interests: The authors have declared
that no competing interests exist. Competing interests: The authors have declared
that no competing interests exist. Traffic flow and traffic demand on a network shape the network structure in the long run,
and instantaneous travel demands reflect the traffic flow. With this background, some previous
studies evaluate the characteristics of transportation networks in accordance with the relation-
ship between the desired properties of network structure perceived by road users and the prop-
erties of transportation network [1,2,15,16,25–28]. They find the optimal network and
measure the efficiency and continuity of transportation network based on the given traffic
demand. In these studies, the annual traffic volume is used as the traffic demand on the net-
works. However, the transportation network is also designed to solve temporal traffic prob-
lems such as congestion, which recurrently occurs by the peak demand in a certain period. There is a need for an analysis to identify the relation between the short-term demand change
and the properties of transportation network because congestion induced by the short-term
peak demand significantly affects the performance of transportation network and the satisfac-
tion of the transportation system users. Only a few studies have considered statistical properties of Origin-Destination(OD)
demand networks based on actual travel patterns [29,30]. In general, traffic demands are not
consistent throughout a day or months, and the congestion occurs due to temporal inconsis-
tencies between the designed properties of physical transportation network and desired prop-
erties of network structure perceived by road users. Therefore, it is important to study the
effect of the temporal inconsistencies on performances of the transportation network. This
paper proposes a noble, comprehensive and system-wide approach in evaluating the fitness or PLOS ONE | https://doi.org/10.1371/journal.pone.0206538
November 1, 2018 2 / 21 Measuring health of highway network configuration against dynamic OD demand network health of existing highway network configurations. In the first phase, we explore the relation-
ship between the underlying topological structure of highway systems and the dynamics of
demand from a point of view of complex network theory. Analysis approach In order to assess the fitness of current physical transportation network against the conceptual
road network perceived and used by the actual demand of people, structural highway network
and hypothetical OD network are compared using the complex network theory. A road net-
work can be modelled with different approaches by taking into account factors including exist-
ing physical structures, number of lanes, actual usage, and traffic volume. In this paper, four
different types of road networks are conceptualized of which two of them are inspired by the
physical structure of the roads and the other two are hypothetical road networks based on
actual trips taken by the demand in forms of O-D pairs. The structural highway network can be classified into two: conceptual road network (CN)
and physical road network (PN). CN is the network that represents only the structural connec-
tivity relationship among road links and nodes without the consideration of the number of
lanes on each road link. On the other hand, PN considers the number of lanes on each road
link in addition to the mere connectivity status of the physical network, which results in
changes of degrees of the nodes in the network. CN can be seen as a non-weighted structural
road network without consideration of link properties and PN is seen as a weighted structural
road network with link properties considered. Second, the hypothetical OD network is also
classified into two: movement network (MN) and volume-weighted network (VN). MN is the
network that represents the actual travelled roads by the people from origins and destinations. In MN, each OD pair is generated if at least one person has travelled from the origin to the des-
tination regardless of the traffic volume. On the other hand, VN considers the actual traffic
volume on the generated OD pair. MN is seen as a non-weighted OD network and VN is seen
as a weighted OD network. In order to reflect realistic physical road network and actual
demands for assessing the current fitness of current infrastructure for the actual O-D trips, PN
and VN are used to identify the contributing factors that affect the performance of a highway
network. Throughout such procedure, we attempt to show three aspects of highway networks. First,
this study will newly show the power law relation between the frequency of a degree and the
degree of a node in the road network. In the second phase, we analyse the
effect of this relationship on the network performance. This study aims to seek for possible
solutions for controlling an entire highway network at the state-level and to give guidance for
constructions of newly planned highways. We expect that the results of this study provide the
foundation to improve the usage of a highway network. PLOS ONE | https://doi.org/10.1371/journal.pone.0206538
November 1, 2018 Analysis approach The degree of node i is calculated as di ¼ PN
j aijwij,
where if nodes i and j are connected, aij = 1, and if not, aij = 0. N is the total number of nodes
in a network and wij is the weighting factor between nodes i and j. Existing studies [31,32] on transportation networks show that the degree distribution of a
road network appears as a bell shape. However, the weighted degree distribution of a road net-
work actually follows the power law when the number of lanes in each road link is considered. Second, this study will analyse a hypothetical OD network based on real-world data and show
the power law relation between the frequency of a degree and the degree of a node in the OD
network. Unlike the existing studies on road networks, the studies on OD network are rare
due to the difficulties in obtaining data for a large area. Therefore, the studies on the effect of
dynamics of an OD network on the performance of existing structural road networks are also
rare. Third, this study will propose an evaluation method for the performance of an entire PLOS ONE | https://doi.org/10.1371/journal.pone.0206538
November 1, 2018 3 / 21 Measuring health of highway network configuration against dynamic OD demand network highway network. Existing researches have practiced mostly based on the assumption that the
network performance is strongly related to the local traffic demand or local configuration of
the network, and the performance level was generally represented by the summation of the
median travel time or total travel time of the network. Therefore, most of the studies analysed
the network based on the road link performance or effect of the link closure on the network
performance. In this study, we present the characteristics of the OD network of a whole road
network at the state-level by using a singular value, and then we evaluate the road network per-
formance based on the measurements that represent the structural road network and hypo-
thetical OD network. In order to derive the CN, PN, MN, and VN for the analysis, we use the databases of Korea
highway system collected in 2015, which are public sources provided by Korea Expressway
Corporation. Analysis approach To derive the degree distributions of the CN and PN, we use the network struc-
tural database in 2015 that contains information on the number of lanes on each highway link,
length of each link, and the locations of tollgates (TGs) and interchanges (ICs). The number of
nodes in the Korea highway network is 614, and the degree of each node varies from 1 to 4. Both the non-weighted (CN) and weighted (PN) degree distributions of the structural highway
network in Korea are derived using the degree values of each node and number of lanes on
each road link. To derive the degree distributions of the MN and VN, we use the database of
Toll Collection System (TCS), which contains information on the number of vehicles travelled
for each OD pair collected hourly in 2013. Using this database, both the non-weighted degree
distribution (MN) and the weighted degree distribution (VN) in Korea highway system are
derived at every 4-hour interval. PLOS ONE | https://doi.org/10.1371/journal.pone.0206538
November 1, 2018 Analysis of physical highway network Fig 1 shows the road network of Korean highway system, which is the structural network used
in this study. As shown in the figure, the tollgates and interchanges on the road network are
considered as the nodes. Tollgates (TGs) are the starting and ending points of each highway
line. They are also the entering points to the highway or exiting points from the highway. Interchanges (ICs) are the intersecting points of two or more lines of the highway. In the road
network of Korea highway, the lines connecting TGs and ICs are considered as the links. Based on given conditions, we propose to analyse the structural road network and draw the
degree distribution in a log-log plane. At first, we draw un-weighted degree distribution of the road network of Korea highway. At this point, note that the general (un-weighted) degree distribution of a road network has
some weakness in representing the nature of the road network. In the social network such as
Facebook and Twitter, the link connection can easily be generated by just clicking a button on
a computer and this action relatively does not cost much for connecting the link between two
nodes. However, in a physical road network, constructing a new link between two nodes is
associated with high construction cost. Particularly in a highway network system, the capacity
of a road link can be increased by expanding the width instead of building a new link. The
number of lanes in a link is increased by the width expansion. In order to reflect this nature in
the degree distribution of road networks, we give weighting factors to a road link based on the
number of lanes on the link. The number of lanes is considered to represent the road link
capacity. In fact, if we were to consider the traffic flow theory more deeply, the capacity of each
road lane may be a bit different. However, such deep consideration is not reflected because it
does not match the scope of this study. Thus, homogeneous values are assumed for the capac-
ity of all lanes in a link, and the number of lanes in a link represents the degree of the road
capacity. PLOS ONE | https://doi.org/10.1371/journal.pone.0206538
November 1, 2018 Analysis of physical highway network As an example, Hoedeok IC has the degree of three in un-weighted degree PLOS ONE | https://doi.org/10.1371/journal.pone.0206538
November 1, 2018 4 / 21 Measuring health of highway network configuration against dynamic OD demand network Fig 1. Road network of Korea highway. (Drawn by authors using QGIS program, data source: Ministry of Land, Infrastructure and Transport (MOLIT), the data are
free source for everyone, the authors did not have any special privileges that others would have in obtaining the data). https://doi org/10 1371/journal pone 0206538 g001 Fig 1. Road network of Korea highway. (Drawn by authors using QGIS program, data source: Ministry of Land, Infrastructure and Transport (MOLIT), the data are
free source for everyone, the authors did not have any special privileges that others would have in obtaining the data). Fig 1. Road network of Korea highway. (Drawn by authors using QGIS program, data source: Ministry of Land, Infrastructure and Transport (MOLIT), the data are
free source for everyone, the authors did not have any special privileges that others would have in obtaining the data). https://doi.org/10.1371/journal.pone.0206538.g001 https://doi.org/10.1371/journal.pone.0206538.g001 distribution as shown on the upper right side of Fig 1. This is the example of the conceptual
network (CN). In weighted degree distribution (bottom right corner of Fig 1), the degree of
the node is 10, which is the summation of the number of lanes in all links that are connected to
the node. This is the example of the physical network (PN). The un-weighted degree (CN) and the weighted degree (PN) distributions of the road net-
work are to be drawn in a log-log plane. In this plot, two aspects are to be analysed. First, we
show whether the degree distribution of the road network follows the normal distribution or
the power law distribution. Second, if road network follows the power law distribution, we try
to find that fd / d
CPN, where fd is the frequency of a degree and d is proportional to the degree
of a node to the power of a constant, CPN, in the road network. PLOS ONE | https://doi.org/10.1371/journal.pone.0206538
November 1, 2018 5 / 21 Measuring health of highway network configuration against dynamic OD demand network Fig 2. Degree distribution of road network in Korea highway. Analysis of physical highway network (Drawn by authors using R program, data source: Korea Expressway Corporation, the data are
free source for everyone, the authors did not have any special privileges that others would have in obtaining the data). https://doi.org/10.1371/journal.pone.0206538.g002 Fig 2. Degree distribution of road network in Korea highway. (Drawn by authors using R program, data source: Korea Expressway Corporation, the data are
free source for everyone, the authors did not have any special privileges that others would have in obtaining the data). https://doi.org/10.1371/journal.pone.0206538.g002 Fig 2 shows the degree distributions of the structural Korea highway network. As shown in
the figure, the general degree distribution of the structural road network (CN) and weighted
degree distribution of structural road network (PN) show the linear relation in the log-log
planes with -4.08 and -1.95 coefficient values, respectively. As mentioned above, the degree
distribution of CN is not spread over a large range and shows the narrow range of values. It is
difficult to say that the coefficient of the general degree distribution represents the nature of
the road network reasonably well. The weighted degree distribution of PN shows a wider
range of the values compared to CN, meaning that it deals with the various aspects of the net-
work. So, for the network performance analysis, we use the coefficient of the degree distribu-
tion of the PN as the representative value for the structural road network. PLOS ONE | https://doi.org/10.1371/journal.pone.0206538
November 1, 2018 Analysis of Origin-Destination demand network Fig 3 shows the average daily traffic pattern of Korea highway, which is drawn based on the
number of vehicles counted at each TG in 2015. This figure presents the patterns of traffic
entering (attraction) and exiting (generation) the local areas at a glance. Fig 4(A) shows an
example of the OD network of Korea highway system. In the OD network, each of the TGs is
considered as a node, and the connections between TGs are considered as links when there is
at least one traveller who moves from node i to node j. When there are no people moving from
node i to node j, the link between i and j is not generated in the OD network. To analyse the OD network, we draw the directed graph as shown in Fig 4(A). Each node is
a TG in the highway system and has in-degree and out-degree values. In-degree value is related
to how many origins are directed to a destination, and out-degree value is related to how many
destinations are directed from an origin. In this method, all links are considered to have the
same weight regardless of the amount of people’s movements. This non-weighted OD network
is called movement network (MN). Based on the degree distribution of the MN, we analyse the
nature of the OD network. same weight regardless of the amount of people’s movements. This non-weighted OD network
is called movement network (MN). Based on the degree distribution of the MN, we analyse the
nature of the OD network. 6 / 21 PLOS ONE | https://doi.org/10.1371/journal.pone.0206538
November 1, 2018 Measuring health of highway network configuration against dynamic OD demand network Fig 3. Average daily traffic pattern of Korea highway. (Drawn by authors using QGIS program, data source: MOLIT
and Korea Expressway Corporation, the data are free source for everyone, the authors did not have any special
privileges that others would have in obtaining the data). https://doi.org/10.1371/journal.pone.0206538.g003 Fig 3. Average daily traffic pattern of Korea highway. (Drawn by authors using QGIS program, data source: MOLIT
and Korea Expressway Corporation, the data are free source for everyone, the authors did not have any special
privileges that others would have in obtaining the data). https://doi.org/10.1371/journal.pone.0206538.g003 https://doi.org/10.1371/journal.pone.0206538.g003 In addition, each link in the OD networks has different demand value for movement. PLOS ONE | https://doi.org/10.1371/journal.pone.0206538
November 1, 2018 Analysis of Origin-Destination demand network In
order to reflect the demand of each link to the OD network, we assign weighting factors to
each link based on the OD demand. The Fig 4(B) shows the example of the OD network of
Korea highway system that is weighted by the number of travellers moving from node i and
node j. In this study, this weighted OD network is called the volume-weighted network (VN),
and the weighted degree distribution of the VN is to be also analysed in a log-log plane. Unlike the PN, the degree distribution of the VN changes continuously with time. For deal-
ing with this nature of differences, we plan to estimate the coefficient of the distribution of OD
network to find that fd / dCVNðtÞ, where fd is the frequency of a degree and d is proportional to
the degree of a node to the power of constant CVN, at time t. Fig 5 shows the degree distributions of OD networks for the in-degree and out-degree
MNs, where the density in the y-axis of Fig 5 indicates the average frequency density for each
bin in the histogram of degree. As shown in the figure, both the in-degree and out-degree dis-
tributions do not show the power law relation. The in-degree distribution shows a mixture of
three normal distributions with {(μ, σ)| (38, 12.447), (136, 13.168), (193, 15.265)}. The mixture
model is verified based on the Kolmogorov-Smirnov (K-S) test, the corresponding D statistics
and P-value are 0.00078 and 0.937, respectively. For the in-degree distribution, the degree val-
ues show certain patterns by the size of the city that is near or within a certain node. As we can
see in Fig 5(A), for the nodes near or within small-sized cities, approximately 38 origins are
connected to each node. For the nodes near or within medium-sized cities, approximately 136 PLOS ONE | https://doi.org/10.1371/journal.pone.0206538
November 1, 2018 7 / 21 Measuring health of highway network configuration against dynamic OD demand network Fig 4. Example of Origin-Destination network. (Drawn by authors using R program, data source: Korea Expressway
Corporation, the data are free source for everyone, the authors did not have any special privileges that others would
have in obtaining the data). Fig 4. Example of Origin-Destination network. PLOS ONE | https://doi.org/10.1371/journal.pone.0206538
November 1, 2018 Analysis of Origin-Destination demand network (Drawn by authors using R program, data source: Korea Expressway
Corporation, the data are free source for everyone, the authors did not have any special privileges that others would
have in obtaining the data). Fig 4. Example of Origin-Destination network. (Drawn by authors using R program, data source: Korea Expressway
Corporation, the data are free source for everyone, the authors did not have any special privileges that others would
have in obtaining the data). https://doi.org/10.1371/journal.pone.0206538.g004 8 / 21 PLOS ONE | https://doi.org/10.1371/journal.pone.0206538
November 1, 2018 Measuring health of highway network configuration against dynamic OD demand network Fig 5. Degree distribution of Origin-Destination network. (Drawn by authors using R program, data source: Korea Expressway Corporation, the data are free
source for everyone, the authors did not have any special privileges that others would have in obtaining the data). https://doi.org/10.1371/journal.pone.0206538.g005 Fig 5. Degree distribution of Origin-Destination network. (Drawn by authors using R program, data source: Korea Expressway Corporation, the data are free
source for everyone, the authors did not have any special privileges that others would have in obtaining the data). https://doi.org/10.1371/journal.pone.0206538.g005 origins are connected to each node. For the nodes near or within big-sized cities, approxi-
mately 193 origins are connected to each node. On the other hand, the out-degree distribution shows a mixture of two normal distributions
with {(μ, σ)| (41, 13.619), (159, 17.932)}. Similar to the in-degree distribution, the mixture
model for the out-degree distribution is also verified based on the K-S test. The corresponding
D statistics and P-value are 0.00112 and 0.798, respectively. As we can see in Fig 5(B), for the
nodes near or within small-sized cities, approximately 41 destinations are connected from
each node. For the nodes near or within big-sized cities, approximately 159 destinations are
connected from each node. In the case of out-degree distribution, the degree distribution of the nodes near or within
medium-sized cities and big-sized cities do not show a clear difference. It means that if a city
becomes larger than a certain size, the nodes near the city have a higher tendency to be selected
as the destination of trips started from various origins. These results of the MN show that, as a
city gets bigger, the number of different OD pairs including the nodes near or within the city
tends to increase. The degree distributions of VN show different results as shown in Fig 6. PLOS ONE | https://doi.org/10.1371/journal.pone.0206538
November 1, 2018 Measuring health of highway network configuration against dynamic OD demand network some particular places. So, such a pattern is reflected in the degree distribution of the VN in
Fig 6. The coefficient of VN also varies depending on the time of a day. Fig 6(A) and 6(B) show
the distributions of afternoon and morning time during a weekday, respectively. The coeffi-
cient in the afternoon is smaller than the coefficient in the morning, meaning that the travel
demands in the afternoon tend to be more concentrated in specific places compared to the
morning. It is because people show a greater tendency of traveling to specific places, and in
this case, the places are the residential areas. In modern cities, the residential areas are usually
placed together in specific areas. Hence, most people travel from each of their workplaces to
the residential areas in the afternoon, and it causes the travel demand tending to be concen-
trated in specific areas of the highway network. The time-dependent changes in the demand
pattern also occur during the weekend, as shown in Fig 6(C) and 6(D). For more detailed analyses of trends on the regression coefficients of VNs with respect to
day types, including weekday and weekend, several regression analyses are conducted based
on the entire OD dataset in 2013. Fig 7 depicts the distributions of regression coefficients of VNs for each weekday and week-
end, where the density in the y-axis of Fig 7 represents the average frequency density for each
bin in the histogram of coefficient. As shown in Fig 7, the maximum density of regression coef-
ficient value in the weekday is observed when the coefficient value is from -3.20 to -3.10, while Analysis of Origin-Destination demand network Note that the travel volumes of the OD pairs in the network represent VN. In order to collect
the volume of an OD pair, multiple vehicle trips have to begin at the origin and they have to
end at the destination. Therefore, VN represents the both in and out degrees of the vehicle
trips within the highway system. The general trend of the degree distribution of VN follows
the power law distribution. By comparing the distributions during weekdays and weekends,
one can observe that the coefficient value of the weekend distribution shows less than that of
the weekday distribution because the travel demands are more concentrated in specific nodes
during the weekends. This difference is due to the different travel pattern between weekend
and weekday. During weekdays, people use the highway system usually for the purpose of
commuting and business. So, the travel demands are more likely distributed all over the PLOS ONE | https://doi.org/10.1371/journal.pone.0206538
November 1, 2018 9 / 21 Measuring health of highway network configuration against dynamic OD demand network highway network rather than being concentrated in specific places. On the other hand, during
weekends, people usually travel to similar destinations from the various origins. For example,
during weekends, many people who live in various places travel to places where they can
spend their leisure times. This pattern makes the travel demands be more concentrated in
Fig 6. Example cases of the demand distribution of VN during weekday and weekend. (Drawn by authors using R program, data source: Korea Expressway
Corporation, the data are free source for everyone, the authors did not have any special privileges that others would have in obtaining the data). https://doi.org/10.1371/journal.pone.0206538.g006 Fig 6. Example cases of the demand distribution of VN during weekday and weekend. (Drawn by authors using R program, data source: Korea Expressway
Corporation, the data are free source for everyone, the authors did not have any special privileges that others would have in obtaining the data). https://doi.org/10.1371/journal.pone.0206538.g006 https://doi.org/10.1371/journal.pone.0206538.g006 highway network rather than being concentrated in specific places. On the other hand, during
weekends, people usually travel to similar destinations from the various origins. For example,
during weekends, many people who live in various places travel to places where they can
spend their leisure times. This pattern makes the travel demands be more concentrated in PLOS ONE | https://doi.org/10.1371/journal.pone.0206538
November 1, 2018 10 / 21 Fig 7. The distributions of regression coefficients of VNs for each weekday and weekend. (Drawn by authors using R program, data source: Korea
Expressway Corporation, the data are free source for everyone, the authors did not have any special privileges that others would have in obtaining the data). https://doi.org/10.1371/journal.pone.0206538.g007 Fig 7 The distributions of regression coefficients of VNs for each weekday and weekend (Drawn by authors using R program data source: Korea Fig 7. The distributions of regression coefficients of VNs for each weekday and weekend. (Drawn by authors using R program, data source: Korea
Expressway Corporation, the data are free source for everyone, the authors did not have any special privileges that others would have in obtaining the data). https://doi.org/10.1371/journal.pone.0206538.g007 https://doi.org/10.1371/journal.pone.0206538.g007 PLOS ONE | https://doi.org/10.1371/journal.pone.0206538
November 1, 2018 11 / 21 Measuring health of highway network configuration against dynamic OD demand network the maximum density of regression coefficient value in the weekend is found when the coeffi-
cient value ranges from -2.40 to -2.30. One can also observe that a greater density value is
shown in the coefficient values ranging from -2.40 to -2.30, rather than those ranging from
-3.20 to -3.10. These imply that the travel demands are more concentrated in certain OD pairs
during the weekends compared to the weekdays’ pattern, which agrees with the research find-
ing of the previous analysis, as shown in Fig 6. In other words, this result shows that the travel
demand in the weekday has more evenly distributed OD pairs than in the weekend, while the
travel demand in the weekend tends to be concentrated in specific places. Based on the observations in Fig 7, Fig 8 shows the weekday density trend according to the
time evolution with a specific range of regression coefficient values, where the range of regres-
sion coefficient values includes (a) from -2.80 to -2.70, (b) from -2.40 to -2.30, and (c) from
-3.20 to -3.10. As seen in Fig 8, it can be found that there are several points in time for a dra-
matic change of regression coefficient value. As shown in Fig 8(A), one can observe that the
VN during the morning peak hour from 5 a.m. to 9 a.m. has the coefficient values ranging
from -2.80 to -2.70. The coefficient value decreases to approximately -3.10 as the commuting
demand decreases overall. After a while, the VN has a specific value of regression coefficient
ranging from -2.40 to -2.30, as shown in Fig 8(B). We conjecture that the reason behind the
concentration is due to the increased travel demands for logistics services. One can also find
that the VN with the coefficient values ranging from -2.40 to -2.30 has the maximum density
value around 3:00 a.m., while the VN with the coefficient values ranging from -3.20 to -3.10
shows the peak value around 12:00 a.m., as described in Fig 8(C). Such trends can be also observed in the weekend, as depicted in Fig 9. However, distinct
from the observation in the weekday’s travel pattern, we find that there is a significant differ-
ence in the density between the VN with the coefficient values ranging from -2.40 to -2.30 and
the VN with the coefficient values ranging from -3.20 to -3.10. In other words, unlike the
weekday’s travel pattern that people use the highway system usually for the purpose of com-
muting and business, the OD travel demand is changed with the tendency toward
dichotomization. As seen in Fig 10, we observe that the maximum P-values of the weekend and weekday are
1.99210−5 and 2.27510−5, respectively. It is also seen that the corresponding minimum values
of adjusted R2 of the weekend and weekday are 0.75 and 0.791, respectively. Not only the maxi-
mum P-values show much less than the significance level, but also the adjusted R2 values are
high enough. This indicates that there is not sufficient evidence to reject the alternative
hypothesis that the corresponding coefficient value is not equal to 0. Therefore, we can con-
clude that the results of the analyses are statistically significant. Network performance analysis based on the weighted networks The performance of a highway network can be measured with various values such as travel
time, frequency of congestion, and delay. In this study, we use the summation of the median
travel time from origin i to destination j for measuring the performance of a highway network
at time t as follows: Network Performance ðtÞ ¼ P
ALL i;jTTmedian;i;jðtÞ
ð1Þ ð1Þ ð1Þ Median travel time indirectly represents the congestion level of a highway network and
shows the efficiency of the network for each given OD pair under a given total demand on the
network. When a congestion occurs, which is caused when OD demand is larger than the road
capacity, the median travel time becomes larger compared to the median travel time in free
flow state. When OD demand is lower than the road capacity, the median travel time is the PLOS ONE | https://doi.org/10.1371/journal.pone.0206538
November 1, 2018 12 / 21 Fig 8. The weekday density trend according to the time evolution with different regression coefficient values. (Drawn by authors using R program,
data source: Korea Expressway Corporation, the data are free source for everyone, the authors did not have any special privileges that others would
have in obtaining the data). https://doi.org/10.1371/journal.pone.0206538.g008
Measuring health of highway network configuration against dynamic OD demand network Measuring health of highway network configuration against dynamic OD demand network Fig 8. The weekday density trend according to the time evolution with different regression coefficient values. (Drawn by authors using R program,
data source: Korea Expressway Corporation, the data are free source for everyone, the authors did not have any special privileges that others would
have in obtaining the data). https://doi.org/10.1371/journal.pone.0206538.g008 ty trend according to the time evolution with different regression coefficient values. (Drawn by authors using R program,
sway Corporation, the data are free source for everyone, the authors did not have any special privileges that others would
) Fig 8. The weekday density trend according to the time evolution with different regression coefficient values. (Drawn by authors using R program,
data source: Korea Expressway Corporation, the data are free source for everyone, the authors did not have any special privileges that others would
have in obtaining the data). https://doi.org/10.1371/journal.pone.0206538.g008 https://doi.org/10.1371/journal.pone.0206538.g008 same with the median travel time in a free flow state. Therefore, by summing the median travel
times of all links, the performance of the entire network can be estimated. Network performance analysis based on the weighted networks We use the median
travel time values provided in the database of Korea highway system for the performance eval-
uation, which are computed by the Korea Expressway Corporation. The median travel time is
computed based on the travel time values of multiple vehicles that have finished the trip same with the median travel time in a free flow state. Therefore, by summing the median travel
times of all links, the performance of the entire network can be estimated. We use the median
travel time values provided in the database of Korea highway system for the performance eval-
uation, which are computed by the Korea Expressway Corporation. The median travel time is
computed based on the travel time values of multiple vehicles that have finished the trip PLOS ONE | https://doi.org/10.1371/journal.pone.0206538
November 1, 2018 13 / 21 Fig 9. The weekend density trend according to the time evolution with different regression coefficient values. (Drawn by authors using R program,
data source: Korea Expressway Corporation, the data are free source for everyone, the authors did not have any special privileges that others would
have in obtaining the data). https://doi.org/10.1371/journal.pone.0206538.g009
Measuring health of highway network configuration against dynamic OD demand network Measuring health of highway network configuration against dynamic OD demand network Fig 9. The weekend density trend according to the time evolution with different regression coefficient values. (Drawn by authors using R program,
data source: Korea Expressway Corporation, the data are free source for everyone, the authors did not have any special privileges that others would
have in obtaining the data). htt
//d i
/10 1371/j
l
0206538 009 Fig 9. The weekend density trend according to the time evolution with different regression coefficient values. (Drawn by authors using R program,
data source: Korea Expressway Corporation, the data are free source for everyone, the authors did not have any special privileges that others would
have in obtaining the data) https://doi.org/10.1371/journal.pone.0206538.g009 https://doi.org/10.1371/journal.pone.0206538.g009 between origin i and destination j. The travel time of each vehicle is computed by calculating
the difference between the inbound timestamp at origin i and outbound timestamp at destina-
tion j. The timestamps are recorded at all tollgates by the highway TCS. between origin i and destination j. The travel time of each vehicle is computed by calculating
the difference between the inbound timestamp at origin i and outbound timestamp at destina-
tion j. Network performance analysis based on the weighted networks The timestamps are recorded at all tollgates by the highway TCS. With this performance measure, we plan to explore the causal factor degrading the highway
performance among overall demands on the highway network and concentration of demands PLOS ONE | https://doi.org/10.1371/journal.pone.0206538
November 1, 2018 PLOS ONE | https://doi.org/10.1371/journal.pone.0206538
November 1, 2018 14 / 21 PLOS ONE | https://doi.org/10.1371/journal.pone.0206538
November 1, 2018 Measuring health of highway network configuration against dynamic OD demand network Fig 10. The goodness-of-fit of each regression coefficient of VNs with respect to day type. (Drawn by authors using R program, data source: Korea
Expressway Corporation, the data are free source for everyone, the authors did not have any special privileges that others would have in obtaining the
data). Fig 10. The goodness-of-fit of each regression coefficient of VNs with respect to day type. (Drawn by authors using R program, data source: Korea
Expressway Corporation, the data are free source for everyone, the authors did not have any special privileges that others would have in obtaining the
data). https://doi.org/10.1371/journal.pone.0206538.g010 in a specific part of the network. At first, to verify the relationship between the total demand
and network performance, we plan to analyse whether the following relation is satisfied or not. P
All;i;jTTmedian;i;jðtÞ / P
All;i;jDi;jðtÞ
ð2Þ ð2Þ where Di,j is the collected number of people travelled from node i to j at time t. In many stud-
ies, the assumption that the congestion is proportional to the total demand on a road network
is general and many control methods try to mitigate the congestion by reducing and distribut-
ing the total demand on a network. In this study, we plan to verify this relation also. Fig 11 shows the conceptual diagram of three different networks. In the figure, CCN, CPN,
and CVN, represent the power law coefficient values of the conceptual network (CN), physical
network (PN), and volume-weighted Network (VN) respectively. As shown in the figure, the difference between PN and VN can be estimated by the power
law coefficient. This difference represents the imbalance of road configuration and road users’
desires to travel on the highway network. Considering the continuous changes in the demand,
the coefficient difference is expressed as follows. DCVN;PNðtÞ ¼ CVNðtÞ CPN
ð3Þ ð3Þ The difference between the degree distributions of a PN and VN can show the road perfor-
mance. To figure out the effect of this difference on the road performance, we plan to explore
the relationship between the power law coefficients of a network and the performance of a PLOS ONE | https://doi.org/10.1371/journal.pone.0206538
November 1, 2018 15 / 21 Measuring health of highway network configuration against dynamic OD demand network Fig 11. Estimation method of coefficient difference between PN and VN. (Drawn by authors using R program). https://doi.org/10.1371/journal.pone.0206538.g011 Fig 11. Estimation method of coefficient difference between PN and VN. (Drawn by authors using R program). Fig 11. Estimation method of coefficient difference between PN and VN. (Drawn by authors using R program). https://doi.org/10.1371/journal.pone.0206538.g011 network based on whether the following relation is satisfied or not. network based on whether the following relation is satisfied or not. P
All;i;jTTmedian;i;jðtÞ / DCVN;PNðtÞ
ð4Þ P
All;i;jTTmedian;i;jðtÞ / DCVN;PNðtÞ ð4Þ The power law coefficient of the network represents the dispersion of the degree. The low
absolute value of the power law coefficient means that the demand is concentrated in a specific
area of a network. Conversely, the high absolute value of power law coefficient means that the
demand is almost uniformly distributed in the entire network. In this context, the difference of
the power law coefficient between a PN and VN can show the difference of dispersion between
the two networks, and such relation is set based on the assumption that congestions are caused
by the difference between people’s desired movement patterns and the physical configuration
of a road network. The total demand and coefficient difference show the different aspects of demand for the
network. Total demand represents the entire quantity of travel desires on a network and the
coefficient difference represents the difference between the characteristics of the traffic distri-
butions in VN and PN. We also explore the following relation to consider these two different
aspects of the road network. P
All;i;jTTmedian;i;jðtÞ / DCVN;PNðtÞ P
All;i;jDi;jðtÞ
ð5Þ ð5Þ The coefficient of the VN dynamically changes and the difference of the coefficient between
the VN and PN changes as well. Based on this phenomenon, we analyse the changes of the
coefficient difference and total OD demand respect to the sum of the median travel time. The coefficient of the VN dynamically changes and the difference of the coefficient between
the VN and PN changes as well. Based on this phenomenon, we analyse the changes of the
coefficient difference and total OD demand respect to the sum of the median travel time. PLOS ONE | https://doi.org/10.1371/journal.pone.0206538
November 1, 2018 16 / 21 Measuring health of highway network configuration against dynamic OD demand network Fig 12. The effect on the road performance. PLOS ONE | https://doi.org/10.1371/journal.pone.0206538
November 1, 2018 (Drawn by authors using R program, data source: Korea Expressway
Corporation, the data are free source for everyone, the authors did not have any special privileges that others would
have in obtaining the data). https://doi org/10 1371/journal pone 0206538 g012 Fig 12. The effect on the road performance. (Drawn by authors using R program, data source: Korea Expressway
Corporation, the data are free source for everyone, the authors did not have any special privileges that others would
have in obtaining the data). https://doi org/10 1371/journal pone 0206538 g012 https://doi.org/10.1371/journal.pone.0206538.g012 Fig 12(A) shows the relationship between the total demand and sum of median travel time. As we can see in the figure, when the total demand increases, the sum of median travel time
also increases. This shows that the network performance is degraded as total demand
increases. It is noticeable that there are two clusters in the relationships and each of them
shows different increasing slope from each other. When total demand is small, the relationship
is clearer with less sparse data points, whereas the relationship is sparser when the demand is
big. Fig 12(B) shows the relationship between the difference of coefficient and the summation
of the median travel time for each OD demand. As shown in the figure, the sum of the median
travel time increases as the difference of coefficient increases. This means that the performance
of a road network is affected by the coefficient difference as well. It can be noted that the data
points showing the relationship are sparser compared to the relationship between the total
demand and the sum of median travel time. Using only the coefficient difference may not be
appropriate when evaluating the network performance. Fig 12(C) shows the product of coefficient difference and total demand respect to the sum
of median travel time. As we can see in the figure, when we considered the two aspects
together, it shows a much clearer relationship that is linear. In addition, we do not see the PLOS ONE | https://doi.org/10.1371/journal.pone.0206538
November 1, 2018 17 / 21 Measuring health of highway network configuration against dynamic OD demand network Fig 13. The application of proposed relation. (Drawn by authors using R program). https://doi org/10 1371/journal pone 0206538 g013 Fig 13. The application of proposed relation. (Drawn by authors using R program). https://doi.org/10.1371/journal.pone.0206538.g013 Fig 13. The application of proposed relation. (Drawn by authors using R program). phenomenon of clustering in the relationship that is shown in Fig 12(A) anymore. Based on
this result, it seems that using the product of the two aspects can more efficiently evaluate the
performance of a road network. There are some outliers in the relationship, and it is assumed
that these outliers occur due to the factors that are related to total demand, such as special
cases like accidents and incidents. Still, these outliers have to be investigated in further studies. phenomenon of clustering in the relationship that is shown in Fig 12(A) anymore. Based on
this result, it seems that using the product of the two aspects can more efficiently evaluate the
performance of a road network. There are some outliers in the relationship, and it is assumed
that these outliers occur due to the factors that are related to total demand, such as special
cases like accidents and incidents. Still, these outliers have to be investigated in further studies. Fig 13 shows the possibility of applying the proposed evaluation measure to certain control
methods for improving the network performance. When controlling the incoming vehicles in
the TGs, we can lower the coefficient difference between the PN and VN by controlling the
number of the incoming vehicles, as shown in Fig 13(A). The red dotted line represents the
coefficient of the degree distribution of the PN, and the blue dotted line represents the coeffi-
cient of the degree distribution of the VN. We can improve the entire network’s performance
not only by considering the local traffic status but also by considering the pattern of the OD
demands of the entire network system. At the same time, the proposed measure can give a
more efficient direction when planning to construct a new road. Fig 13(B) shows the aggre-
gated degree distribution of the VN at all periods. There is a difference between the coefficient
values of the two different networks as we can see in the figure. During the construction plan-
ning process, decisions can be made by checking if the coefficient difference would be lowered
when the new road link is added to the existing network system. In this way, the performance
of an entire road network can be improved efficiently. Conclusion In this paper, we analyse the structural road network and hypothetical Origin-Destination
demand network of Korea highway system from a point of view of the complex network the-
ory. It is found that both networks follow the “power law” distribution in the weighted condi-
tions. Particularly, in the case of the OD demand network, the coefficient of node degree
distribution dynamically changes according to the time and it can also represent different trav-
elling behaviours during weekdays and weekends. PLOS ONE | https://doi.org/10.1371/journal.pone.0206538
November 1, 2018 18 / 21 Measuring health of highway network configuration against dynamic OD demand network By using the coefficient calculated from both weighted networks, we develop a network
evaluation methodology. We analyse the effect of the total demand and coefficient difference
of the structural network and OD demand network on the performance. The statistical analysis
of the physical road network and demand network can be investigated with the difference
between the designed properties of physical transportation network and desired properties of
network structure perceived by road users. As we can see in the results, the total demand and
coefficient difference show a positive linear relationship with respect to the network perfor-
mance. Furthermore, a stronger linear relationship is observed when we consider the total
demand and coefficient difference simultaneously. This means that not only the difference
between the capacity of physical road network and the demand for road network but also the
difference between the configuration of physical road network and distribution of origin-desti-
nation demand have significant influences on network efficiencies. Based on these results, we
can effectively evaluate the performance of an entire highway network with a simple calcula-
tion method even in the environment in which the traffic demand continuously changes. The focus of this paper is not only to analyse the relationship between physical road net-
work and Origin-Destination demand network but also to provide a basis for further applica-
tions such as demand control for road network or planning of road network construction. It is
shown that the proposed method is able to capture the network’s system-wide congestion
caused by differences between characteristics of physical road networks and origin-destination
demand networks. The proposed evaluation method can be used in two ways. First, it can give
an efficient direction when modelling a control method to improve the performance of an
entire road network. Conclusion Second, it can also give an efficient direction when planning a new road
construction. The proposed method that uses the relationship between the structural road net-
work and OD network can provide the foundation for road controls and related policies in
terms of improving the performance of road network at the state level. Even if it is shown that the proposed method has a great advantage to evaluate the perfor-
mance on the transportation network with a simple calculation and macroscopic perspective,
the method is still required to be considered further for spatial information on the node distri-
bution. Furthermore, since the ultimate goal of our proposed method is to provide a more effi-
cient direction to the user, the effect of the proposed method on the urban structure and its
future development may need to be further considered from the urbanization perspective. The
recent researches such as [33,34] can be used for the network configuration setting by consid-
ering the spatial features in the urban area. Acknowledgments This research was supported by the MSIT(Ministry of Science and ICT), Korea, under the
ITRC(Information Technology Research Center) support program(IITP-2018-2016-0-00314)
supervised by the IITP(Institute for Information & communications Technology Promotion)
and the Ministry of Land, Infrastructure, and Transport (MOLIT, KOREA)[Project ID:
18TLRP-B146748-01-000000, Project Name: Connected and Automated Public Transport
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Approccio terapeutico non chirurgico al paziente con oftalmopatia basedowiana
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L’Endocrinologo (2021) 22:103–105
https://doi.org/10.1007/s40619-021-00893-6 L’Endocrinologo (2021) 22:103–105
https://doi.org/10.1007/s40619-021-00893-6 TIROIDE TIROIDE R. Le Moli
lemoli.rosario@tiscali.it Introduzione L’OB si può prevenire controllando alcuni fattori di rischio
[1]: L’oftalmopatia basedowiana (OB) è una manifestazione ex-
tratiroidea del morbo di Basedow (MB) determinata da au-
toanticorpi contro il recettore dell’ormone tireotropo (TSH-
rAb) espresso dai fibroblasti dell’orbita. Interessa circa il
25% dei pazienti con MB ed è più frequente nelle donne
(rapporto femmine/maschi di 5:1). Le forme lievi costitui-
scono oltre l’85% dei casi, le forme moderato-gravi o gravi il
5–6% e l’1–2% dei casi, rispettivamente. Esistono le forme
asimmetriche, unilaterali e la rara variante eutiroidea (preva-
lenza di 0,02/10.000 casi). L’OB determina un cambiamento
della fisionomia e provoca alterazioni del visus che possono
variare dalla diplopia fino alla discromatopsia ed alla perdi-
ta della visione. Queste manifestazioni cliniche determinano
una riduzione significativa della qualità della vita con effetti
sul lavoro e sui rapporti sociali (Figg. 1–2) [1]. – il fumo è fattore di rischio di gravità, progressione e di
non risposta alle terapie immunosoppressive; – il trattamento con 131I (RAI) e l’ipotiroidismo sono
fattori di rischio per la presentazione e la progressione; – il diabete e la sindrome metabolica si associano alle forme
più gravi [2]; asimmetriche, unilaterali e la rara variante eutiroidea (preva-
lenza di 0,02/10.000 casi). L’OB determina un cambiamento
della fisionomia e provoca alterazioni del visus che possono – l’ipercolesterolemia incrementa il rischio di presentazio-
ne e attività dell’OB. Le statine hanno un effetto protettivo
indipendente [3]; p
p
variare dalla diplopia fino alla discromatopsia ed alla perdi-
ta della visione. Queste manifestazioni cliniche determinano
una riduzione significativa della qualità della vita con effetti
sul lavoro e sui rapporti sociali (Figg. 1–2) [1]. – il sesso maschile e l’età >60 anni correlano con l’OB più
grave; – il ritardo della diagnosi e della correzione dell’ipertiroi-
dismo determina un’attivazione della risposta immuno-
infiammatoria; – i TSHrAb correlano con la gravità dell’OB specie nei pa-
zienti con anticorpi anti-tireoperossidasi (AbTPO) nega-
tivi. Diagnosi La diagnosi di OB è definita dal coinvolgimento infiamma-
torio bilaterale dei tessuti dell’orbita associato a diagnosi
certa di MB. Può presentarsi entro 12 mesi o dopo diversi
anni dall’insorgenza del MB, in pazienti eutiroidei o prima
dell’ipertiroidismo, nel 10% dei casi in pazienti ipotiroidei. La diagnosi di OB è definita dal coinvolgimento infiamma-
torio bilaterale dei tessuti dell’orbita associato a diagnosi
certa di MB. Può presentarsi entro 12 mesi o dopo diversi
anni dall’insorgenza del MB, in pazienti eutiroidei o prima
dell’ipertiroidismo, nel 10% dei casi in pazienti ipotiroidei. Il 5–15% dei pazienti presentano il coinvolgimento di una
sola orbita per cui è necessario ricorrere all’imaging radio-
logico per effettuare una diagnosi differenziale. La diagnosi
spesso è tardiva [1]. 1
U.O.C. di Endocrinologia, Dipartimento di Medicina Clinica
e Sperimentale, Università di Catania, Catania, Italia Approccio terapeutico non chirurgico al paziente con oftalmopatia
basedowiana Rosario Le Moli1 Accettato: 27 aprile 2020 / Pubblicato online: 2 giugno 2021
© The Author(s) 2021 Accettato: 27 aprile 2020 / Pubblicato online: 2 giugno 2021
© The Author(s) 2021 Forme attive moderato-gravi e gravi Richiedono una terapia immunosoppressiva. I corticosteroi-
di per via parenterale costituiscono i farmaci di prima scel-
ta. L’efficacia e gli effetti collaterali sono proporzionali alla
dose: è sconsigliata una dose cumulativa > 8 grammi [4]. La risposta clinica viene valutata alla terza settimana (forme
gravi) ed alla sesta settimana di somministrazione mediante
l’indice clinico composito proposto dall’European Group of
Graves’ Ophthalmopathy (EUGOGO) [5]. I pazienti peggio-
rati sospendono la terapia e, eventualmente, ricorrono alla
chirurgia decompressiva. I pazienti stabili sono rivalutati al-
la dodicesima settimana. Un’alternativa nei non responders
può essere la ciclosporina associata ai corticosteroidi per os. Il Rituximab è un anticorpo monoclonale anti CD20 e può
essere utilizzato nell’OB resistente ma esiste il rischio di ot-
ticopatia [1]. La radioterapia retro-bulbare può essere asso-
ciata alla terapia corticosteroidea specialmente nei pazienti
con disturbi della motilità oculare. Fig. 2 Esempio di congiuntivite limbica L’attività e la QV devono essere valutate utilizzando [1]: – il clinical activity score (CAS) [1] che valuta il grado di
infiammazione misurando i seguenti segni e sintomi cli-
nici: dolore spontaneo o durante i movimenti del bulbo
oculare, edema palpebrale, rossore delle palpebre, ros-
sore delle congiuntive, chemosi delle congiuntive, iper-
trofia della caruncola. Un CAS > 3 indica attività della
malattia; – il clinical activity score (CAS) [1] che valuta il grado di
infiammazione misurando i seguenti segni e sintomi cli-
nici: dolore spontaneo o durante i movimenti del bulbo
oculare, edema palpebrale, rossore delle palpebre, ros-
sore delle congiuntive, chemosi delle congiuntive, iper-
trofia della caruncola. Un CAS > 3 indica attività della
malattia; Le dosi riportate in letteratura sono differenti. Controin-
dicazione relativa è la presenza di diabete mellito o di reti-
nopatia ipertensiva. Dati recenti hanno evidenziato che l’as-
sociazione dei corticosteroidi per via parenterale con il mi-
cofenolato è sicura ed efficace nelle forme moderato-gravi
attive [6]. Le terapie descritte sono comunque aspecifiche e
spesso non risolutive; i corticosteroidi hanno scarso effetto
sulla proptosi e sulla motilità oculare, per cui parecchi pa-
zienti devono ricorrere alla chirurgia. Il Teprotumumab (T),
un anticorpo monoclonale anti recettore dell’insulin growth
factor-1 (IGF-1r) è stato approvato negli USA per la terapia
dell’OB di grado moderato-grave. L’uso di T è razionale in
quanto l’IGF-1r e il TSHr formano un complesso funzionale
e interattivo che attivato dagli anticorpi e dalle citochine del
MB determina proliferazione fibroblastica e produzione di
glicosamminoglicani nell’orbita. Terapia La gestione dell’OB comprende il controllo dell’ipertiroidi-
smo e l’applicazione di programmi comportamentali e tera-
peutici per i fumatori e per i pazienti con diabete e/o iper-
colesterolemia. La scelta terapeutica dipende dell’attività e
dalla gravità dell’OB. Lo specialista deve distinguere le for-
me attive e progressive che richiedono una terapia immu-
nosoppressiva e/o anti-infiammatoria dalle forme inattive e
non progressive che non rispondono alla terapia medica. In
ogni caso deve valutare la qualità di vita (QV) del paziente
[1] Il 5–15% dei pazienti presentano il coinvolgimento di una
sola orbita per cui è necessario ricorrere all’imaging radio-
logico per effettuare una diagnosi differenziale. La diagnosi
spesso è tardiva [1]. L’Endocrinologo (2021) 22:103–105 104 Fig. 1 Esempi di oftalmopatia basedowiana moderato-grave
zione NOSPCES o EUGOGO, quest’ultima comprende la
valutazione mediante GO-QoL. Fig. 1 Esempi di oftalmopatia basedowiana moderato-grave Fig. 2 Esempio di congiuntivite limbica zione NOSPCES o EUGOGO, quest’ultima comprende la
valutazione mediante GO-QoL. zione NOSPCES o EUGOGO, quest’ultima comprende la
valutazione mediante GO-QoL. Bibliografia 1. Bartalena L, Baldeschi L, Boboridis K et al (2016) The 2016 Eu-
ropean Thyroid Association/European Group on Graves’ Orbito-
pathy Guidelines for the management of Graves’. Orbitopathy Eur
Thyroid J 5:9–26 Forme attive moderato-gravi e gravi – la storia clinica e la determinazione dell’epoca d’insor-
genza dei sintomi; – il controllo clinico periodico a intervalli non superio-
ri ai 60 giorni che permette di valutare la progressione
dell’OB; – il questionario Graves’ Orbitopathy – Quality of Life
(GO-Qol) [1] che valuta l’impatto dell’OB sia sulle fun-
zioni che sull’estetica del paziente. La gravità è valutata indipendentemente dall’attività
ed è determinata dai cambiamenti dei tessuti muscolari
e dal grasso retro-bulbare indotti dalla risposta immuno-
infiammatoria. Le forme moderato-gravi sono caratterizzate
da proptosi, cheratite da esposizione e/o disfunzione musco-
lare, la presenza di otticopatia (Disthyroid Optic Neuropa-
thy) e/o di danno corneale caratterizza le forme gravi. La
gravità della OB viene determinata mediante la classifica- I risultati clinici mostrano un effetto sulla proptosi com-
parabile a quello chirurgico. Questo prova che l’IGF-1r è 105 L’Endocrinologo (2021) 22:103–105 specifico nella patogenesi dell’OB [7]. Trial clinici sono
in corso per valutare l’effetto degli analoghi della soma-
tostatina (Pasireotide) e di un anticorpo monoclonale anti
IgG. Open Access
This article is licensed under a Creative Commons At-
tribution 4.0 International License, which permits use, sharing, adap-
tation, 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 chan-
ges were made. The images or other third party material in this article
are included in the article’s Creative Commons licence, unless indica-
ted 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/. Forme attive lievi Solitamente non determinano una riduzione della QV, sono
auto-risolutive e non richiedono alcun trattamento. PREDI-
GO è uno score che predice il rischio di sviluppo e progres-
sione dell’OB all’esordio del MB. La L-selenometionina è
efficace nel prevenire l’OB lieve nei pazienti a rischio [1]. L’uso di lubrificanti corneali è utile nei casi di sindrome del-
l’occhio secco e congiuntivite limbica. Se presente riduzione
della QV è indicato l’uso dei corticosteroidi. Forme inattive 2. Le Moli R, Muscia V, Tumminia A et al (2015) Type 2 diabetic pa-
tients with Graves’ disease have more frequent and severe Graves’
orbitopathy. Nutr Metab Cardiovasc Dis 25:452–457 In questi casi la terapia medica è inefficace ed è possibile
ricorrere alla chirurgia estetico-riabilitativa. 3. Lanzolla G, Vannucchi G, Ionni I et al (2020) Cholesterol serum
levels and use of statins in Graves’ orbitopathy: a new starting point
for the therapy. Front Endocrinol 10:933 Funding Note
Open access funding provided by Università degli
Studi di Catania within the CRUI-CARE Agreement. 4. Le Moli R, Baldeschi L, Saeed P et al (2007) Determinants of li-
ver damage associated with intravenous methylprednisolone pulse
therapy in Graves’ ophthalmopathy. Thyroid 17:357–362 Conflitto di interesse
L’autore Rosario Le Moli dichiara di non
avere conflitti di interesse. 5. Bartalena L, Wiersinga WM (2020) Proposal for standardization of
primary and secondary outcomes in patients with active, moderate-
to-severe Graves’ orbitopathy. Eur Thyroid J 9(Suppl 1):3–16 Consenso informato
Lo studio presentato in questo articolo non ha
richiesto sperimentazione umana. Consenso informato
Lo studio presentato in questo articolo non ha
richiesto sperimentazione umana. Consenso informato
Lo studio presentato in questo articolo non ha
richiesto sperimentazione umana. 6. Kahaly GJ, Riedl M, König J et al for the European Group
on Graves’ Orbitopathy (EUGOGO) (2018) Mycophenolate plus
methylprednisolone versus methylprednisolone alone in active,
moderate-to-severe Graves’ orbitopathy (MINGO): a randomised,
observer-masked, multicentre trial. Lancet Diabetes Endocrinol
6(4):287–298 Studi sugli animali
L’autore di questo articolo non ha eseguito studi
sugli animali. Studi sugli animali
L’autore di questo articolo non ha eseguito studi
sugli animali. Nota della casa editrice
Springer Nature rimane neutrale in riguar-
do alle rivendicazioni giurisdizionali nelle mappe pubblicate e nelle
affiliazioni istituzionali. 7. Wang Y, Patel A, Douglas RS (2019) Thyroid eye disease: how a
novel therapy may change the treatment paradigm. Ther Clin Risk
Manag 15:1305–1318
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Noninvasive Method for Monitoring<i>Pneumocystis carinii</i>Pneumonia
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Emerging infectious diseases
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DISPATCHES
Noninvasive
Method for
Monitoring
Pneumocystis
carinii Pneumonia
Michael J. Linke,* Sandy Rebholz,†
Margaret Collins,† Reiko Tanaka,†
and Melanie T. Cushion*†
The progression of Pneumocystis carinii pneumonia
was temporally monitored and quantified by real-time polymerase chain reaction of P. carinii–specific DNA in oral
swabs and lung homogenates from infected rats. DNA levels correlated with the number of P. carinii organisms in the
rats’ lungs, as enumerated by microscopic methods. This
report is the first of a noninvasive, antemortem method that
can be used to monitor infection in a host over time.
P
neumocystis pneumonia remains a leading opportunistic infection associated with AIDS patients, even in the
era of highly active antiretroviral therapy (1). In developing countries, the incidence of infection has increased dramatically, with mortality rates ranging from 20% to 80%
(2). An important limitation in its clinical management has
been the inability to evaluate therapeutic response or to
temporally measure the organism numbers because of the
absence of an in vitro culture system. Our laboratory
recently showed that the presence of Pneumocystis
carinii–specific amplicons obtained from swabs of the oral
cavities of nonimmunocompromised adult rats (Rattus
norvegicus) was predictive of the development of P.
carinii pneumonia after corticosteroid-induced immunosuppression (3). In the present study, we applied the oral
swab technique in combination with quantification of
organism-specific DNA using real-time polymerase chain
reaction (PCR) to monitor the progression of infection in
the rat model.
The Study
Thirty-two male Long Evans rats (140–160 g) known to
harbor P. carinii were obtained from Room 004 at the
Cincinnati Veterinary Medical Unit (4). All rats produced
P. carinii amplicons from initial oral swab samples taken
*Veterans Affairs Medical Center, Cincinnati, Ohio, USA; and
†University of Cincinnati College of Medicine, Cincinnati, Ohio,
USA
before immunosuppression. After sampling, 8 of the 32
rats were euthanized and their lungs were removed and
processed as described below. The remaining 24 rats were
removed from the room and individually caged under barrier conditions, as described previously (3), to prevent
transmission of infection that might occur between cage
mates or from the environment. Barrier conditions consisted of the following: microisolator tops for each shoebox cage, which was then housed within a BioBubble (The
Colorado Clean Room Company, Fort Collins, CO); autoclaved water, into which a sterile solution of cephadrine
(Velosef; E.R. Squibb and Sons, Inc., Princeton, NJ) was
injected for a final concentration of 0.200 mg/mL; autoclaved cages, bedding, and tops; and irradiated Lab Chow
(Tekmar Irradiated Lab Chow, Harlan Industries,
Indianapolis, IN). To provoke P. carinii pneumonia, 4
mg/kg of methylprednisolone acetate (Depo Medrol; The
Upjohn Co., Kalamazoo, MI) was administered to the rats
weekly for 10 weeks. At 4 and 7 weeks, swab samples
were obtained from groups of eight rats; the rats were then
euthanized. Their lungs were removed for quantification
by microscopic enumeration of organism nuclei expressed
as log nuclei/mL (5) and real-time PCR analysis under
aseptic conditions. Six rats survived the 10 weeks of
immunosuppression and were processed in an identical
manner.
DNA was extracted from the oral swabs (OS) and lung
homogenate (LH), as previously described (4). LH DNA
was evaluated by spectrophotometric analysis at 260 and
280 nm. RC primers directed to a region of the mitochondrial large subunit rRNA (mtLSU) were used for amplification of P. carinii–specific DNA (6).
Real-time PCR was performed and results were analyzed on the iCycler iQ Real-Time PCR Detection System
(BioRad Laboratories, Hercules, CA) under conditions of
rapid melting at 95°C, annealing for 5 s at 55°C, and collection at 76°C for 10 s with 40 cycles of amplification.
Five microliters of a 1/5 dilution of OS DNA or 2.5 ng of
LH DNA were used in the reactions. Taq DNA (1.25 U)
polymerase (Promega, Madison, WI) was used in the realtime PCR with a concentration of 2.5 mM MgCl2 in 25-µL
reactions. To monitor the accumulation of the products, 0.4
µL of 1/1,000 dilution of concentrated SYBR Green
(Molecular Probes, Eugene, OR) was included in the reactions. All reactions were performed in triplicate. The
mtLSU product was cloned into the TOPO-TA PCR
cloning vector (InVitrogen, Carlsbad CA) (mtLSU-T-TA),
quantified by spectrophotometry, and used to generate a
standard curve. The cloned PCR product, ranging from
0.0005 pg to 0.5 pg per reaction, was used as a template;
the threshold cycles (CTs) of these reactions were then
plotted against the log amount of plasmid per reaction in
picograms.
Emerging Infectious Diseases • www.cdc.gov/eid • Vol. 9, No. 12, December 2003
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DISPATCHES
P. carinii DNA in the LH and OS samples was quantified by linear regression analysis of the CTs relative to the
standard curve (3). The concentration of P. carinii DNA in
the LH and OS samples, determined from the standard
curve in picograms, was converted to copies per milliliter
by multiplying by the dilution factor based on the original
concentration of DNA. The LH copies were log transformed and expressed as log copies per milliliter. The
specificity of the reactions was verified by analysis of the
product-melting curves and by gel electrophoresis. All
products were of the expected size (137 bp) and produced
a single peak with a Tm of approximately 78°C.
Microscopic enumeration of nuclei of the lung
homogenates was compared to real-time PCR lung
homogenate results by using Tukey-Kramer Multiple
Comparisons post-test to assess significance (InStat version 3; GraphPad Software, Inc., San Diego, CA). Pre- and
postimmunosuppression OS samples were analyzed with
the Mann-Whitney test (InStat v. 3). Spearman Rank
Correlation was used to evaluate the correlation between
microscopic enumeration and the real-time PCR output
(Instat v.3).
To ensure accurate and reproducible results, the efficiency of the real-time PCR with the RC primer set was
evaluated for each type of sample used in this study:
mtLSU/T-TA, LH DNA, and OS DNA (Table 1). The
exponential amplification and efficiency of the reactions
were determined by evaluating the slope of the curve generated by plotting the log of known concentrations of template DNA vs. their CTs (7). The RC primer set demonstrated acceptable levels of exponential amplification and
efficiency with all three templates.
The organism numbers in lung tissue, quantified by
microscopic enumeration, increased from log 4.69 after 4
weeks of immunosuppression to log 9.35 after 10 weeks of
immunosuppression (Figure, A.). No organisms were
detected in the lungs of the eight rats euthanized before the
study began (level of sensitivity = ~10,000 nuclei per
lung). The amount of P. carinii–specific DNA quantified
by real-time PCR in the LH samples increased substantially from 0 to 7 weeks, with similar levels after 7 and 10
weeks of immunosuppression (Figure, B). Only one of
eight rats euthanized at the initiation of the experiment
produced quantifiable copies of P. carinii–specific DNA,
with a level similar to those after 4 weeks of immunosuppression (data not shown). In every case, the postimmunosuppression OS taken from the rats at 4, 7, and 10 weeks
Table 1. Efficiencies of the real-time PCR reactionsa
Template
Range
mtLSU
0.5 to 0.0005 pgs/rx
LH
12.5 to 1.25 x 10-5 ngs/rx
OS
Undiluted to 1:8 dilution
a
r2
0.999
0.966
0.973
A
B
C
Figure. Progression of Pneumocystis carinii pneumonia measured
by enumeration of organisms and real-time PCR of DNA extracted
from lung homogenates and oral swabs. Panel A: Log P. carinii
nuclei per mL of homogenized rat lung assessed by microscopic
enumeration of lung homogenates; 4 wk vs. 7 wk, p < 0.001; 4 wk
vs. 10 wk, p < 0.001; 7 wk vs. 10 wk, p < 0.001. Panel B: Logtransformed copies of P. carinii-specific DNA (mtLSU) per mL of
lung homogenate; 4 wk vs. 7 wk, p < 0.001; 4 wk vs. 10 wk, p <
0.001; 7 wk vs. 10 wk, p > 0.05. Panel C: Copies of P. cariniispecific DNA/mL in oral swabs taken between immunosuppression
(4, 7, and 10 wk preimmunosuppression) and at the time of
euthanasia (4, 7, and 10 wk postimmunosuppression); pre- and
post-4 wk, p = 0.0006; pre- and post-7 wk, p = 0.0037; pre- and
post-10 wk, p = 0.0221. The ranges in value for the preimmunosuppression oral swabs at 4, 7, and 10 wk were, respectively,
165–487 copies/mL; 98–816 copies/mL; and 380–1,667
copies/mL. Ranges for the postimmunosuppression copies/mL
after 4, 7, and 10 wk were 342–1,254; 517–5,256; and 637–6,279.
(Number of rats in the 4- and 7- wk postimmunosuppression group
= 8; number of rats in the 10-wk group = 6.)
Slope
-3.220
-3.570
-3.328
Amplification
2.043
1.906
1.997
Efficiency
1.043
0.906
0.997
PCR, polymerase chain reaction; mtLSU, mitochondrial large ribosomal subunit RNA; LH, rat lung homogenate; OS, oral swab P. carinii–specific DNA; rx, reaction.
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Emerging Infectious Diseases • www.cdc.gov/eid • Vol. 9, No. 12, December 2003
DISPATCHES
had significantly more P. carinii–specific DNA than the
preimmunosuppression OS taken at the initiation of the
study (Figure, C). The amount of P. carinii–specific DNA
in the OS samples also increased over time (Figure, C). No
significant correlation was found between the amount of P.
carinii DNA detected in the preimmunosuppression OS
samples and the amount in the postimmunosuppression OS
samples, the lung homogenates, or nuclei number, suggesting that the rats had equivalent but low levels of organisms
at the initiation of the study.
To determine the relationship between quantitation of P.
carinii by real-time PCR and by microscopic enumeration,
results were analyzed by Spearman rank correlation
(Table 2). A significant correlation was found between
both the amount of P. carinii DNA detected in the postimmunosuppression OS samples and in the LH versus the
number of P. carinii nuclei. A significant correlation was
also detected between the real-time PCR quantitation of P.
carinii DNA in the OS and the LH.
Conclusions
The combination of antemortem oral swab sampling
and real-time PCR amplification and quantification reported here should be useful for the study of the
Pneumocystis infections in other experimental models and
provides a rationale for similar studies to be conducted in
the clinical setting. Real-time PCR previously has been
shown to be useful for quantitation of the level of infection
in the lungs of infected rats and mice, but the studies were
performed on postmortem samples or purified organisms
(8,9) P. jiroveci DNA levels from oral washes, induced
sputa, and bronchoalveolar lavage fluids from humans
have been quantified by using various real-time PCR techniques (10–13) as well, but the findings were used for
diagnosis, detection, or quantification and did not obtain
samples from individual hosts over time. In our study, the
levels of P. carinii DNA in the oral cavities of the rats were
measured temporally and shown to correlate with the numbers of organisms in the lungs, establishing the oral swab
real-time PCR technique as a surrogate means of following
the progress of the infection. Successful application of this
method to the human infection would enhance epidemiologic studies, permit sensitive and rapid assessment of
therapeutic response, and allow basic biologic questions of
carriage length and potential reservoirs to be addressed.
These studies were supported by a grant from the National
Institutes of Health: RO1 AI29839-10 awarded to MTC.
Dr. Linke is a research microbiologist at the Veterans Affairs
Medical Center in Cincinnati, Ohio. His major research interest
is the role of the innate immune response in the prevention and
clearance of Pneumocystis infection.
References
1. Jones JL, Hanson DL, Dworkin, MS, Alderton DL, Fleming PL,
Kaplan, JE, et al. Surveillance for AIDS-defining opportunistic illnesses 1992-1997. MMWR CDC Surveill Summ 1999;48:1–22.
2. Fisk DT, Meshnick S, Kazanjian PH. Pneumocystis carinii pneumonia in patients in the developing world who have acquired immunodeficiency syndrome. Clin Infect Dis 2003;36:70–8.
3. Icenhour CR, Rebholz SL, Collins MS, Cushion MT. Widespread
occurrence of Pneumocystis carinii in commercial rat colonies
detected using targeted PCR and oral swabs. J Clin Microbiol
2001;39:3437–41.
4. Icenhour CR, Rebholz SL, Collins MS, Cushion MT. Early acquisition of Pneumocystis carinii in neonatal rats as evidenced by PCR
and oral swabs. Eukaryot Cell 2002;1:414–9.
5. Cushion MT, Ruffolo JJ, Linke MJ, Walzer PD. Pneumocystis
carinii: growth variables and estimates in the A549 and WI-38 VA13
human cell lines. Exp Parasitol 1985;60:43–54.
6. Palmer RJ, Cushion MT, Wakefield AE. Discrimination of rat-derived
Pneumocystis carinii f. sp. carinii and Pneumocystis carinii f. sp.
ratti using the polymerase chain reaction. Mol Cell Probes
1999;13:147–55.
7. Stahlberg A, Aman P, Ridell B, Mostad P, Kubista M. Quantitative
real-time PCR method for detection of β-lymphocyte monoclonality
by comparison of kappa and lambda immunoglobulin light chain
expression. Clin Chem 2003;49:51–9.
8. Zheng M, Shellito JE, Marrero L, Zhong Q, Julian S, Ye P, et al.
CD4+ T cell-independent vaccination against Pneumocystis carinii in
mice. J Clin Invest 2001;108:1469–74.
9. Larsen HH, Kovacs JA, Stock F, Vestereng VH, Lundgren B, Fischer
SH, et al. Development of a rapid real-time PCR assay for quantitation of Pneumocystis carinii f. sp. carinii. J Clin Microbiol
2002;40:2989–93.
Table 2. Comparisons of Pneumocystis carinii–specific DNA levels in pre- and postimmunosuppression samples, lung homogenates,
and organism numbers in lung homogenates assessed by microscopic enumerationa
Groupsb
No. points
Spearman r
95% Confidence interval
p value
Significant
LH Pc DNA vs. post-OS Pc DNA
22
0.5576
0.1648 to 0.7978
0.0070
Yes
LH Pc DNA vs. Pc nuclei
22
0.9035
0.7731 to 0.9606
<0.0001
Yes
Post-OS Pc DNA vs. Pc Nuclei
22
0.4636
0.0388 to 0.7465
0.0298
Yes
Pre-OS Pc DNA vs. post-OS Pc DNA
21
0.3707
-0.0863 to 0.6988
0.0980
No
Pre-OS Pc DNA vs Pc Nuclei
21
0.4123
-0.0374 to 0.7232
0.0633
No
Pre-OS Pc DNA vs. LH Pc DNA
21
0.2939
-0.1712 to 0.6519
0.1960
No
a
21 data points were included in these analyses because 2 rats from the 10-wk group died and 1 preimmunosuppression oral swab sample in the 7-wk group was lost in
processing.
b
Pre-OS Pc DNA, P. carinii –specific DNA from oral swabs taken prior to immunosuppression; post-OS Pc DNA, P. carinii–specific DNA from oral swabs taken at the
time of euthanasia; LH Pc DNA, P. carinii–specific DNA from lung homogenates of rats at the 3 different time points; log Pc Nuclei, P. carinii organism number
assessed by microscopic enumeration.
Emerging Infectious Diseases • www.cdc.gov/eid • Vol. 9, No. 12, December 2003
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10. Helweg-Larsen J, Jensen JS, Benfield T, Svendsen UG, Lundgren JD,
Lundgren B. Diagnostic use of PCR for detection of Pneumocystis
carinii in oral wash samples. J Clin Microbiol 1998;36:2068–72.
11. Helweg-Larsen J, Jensen JS, Lundgren B. Non-invasive diagnosis of
Pneumocystis carinii pneumonia by PCR on oral washes. Lancet
1997;350:1363.
12. Palladino S, Kay I, Fonte R, Flexman J. Use of real-time PCR and the
LightCycler system for the rapid detection of Pneumocystis carinii in
respiratory specimens. Diagn Microbiol Infect Dis 2001;39:233–6.
13. Helweg-Larsen J, Masur H, Kovacs JA, Gill VJ, Silcott VA, Kogulan
P, et al. Development and evaluation of a quantitative, touch-down,
real-time PCR assay for diagnosing Pneumocystis carinii pneumonia.
J Clin Microbiol 2002;40:490–4.
Address for correspondence: Melanie T. Cushion, Department of Internal
Medicine, Division of Infectious Diseases, University of Cincinnati
College of Medicine, 231 Albert Sabin Way, Cincinnati, OH 45267-0560,
USA; fax: 513-475-6415; email: Melanie.Cushion@med.va.gov
Search past issues of EID at www.cdc.gov/eid
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Emerging Infectious Diseases • www.cdc.gov/eid • Vol. 9, No. 12, December 2003
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A liberdade académica e os seus inimigos
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Comunicação e sociedade
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1 Já em 1989, Boaventura Sousa Santos (1994: 163-201) se referia à crise por que passava então a universidade e acentuava
três aspetos: tratava-se de uma crise de hegemonia, de uma crise de legitimidade e de uma crise institucional. Porque a
universidade não promovia já suficientemente a desejada mobilidade social, razão pela qual via decrescer o seu contributo
para a democratização do país. Porque o discurso universitário não passava de um discurso entre muitos outros, nada
o garantindo como tribunal da razão. E porque, diante das crescentes exigências sociais, que sobre ela caíam em tropel,
a universidade se mostrava absolutamente incapaz de lhes dar resposta. Mas, transcorrido um quarto de século, é Zara
Pinto-Coelho e Anabela Carvalho (2013: 4) quem chama a atenção para o facto de as transformações de sentido pelas quais
têm passado “identidade, princípios e práticas” universitárias, de tão “profundas e contraditórias”, estarem agora a gerar
tensões e disputas dentro da universidade e nas relações que esta estabelece com o estado e a sociedade. Ver também, no
mesmo sentido, Martins (2013: 61-72) e Nóvoa (2014: 11-21). 2 Estas conferências foram reunidas na obra de Max Weber, Le savant et le politique [O homem de estudos e o político], com
introdução de Raymond Aron. Teve a primeira edição em 1959, nas Recherches en Sciences Humaines da Librairie Plon. A
edição que consultámos é da Union Générale d’Éditions, Plon, Col. 10/18. As conferências aparecem como capítulos deste
livro, com as seguintes designações: “A profissão e a vocação do homem de estudos” e “A profissão e a vocação do homem
político”. Universidade; modernidade; vocação e missão universitárias; avaliação de
desempenho; governação da universidade; liberdade académica Universidade; modernidade; vocação e missão universitárias; avaliação de
desempenho; governação da universidade; liberdade académica Comunicação e Sociedade, vol. 27, 2015, pp. 405 – 420
doi: http://dx.doi.org/10.17231/comsoc.27(2015).2109 Comunicação e Sociedade, vol. 27, 2015, pp. 405 – 420
doi: http://dx.doi.org/10.17231/comsoc.27(2015).2109 A liberdade académica e os seus inimigos Moisés de Lemos Martins Resumo Em nome da certificação da ‘qualidade’ e da ‘excelência’, a Universidade parece hoje con
denada a celebrar apenas procedimentos, que no ensino e na investigação certificam rotinas e
conformidades, eficiências e utilidades, confirmando a hegemonia da razão instrumental. É meu
propósito, neste ensaio, todavia, refletir sobre a liberdade académica na universidade. Esta ques
tão impõe que façamos recair a nossa interrogação sobre a natureza da própria universidade,
sobre a profissão académica, e também sobre a sua vocação e missão. O que é, hoje, a univer
sidade? Que forças a atravessam? Que abalos tem sofrido? A que ameaças está sujeita? Que
contradições são as suas? Com que exigências se confronta? Que respostas têm que ser as suas? 4 A palavra é, por excelência, o grande mito da civilização ocidental. É este o ponto de vista que defendo em “Ce que peu
vent les images. Trajet de l’un au multiple” (Martins, 2011 a). Com efeito, a nossa razão é discursiva, tanto na tradição
greco-latina, como na tradição judaico-cristã. Para Aristóteles, por exemplo, o homem define-se pela linguagem. E como a
linguagem é o caminho que nos conduz a outro, o homem é um “animal político”, expressão que encontramos tanto na
Política, como na Ética a Nicómaco. Mas já os pré-socráticos olhavam para a palavra como aquilo que salva. Veja-se, por
exemplo, o que diz Roland Barthes (1970) em “L’ancienne réthorique”, a propósito da criação do primeiro tratado de argu
mentação, por Córax e Tísias. Quanto à tradição judaico-cristã, deparamos logo no início do Evangelho de São João (1, 1)
com a proclamação de uma razão discursiva: “No começo era o Verbo e o Verbo era Deus”. Esta herança acompanhou-nos
sempre e com ela atingimos a modernidade. Vemos isso em Nietzsche (1887, II, parág. 1), para quem somos animais de
promessa, os únicos animais capazes de prometer. Vemo-lo também em Jorge Luís Borges, com a promessa a cumprir-se
na dimensão ilocucionária da linguagem. No poema Unending Gift, Borges assinala que “na promessa alguma coisa existe
de imortal”. E George Steiner (1993: 127) não diz coisa diferente em Presenças Reais: “A linguagem existe […] porque existe
‘o outro’”. Ou seja, a palavra é o caminho do encontro e o outro é o nosso destino. 3 O ponto de vista que temos sobre a verdade desfundamenta, todavia, o conceito de verdade, que ainda parece presente
no texto de Raymond Aron. Subscrevemos, com efeito, um princípio de historicidade e um princípio hermenêutico, em
que, pela invasão total do campo de conhecimento pelo discurso, a verdade é uma simples função discursiva (veja-se
Martins, 1994: 5-18). Introdução Embora a reflexão sobre a vocação e missão universitárias estejam, hoje, na ordem
do dia, como o demonstram, em obra recente, Zara Pinto Coelho e Anabela Carvalho
(2013: 4- 14)1, o meu ponto de vista retoma um debate introduzido, há quase um século,
por Max Weber, em duas conferências que proferiu, uma em 1917, outra em 1919: “Wis
senchaft als Beruf”; e “Politik als Beruf”2. Retomo Max Weber, porque no debate sobre
a universidade me interessa compreender, tanto aquilo que separa a ciência e a política,
como, do mesmo modo, aquilo que as une. Como assinala Raymond Aron (1974: 8), na
introdução à obra Le savant et le Politique, de Max Weber: “Não se pode ser ao mesmo
tempo homem de ação e homem de estudos, sem comprometer a dignidade de uma e Comunicação e Sociedade, vol. 27, 2015
A liberdade académica e os seus inimigos . Moisés de Lemos Martins de outra profissão, sem falhar a vocação de uma e de outra. Mas podemos assumir po
sições políticas fora da universidade, e a posse do saber objetivo, não sendo porventura
indispensável, é certamente favorável a uma ação razoável”. Uma teoria da ação é sempre “uma teoria do risco, e também uma teoria da causa
lidade” (Ibidem), e é por essa razão, exatamente porque “o real não está escrito antecipa
damente”, que a marcha da história depende de pessoas concretas e de circunstâncias
específicas (Ibid.: 9). Mas a necessidade de fazer opções contextuais não obriga a que o
pensamento viva de decisões “essencialmente irracionais” e que a existência se cumpra
numa liberdade “que recuse submeter-se à Verdade” (Aron, 1959: 52)3. A nossa época é atravessada por uma força que a domina e lhe dá forma. Refiro-me à mobilização tecnológica para o mercado. A essa cinética do mun
do chamámos-lhe, primeiro com Jünger (1930[1990]), depois com Sloterdijk
(2000), uma mobilização ‘total’ e ‘infinita’ para o mercado. Por outro lado,
desfez-se o mito que fundou o ocidente, o mito da palavra, um mito associa
do a um espaço de promessa4. A promessa projetava uma ideia de futuro e dava-nos garantias sobre
ele. Introdução Lançava um propósito par diante e dava-nos um fundamento seguro
(essência, substância, Deus, transcendência, sujeito, homem, existência,
consciência…) (Derrida, 1967: 410-411), um território conhecido (entre
uma génese e um apocalipse, uma história da salvação, por exemplo, o
Reino de Deus, a sociedade sem classes, uma sociedade esclarecida pe
las Luzes do Progresso, com a razão a sobrepor-se às superstições)5 e
uma identidade estável (sendo nós à imagem de Deus, ou então, aspi
rando à fraternidade, o homem não sendo mais o lobo do homem…). A promessa projetava uma ideia de futuro e dava-nos garantias sobre
ele. Lançava um propósito par diante e dava-nos um fundamento seguro
(essência, substância, Deus, transcendência, sujeito, homem, existência,
consciência…) (Derrida, 1967: 410-411), um território conhecido (entre
uma génese e um apocalipse, uma história da salvação, por exemplo, o
Reino de Deus, a sociedade sem classes, uma sociedade esclarecida pe
las Luzes do Progresso, com a razão a sobrepor-se às superstições)5 e
uma identidade estável (sendo nós à imagem de Deus, ou então, aspi
rando à fraternidade, o homem não sendo mais o lobo do homem…). As tecnologias mobilizam-nos, em contrapartida, para as urgências do presente –
é esta a cinética do mundo, uma mobilização para o presente (Martins, 2010). Numa 3 O ponto de vista que temos sobre a verdade desfundamenta, todavia, o conceito de verdade, que ainda parece presente
no texto de Raymond Aron. Subscrevemos, com efeito, um princípio de historicidade e um princípio hermenêutico, em
que, pela invasão total do campo de conhecimento pelo discurso, a verdade é uma simples função discursiva (veja-se
Martins, 1994: 5-18). 5 A ideia de território conhecido, com uma narrativa que se desenvolve entre uma génese e um apocalipse, pode ser escla
recida pela noção de “verdade”, como origem e fim de uma história de sentido, em que a origem é desocultada na forma
de uma arqueologia e o fim antecipado na forma de uma escatologia. Sobre este assunto, ver Martins (1994). 406 Comunicação e Sociedade, vol. 27, 2015
A liberdade académica e os seus inimigos . Moisés de Lemos Martins civilização tecnológica, uma civilização centrada nos números, às palavras da promessa
sucedem os números da promessa, que são sempre os números do crescimento eco
nómico, os do Produto Interno Bruto (PIB) e os números das exportações, ou seja, os
números do superavit da Balança Comercial. 6 Como já referimos, Raymond Aron, na introdução a Le Savant et le Politique, não deixa de enquadrar o pensamento de Max
Weber por relação à grande categoria da Verdade, ao advogar que a existência não pode cumprir-se numa liberdade “que
recuse submeter-se à Verdade” (Aron, 1959: 52). O nosso ponto de vista advoga, todavia, a desfundamantação do concei
to de verdade, afastando-se de Aron. Como refere Derrida (1967: 412), que nos serve de referência, a desfundamentação
do conceito de verdade é uma conquista do nosso tempo e entre os nomes mais emblemáticos desta conquista talvez
devamos referir Nietzsche (e a sua critica da metafisica, o que quer dizer, a sua ideia de jogo, de interpretação e de signo
sem verdade presente); assim como Freud (e a sua crítica da presença-a-si-próprio, quer dizer, a critica da consciência, do
sujeito, da identidade em si próprio, da proximidade e da propriedade de si próprio); e ainda Heidegger (e a destruição da
metafísica, a destruição da onto-teologia, a destruição da determinação do ser como presença). Introdução Para a promessa temos agora, fundamen
talmente, os economistas, os engenheiros e os gestores; são eles os magos do presente,
e não mais os políticos, os padres e os juristas. A atual cinética do mundo e a universidade É este o contexto em que vamos encontrar as universidades. Elas estão sujeitas à
mesma cinética do mundo, a da mobilização tecnológica para o mercado, o que quer
dizer, a da resposta às exigências de uma civilização dos números (Martins, 2013, 2003,
1993). Tradicionalmente, a universidade tinha como promessa: servir a Verdade6. Daí de
corria o seu principal objetivo, a investigação, porque a verdade apenas a alcança quem
a procura sistematicamente. Mas a verdade era mais do que ciência, pelo que a univer
sidade retirava daí o seguinte objetivo: servir a cultura, mostrando-se capaz de educar o
homem no seu todo. E depois, a verdade transmite-se, pelo que a universidade tinha que
se consagrar ao ensino. Até o ensino das profissões era ordenado pelo princípio de uma
formação integral. Mas o que vemos, agora, é a ideia de marketing ser aplicada ao sistema de ensino. Trata-se de a universidade colocar no mercado produtos com forte probabilidade de se
rem comprados. E daí decorre que o ensino seja convertido em comércio, os professores
se tornem profissionais de serviços e consultores, com os diretores comerciais, ou seja,
os diretores das Escolas e Faculdades, a centralizar a direção deste comércio. A avaliação
do produto, o seu ‘perfil’, é determinada a partir de cima, segundo critérios burocráticos,
dependentes das leis do mercado, do comércio e do marketing, e também da sua visibili
dade mediática. E os projetos de ensino considerados mais ‘frágeis’, aqueles que se des
tinam a grupos demasiado restritos de ‘consumidores’, são eliminados impiedosamente. E podemos dizer a mesma coisa da investigação fundamental. Desde o começo
dos anos 90 que não tem parado de crescer a tendência para fazer depender a validade
científica dos projetos de investigação das suas virtualidades para responder a necessi
dades sociais práticas. Mesmo nas ciências sociais e humanas, os projetos de investi
gação não escapam às injunções do mercado, para a ‘qualidade’, a ‘excelência’, a ‘com
petitividade’, a ‘eficiência’, a ‘relevância’, o ‘empreendedorismo’, a ‘empregabilidade’, 407 Comunicação e Sociedade, vol. 27, 2015
A liberdade académica e os seus inimigos . Moisés de Lemos Martins o ‘desenvolvimento económico e a criação de emprego’, o uso do inglês como língua
única de ciência (Shore & Wright, 1999; Power, 2000; Martins, 2008, 2012 a, 2012 b,
2013; Martins & Oliveira, 2013; Nóvoa, 2014). A atual cinética do mundo e a universidade Com efeito, no nosso mundo não parece haver mais mundo que não sejam ne
cessidades de mercado e injunções financeiras. É também a conclusão a que se chega
ao depararmo-nos com o novo European Union Framework Programme for Research and
Innovation, Horizon 2020. O ‘desafio-chave’ aí enunciado é o de “estabilizar o sistema
económico e financeiro, enquanto se tomam medidas para criar oportunidades eco
nómicas” (European Commission, 2013). Com efeito, do que se trata, agora, é da inteira
submissão da política científica europeia a uma estratégia empresarial. Essa dependência
sai reforçada no recente documento da Comissão, intitulado Research and innovation as
sources of renewed growth (COM(2014)339 final). A secção “Increasing impact and value
for money”, é precisa nos objetivos: “Raising the quality of public spending on research
and innovation”. E entre as conclusões apontadas pelo documento merece especial des
taque a seguinte: “O investimento [em I&D] precisa de ser acompanhado por reformas
que desenvolvam a qualidade, a eficiência e os impactos da despesa pública em I&D,
incluindo por alavancagem de investimento das empresas em I&D” (p. 12)7. Por sua vez, além da Comissão Europeia, outras Agências de financiamento (refiro
as brasileiros, CAPES e CNPq, e a portuguesa FCT), e também as empresas não contem
porizam mais com o que consideram não ter utilidade social. E por certo a sociedade
civil também não, o mesmo se passando com as editoras, que não querem ouvir falar
da publicação de investigação fundamental, argumentando que não vão ter leitores. É
um facto, todos os setores da vida coletiva colocam, hoje, a universidade sob vigilância,
em nome da ‘accountability’, sendo medida esta em termos de “valor económico” (Barr,
2012: 438-508). Em síntese, o que está a acontecer com a explosão da técnica é que o nosso tem
po acelerou e foi mobilizado para o mercado. E também nas universidades, através das
atuais políticas para o ensino e a investigação, ocorre idêntico processo, com o controle
tecnológico da ciência da informação. Refiro, por exemplo, a convocação permanente
a que se está sujeito, através das plataformas informáticas, na mobilização acelerada
de professores e alunos para o mercado e para o ranking. Como bem salienta Hermínio
Martins, fomos capturados pelo discurso da “Universidade da Excelência-como-negó
cio” do máximo de “Throughput” (H. 7 A submissão da política europeia a uma estratégia empresarial é a linha geral deste documento da Comissão Europeia,
de que respigo mais uma passagem: “Os desenvolvimentos na qualidade e eficiência da despesa podem contribuir para a
criação de um ciclo virtuoso, através do alavancamento de níveis de maior investimento com origem em setores privados,
gerando retornos económicos crescentes. As reformas para desenvolver a qualidade e a eficiência da despesa pública são
importantes para todos os Estados Membros. Sobretudo, no caso daqueles que se encontram mais constrangidos financeira
mente e são menos eficientes na despesa, é vital acrescentar impacto, com reformas de longo alcance, e aumentar sabiamente o
investimento, à medida que as suas economias recuperem. Por outro lado, para aqueles que têm um espaço fiscal adequado
e alta eficiência, vão surgir apoios que tornem mais esclarecidos os seus investimentos, no sentido de dar mais valor ao
dinheiro” (COM(2014)339 final), p.5) [é nosso o destaque em itálico]. 10 De acordo com o “Diagnóstico do sistema de investigação e inovação: Desafios, forças e fraquezas rumo a 2020”, rea
lizado pela Fundação para a Ciência e a Tecnologia (FCT), a percentagem de doutores nas empresas nacionais é de 2,6%
[http://www.fct.pt/esp_inteligente/diagnostico]. O Diário de Notícias, de 13 de maio de 2013, deu conta da conferência públi
ca onde foram apresentados os resultados deste Diagnóstico, assinalando que “Portugal tem a mais baixa percentagem de
emprego de doutorados de um conjunto de 10 países europeus, com 2,6%, contra, por exemplo, 34% na Holanda ou Bél
gica”. http://www.dn.pt/inicio/portugal/interior.aspx?content_id=3216596&page=-1 (consulta feita a 13 de maio de 2013). 8 A figura de ‘travessia’ tomo-a de João Guimarães Rosa (2001) [1967], em O Grande Sertão: Veredas. Podemos fazer, por
exemplo, a passagem de um rio de uma para outra margem. Nessa experiência, não se esperam sobressaltos nem grandes
obstáculos a transpor; espera-se uma viagem tranquila, a menos que a façamos a nado, como assinala João Guimarães
Rosa (2001: 51). Nas passagens existe, com efeito, a habitualidade de um caminho conhecido. Coisa diferente é, todavia,
a experiência de uma travessia, que nos coloca sempre em sobressalto pela sua perigosidade. É o perigo que a caracteriza
fundamente: fazemos a travessia de um oceano; de um mar de tentações; de um deserto... (ver também, Martins, 2011 b:
60-61). A atual cinética do mundo e a universidade Martins, 2004), uma descrição de universidade
que já nada tem a ver com a descrição que delas fazia Eliot Freidson (1986: 436): “in
venções sociais notáveis para apoiar o trabalho que não tem valor comercial imediato”. 408 Comunicação e Sociedade, vol. 27, 2015
A liberdade académica e os seus inimigos . Moisés de Lemos Martins Sendo o nosso tempo de mobilização tecnológica, exige-se, hoje, um novo tipo de
professor e de aluno, e também um novo tipo de investigador. Cada vez com menos di
reitos sociais, professores, investigadores e alunos têm, de ora em diante, por condição
a mobilidade permanente, fazendo a travessia das necessidades do mercado8. E eles aí estão, os novos investigadores, em programas de mobilidade, de país em
país e de universidade em universidade. É-lhes imposto que sejam competitivos e em
preendedores, que promovam o auto-emprego, ou o emprego em geral, que criem spin
off, por exemplo. E exige-se-lhes que sejam produtivos, realizadores de sucesso9. E é então que cresce a legião dos doutorandos e pós-doutorados, jovens à procura
da redenção de uma bolsa de investigação, que o mais que lhes permite é a possibili
dade de andarem de congresso em congresso, de projeto de investigação em projeto
de investigação, batendo à porta das revistas científicas e correndo atrás de um ranking
qualquer ou da miragem de um prémio científico. A justificar esta travessia, própria de
uma condição nómada, sem direitos sociais, o discurso oficial ganha novos argumen
tos: acrescenta-se que a economia, ou seja, as empresas, não os absorvem, que in
vestigadores, professores e estudantes estão a mais no mercado de trabalho, que são
dispensáveis, que são bons é para a emigração10. 9 As próprias universidades estão a tornar-se em incubadoras de empresas, apoiando os seus ex-alunos, com capitais
próprios e a fundo perdido, no desenvolvimento de atividades empresariais. O quotidiano académico e a governação das universidades Sendo este o atual contexto, reflitamos sobre o quotidiano académico, e também
sobre a governação das universidades. Aquilo que faz a natureza da universidade, hoje, é a ideologia comercial: as uni
versidades são empresas; a educação são serviços; o ensino e a investigação são opor
tunidades de negócios; os professores são profissionais de serviços ou consultores; os
alunos são clientes. E com o mercado financeiro e o mercado de trabalho a ribombar
fantasticamente por cima da sua cabeça, a universidade faz manchete da ‘excelência’
dos seus cursos e professores, ou seja, faz manchete da sua ‘qualidade’. Mas o que é a ‘excelência’ de que tanto se fala? A excelência é medida pelos índices
de procura de uma instituição. São, também, as classificações de entrada numa dada 409 Comunicação e Sociedade, vol. 27, 2015
A liberdade académica e os seus inimigos . Moisés de Lemos Martins universidade. São, além disso, as taxas de sucesso escolar. E ainda, os índices de empre
gabilidade dos antigos alunos, assim como uma rede constituída e alargada de alumni
de sucesso. A ‘excelência’ de uma universidade não dispensa, hoje, um lugar no ranking das
500 melhores universidades, segundo o Times Higher Education, ou o ranking das 100
melhores universidades com menos de 50 anos. Como também não dispensa um lugar
no Academic Ranking of World Universities (também conhecido como Ranking de Xangai),
das mil melhores universidades do mundo, ou no mais recente CWTS Leiden Ranking,
estabelecido na base de citações ISI. Mas a ‘qualidade’ académica não para aí. Ela mede-se, igualmente, pelos artigos
ISI, da Thomson Reuters, ou pelos artigos Scopus, da Elsevier, ou ainda pelas citações
no Google Scholar. E não dispensa os prémios dos docentes, pelas citações em revistas
de fator de impacto, a capacidade de captação de fundos e de obtenção de projetos inter
nacionais, e ainda, a visibilidade que a universidade possa ter no espaço público, sendo
tal visibilidade estabelecida pelas notícias que sobre ela são publicadas nos média. p
q
p
Para dar um exemplo, o site institucional da Universidade do Minho, no Norte de
Portugal, consagra oito rubricas à presença da Universidade no espaço público. (1) Nós –
jornal on-line. Os editores apresentam-no assim: “A UMinho em revista todos os meses. Aqui pode encontrar reportagens, entrevistas, percursos, opiniões e a agenda com os
principais acontecimentos”. (2) Em agenda. 11 Na era dos média, sem fundamento seguro, território conhecido e identidade estável (Martins, 2002 a, 2002 b), a condi
ção e o desempenho universitários apenas podem ser melancólicos (Martins, 2003). O quotidiano académico e a governação das universidades Ou seja “Dia-a-dia, o calendário académico
e todos os restantes acontecimentos: congressos, seminários, campanhas, cerimónias,
prémios e eventos diversos”. (3) Atualidade: “A cada instante, informação atualizada so
bre o que de mais relevante acontece na Universidade do Minho”. (4) Clipping: “O olhar
dos média sobre a UMinho. Tudo o que é publicado na TV, rádio, imprensa escrita e in
ternet está aqui disponível”. (5) Perfil: “Vai conhecer aqui histórias de alunos, docentes,
investigadores e funcionários da UMinho que se destacam nas mais diferentes áreas”. (6) Galeria de fotos: “As imagens que mostram a UMinho”. (7) Área Press: “Esta área é
dedicada aos profissionais de comunicação social. Contacte-nos e coloque questões,
dúvidas, sugestões”. E, finalmente, (8) O que os media dizem de nós. Universidade em
notícia: semana a semana, um repositório de informações, que assinalam a passagem
dos professores pelos plateaux da notícia: pelos estúdios de rádio e televisão, e também
pelas redações dos jornais.11 Entretanto, na governação das universidades, os modelos “gerencialistas e econo
micistas” levam hoje a melhor sobre os “modelos colegiais clássicos” (Ruão, 2008: 15). E
é assim que a identidade universitária adquiriu um formato meramente instrumental e as
estratégias de comunicação desenvolvidas na universidade passaram a ter uma preocu
pação, cada vez mais acentuada, com a produção de efeitos estratégicos (Ruão, Ibid.: V). Nestas circunstâncias, controlar a comunicação para produzir efeitos estratégicos
é hoje a tarefa dos Gabinetes de Imprensa das universidades, também denominados
Gabinetes de Comunicação e Imagem. A maior parte das universidades tem hoje uma 410 Comunicação e Sociedade, vol. 27, 2015
A liberdade académica e os seus inimigos . Moisés de Lemos Martins Pró-Reitoria de Comunicação e Imagem. E o seu objetivo é administrar no espaço públi
co as políticas das universidades. Entretanto, as universidades mostram-se cada vez mais incapazes de dar resposta
à pressão crescente das exigências sociais - porque tudo lhes é pedido. Pede-se às uni
versidades que deem resposta: às necessidades de desenvolvimento económico; à cria
ção de empregos; à modernização do país; à inovação tecnológica; à competitividade
internacional; à necessidade de promoção da coesão social; ao combate às assimetrias
étnicas e de género; à promoção da inclusão de minorias; enfim, à necessidade de com
bate à iliteracia mediática e digital. E nós resignamo-nos a que as políticas académicas se confinem, hoje, a estratégias
de gestão e as necessidades de crescimento se acomodem a respostas de caráter mera
mente tecno-instrumental. 12 Veja-se, neste sentido: http://www.uminho.pt/uminho/qualidade/documentacao-do-sigaq-um 13 O processo de avaliação está, por seu lado, indexado a um regime remuneratório, que determinará as subidas de escalão
na categoria académica. No entanto, este regime remuneratório não chegou a entrar em vigor, dado o facto de as carrei
ras na função pública, em Portugal, se encontrarem congeladas, desde a primavera de 2011, momento em que este país
passou a reger-se por um programa de austeridade, decretado pelas instituições internacionais a quem solicitou “ajuda
financeira”. Foi a 3 de maio de 2011 que o primeiro-ministro de Portugal, José Sócrates, anunciou as medidas de austeri
dade decididas pelo Comissão Europeia, Banco Central Europeu e Fundo Monetário Internacional (Troika), no quadro de
um programa de “assistência financeira”. O quotidiano académico e a governação das universidades Com efeito, nada na universidade aponta, hoje, para aprender
e ensinar a ver, nem para aprender e ensinar a pensar, como ensinou Nietzsche, no Crepús
culo dos Ídolos (Nietzsche, 1988/1888: 67-68). Aprender e ensinar a ver, ou seja: habituar
os olhos à calma, à paciência, deixar que as coisas se aproximem de nós; aprender a
adiar o juízo, a rodear e a abarcar o caso particular a partir de todos os lados. E aprender
e ensinar a pensar significa aprender e ensinar uma técnica, um plano de estudos, uma
vontade de mestria - que o pensar deve ser aprendido como é aprendido o dançar, como
uma espécie de dança... Readings inquieta-se, todavia: como é possível pensar numa instituição “cujos de
senvolvimentos tendem a tornar o pensamento cada vez mais difícil e cada vez menos
necessário?” (Readings, 1996: 175). E, todavia, o ideal académico não pode satisfazer-se
com a atual mobilização operativa, financista e economicista, sem pensamento, sem
comprometimento social e político, e sem o critério ético do desassossego crítico. Penso que a universidade deve ser encarada como um lugar de liberdade irrestrita. A universidade tem como missão a salvaguarda das possibilidades da (a) aventura do
pensamento. Cabe-lhe fazer do ensino e da ciência uma ideia, que encarne um princípio
de resistência crítica e uma força de dissidência, ambos comandados por aquilo a que
Jacques Derrida (2001: 21) chamou, em tempos, “uma justiça do pensamento”. No entanto é neste contexto, em que as políticas académicas se confinam a estra
tégias de gestão e as necessidades de crescimento se acomodam a respostas de caráter
meramente tecno-instrumental, que foram criadas as Vice-Reitorias para a Qualidade e
a Excelência nas universidades portuguesas. A Universidade do Minho foi, em Portugal, uma das primeiras universidades a ter
um SIGAQ (Sistema Interno de Garantia da Qualidade) e uma Vice-Reitoria, que vela
pelo funcionamento deste sistema, com a institucionalização de um Plano da Qualidade
e de um Manual da Qualidade12. Este Sistema Interno de Garantia da Qualidade foi au
ditado em Outubro de 2012 pela A3ES – Agência de Avaliação e Acreditação do Ensino
Superior, em Portugal, e certificado por esta Agência, em Janeiro de 2013, por um perío
do de seis anos. 411 Comunicação e Sociedade, vol. 27, 2015
A liberdade académica e os seus inimigos . O quotidiano académico e a governação das universidades Moisés de Lemos Martins Cingindo-nos a um ponto de vista meramente académico, diria todavia que os
SIGAQ têm como efeito prático estender sobre os professores a dominação, ou seja, o
controle tecnológico e a mobilização para o mercado (e para o ranking, que é uma con
sequência do mercado). Aquilo que um SIGAQ produz no quotidiano académico é a entronização de proce
dimentos corretivos e ortopédicos, que certificam no ensino e na investigação rotinas e
conformidades, eficiências e utilidades. E no que diz respeito aos projetos e à extensão
universitária, registam e arquivam informação, de modo a garantir os overheads institu
cionais, hoje tão importantes na política de auto-financiamento de uma universidade,
quando os financiamentos públicos parecem ter entrado em fase de irreversível restrição. Regulamentos de avaliação do desempenho dos docentes Não propriamente no quadro dos SIGAQ, mas articulados com ele, foram criados
os RAD – Regulamentos de Avaliação do Desempenho dos docentes. Resultam de uma
lei geral, uma Lei do Estado português (Lei n. 205/2009, de 31 de Agosto), que está em
continuidade com uma profunda reforma do Ensino Superior, o Regime Jurídico das
Instituições do Ensino Superior (RJIES) (Lei n.º 62/2007, de 10 de Setembro). Os RAD
adequam esta Lei às condições concretas de cada uma das universidades do país, e
mesmo a cada Faculdade ou Escola de uma universidade. O Regulamento de Avaliação do Desempenho dos Docentes da Universidade do
Minho (RAD-UM) foi aprovado em Diário da República, a 18 de junho de 2010. O pro
cesso compreende uma auto-avaliação dos docentes, de resposta expressa quantitativa
mente, a um sem-número de quesitos, fixados por um conselho de avaliação interno à
universidade. Cada uma das Escolas adequa ao seu contexto específico as determinações
gerais. E os professores catedráticos intervêm no processo, homologando-o, podendo,
todavia, alterar a pontuação, no caso de acharem que a auto-avaliação não é rigorosa. Nos termos da Lei, todos os Regulamentos de Avaliação do Desempenho se es
praiam por quatro rubricas, que compreendem a investigação, o ensino, a extensão univer
sitária e a gestão universitária. O desempenho académico consiste no cumprimento pelo
docente do conjunto de quesitos, fixados por um conselho de avaliação, em cada uma
das rubricas13. Vou tomar, como exemplo, dois modelos de Regulamento de Avaliação de Desem
penho dos docentes. O primeiro modelo é o do Instituto de Ciências Sociais da Universi
dade do Minho. Trata-se de um modelo que permite que todos os docentes, sem grande
esforço, se auto-avaliem com um desempenho excelente (para cima de 80 pontos em
100, em cada uma das dimensões: investigação, ensino, extensão académica e gestão 412 Comunicação e Sociedade, vol. 27, 2015
A liberdade académica e os seus inimigos . Moisés de Lemos Martins académica). Diria que é um modelo burocrático, que serve propósitos administrativos,
e que é, portanto, um modelo sem grande critério académico14. O segundo modelo é da Universidade da Beira Interior. Vou cingir-nos às partes
comuns a todas as Faculdades, e também às especificidades que o modelo comporta, no
que respeita às Faculdades de Ciências Sociais e Humanas, e Artes e Letras. 14 Junto, em anexo, as peças que compõem, no Instituto de Ciências Sociais da Universidade do Minho, a ficha de avaliação
do docente, de acordo com o Regulamento de Avaliação e Desempenho dos Docentes da Universidade do Minho (RAD
-UM), aprovado no Diário da República, 2.ª série, n. 117, de 18 de junho de 2010. Regulamentos de avaliação do desempenho dos docentes É um modelo
que assenta no princípio da “diferenciação qualitativa da produção científica”, um princí
pio que determina que “classificações de desempenho científico mais elevado correspon
dam a patamares de produção científica mais exigentes, em detrimento da massificação
da produção científica em patamares considerados cientificamente menos relevantes”. A proposta, manifestando embora uma grande preocupação académica, tem um
caráter didático. Estipula o seguinte: “os degraus sucessivos de exigência devem saturar
através de uma atividade científica digna e moderada”. Mas o que se pretende é que
“os docentes, em especial os ainda mais frágeis em termos de produção científica, não
sejam forçados a desperdiçar muito do seu tempo nesses patamares”, procurando-se
antes que se sintam “motivados a alcançar o patamar seguinte até à categoria A, neces
sariamente exigente, mas não inalcançável, caso contrário tenderia a ser ignorada”. Ainda no mesmo sentido, de uma manifesta preocupação, simultaneamente aca
démica e didática, o Regulamento propõe que seja possível “saturar a soma das pontua
ções das categorias D, C e B”, atribuindo “pontuações relativamente elevadas a tarefas
fundamentais da atividade docente”, mas que, “se consideradas em pé de igualdade
com atividades internacionalmente mais relevantes teriam que ser contabilizadas com
muita parcimónia, como atividades científicas internas e nacionais”. São propostas quatro categorias de classificação, sendo a categoria A de grande
exigência. Nestas circunstâncias, a proposta de Regulamento estipula o seguinte: “a ca
tegoria A é o ‘rosto’ mais visível das opções estratégicas da Universidade, e do nível de
exigência da UBI”. Por essa razão, “será decidida centralmente pelo conselho coordena
dor da avaliação, que harmonizará o mesmo grau de exigência para todas as faculdades”. Fixo-me na categoria A de avaliação do desempenho académico, no que respeita à
rubrica Investigação. Prémio científico internacional relevante
*
Livro autoral científico/coletânea de autor com mérito compatível,
assinalado por peritagem solicitada pela comissão avaliadora
70
Edição e/ou tradução de fontes e de clássicos, com introdução e apara
to crítico, aferida por peritagem solicitada pela comissão avaliadora
50
Capítulo de livro em obra de referência internacional (até dois autores)
25 Regulamentos de avaliação do desempenho dos docentes De acordo com um ideal universitário comum a todas as Faculda
des da Universidade, este ideal é considerado na sua complexidade e abrangência, tendo
presente designadamente, o critério da exigência da internacionalização da ciência, o
critério da comparabilidade internacional, e ainda, o critério financeiro, que sinaliza a
importância dos projetos científicos: Prémio científico internacional relevante
*
Livro autoral científico/coletânea de autor com mérito compatível,
assinalado por peritagem solicitada pela comissão avaliadora
70
Edição e/ou tradução de fontes e de clássicos, com introdução e apara
to crítico, aferida por peritagem solicitada pela comissão avaliadora
50
Capítulo de livro em obra de referência internacional (até dois autores)
25 14 Junto, em anexo, as peças que compõem, no Instituto de Ciências Sociais da Universidade do Minho, a ficha de avaliação
do docente, de acordo com o Regulamento de Avaliação e Desempenho dos Docentes da Universidade do Minho (RAD
-UM), aprovado no Diário da República, 2.ª série, n. 117, de 18 de junho de 2010. 413 Comunicação e Sociedade, vol. 27, 2015
A liberdade académica e os seus inimigos . Moisés de Lemos Martins Comunicação e Sociedade, vol. 27, 2015
A liberdade académica e os seus inimigos . Moisés de Lemos Martins Artigo científico indexado à Qualis A1-B1 ou inde
xado à ESF na categoria INT 1 ou INT 2
25
Artigo científico com revisão indexado à ISI ou Scopus numa re
vista do 1º quartil do IF ou do RIP da sub área da revista. 25
Coordenador de um projeto Europeu H2020 ou de um projeto internacional
que inclua um mínimo de universidades ou centros de investigação de três
países diferentes e um montante de financiamento superior a 150 000 euros
40
Coordenador nacional de um projeto Europeu ou de um projeto internacional
que inclua um mínimo de universidades ou centros de investigação de três
países diferentes e um montante de financiamento superior a 150 000 euros
20
Bolsa individual internacional obtida em ambiente competitivo
15
Relatórios técnicos em grandes colaborações inter
nacionais (mais de três países envolvidos)
15
Exposição ou exibição em eventos internacionais (congressos, mu
seus, galerias de arte, festivais, mostras, etc.), individuais ou coleti
vas, aferida por peritagem solicitada pela comissão avaliadora
50
Tabela 1
* - Classificação variável até pontuação máxima de 100 pontos proposta pela
Comissão Avaliadora e homologada pelo Conselho Coordenador de Avaliação. Regulamentos de avaliação do desempenho dos docentes - A proposta de classificação de livro autoral na categoria A deve vir
acompanhada de parecer solicitado pela Comissão avaliadora. - Obras de referência internacional são obras publicadas no estrangeiro em
editora de referência, reconhecida como tal pela comissão de avaliação. - Exposição ou exibição internacional é uma exposição ou exibição realizada no
estrangeiro ou, sendo em Portugal, com a participação de pelo menos 50% de
artistas estrangeiros ou coorganizada por uma entidade estrangeira. 15 Aron, A. (1974) [1959]. “Introduction”. Weber, M., Le savant et le politique. Paris: Union Générale d’Éditions,
Plon, col. 10/18, pp. 5-52. 15 Ver Regulamento de avaliação do desempenho dos docentes da Universidade da Beira Interior, Despacho n.º 10129/2014,
publicado Diário da República, 2.ª série — N.º 150 — 6 de agosto de 2014. Uma nota final A nossa modernidade viu a razão instrumental tornar-se hegemónica. Foi, com
efeito, a hegemonia do paradigma epistemológico que conduziu à racionalidade técnica
e ao economicismo (Martins, 1993: 345). A Universidade converteu-se, então, numa rea
lidade simultaneamente local e total. Ela tanto é uma realidade heterogénea e específica,
como uma realidade homogénea e global. Sem dúvida, a universidade deveio uma reali
dade fragmentada, como consequência da crise das teorias da verdade e do fundamento. Mas, simultaneamente, é uma realidade fecundada por uma condição translocal, porque
é essa, de igual modo, a sua condição e a missão de sempre. Esperemos, todavia, que a
desenfreada mobilização tecnológica para o mercado, para a estatística e para o ranking,
assim como a entronização de procedimentos corretivos e ortopédicos, que certificam
no ensino e na investigação rotinas e conformidades, eficiências e utilidades, não afun
dem o pensamento, e desse modo não afundem a própria ideia de universidade. Aron, A. (1974) [1959]. “Introduction”. Weber, M., Le savant et le politique. Paris: Union Générale d’Éditions,
Plon, col. 10/18, pp. 5-52. Referências 414 Comunicação e Sociedade, vol. 27, 2015
A liberdade académica e os seus inimigos . Moisés de Lemos Martins Barr, E. (2012). “The Higher Education White Paper: The Good, the Bad, the Unspeakable – and the next
White Paper”. Social Policy and Administration, (46, n. 5), pp. pp. 438-508. Barthes, R. (1970). “L’ancienne rhétorique”. Communications, n. 16, pp. 172-229. Borges, J. L. (1998) [1969]. “The Unending Gift”, Elogio da Sombra, in Obras Completas (1952-1972), II. Lisboa:
Teorema. Conselho Científico das Ciências Sociais e das Humanidades da FCT (2011). Ciências Sociais e Humanidades,
mais excelência, maior impacte. Relatório final (28.12.2011). http://www.fct.pt/conselhos_cientificos/
docs/rel_final_cccsh_2011_pdf. Derrida, J. (2001). L’université sans condition. Paris: Galilée. Derrida, J. (2001). L’université sans condition. Paris: Galilée. Derrida, J. (1967). “La structure, Ie signe et Ie jeu dans Ie discours des sciences humaines”, L ‘écriture de la
différence. Paris: Seuil, pp. 409-428. European Commission (2013). Horizon 2020: The new EU framework programme for research and innovation,
2014-2020. [Presentation]. Retrieved October, 5, 2013 from http://ec.europa.eu/research/horizon2020/
pdf/press/horizon2020-presentation. pdf European Commission (2014). Reserch and innovation as sources of renewed grouth. Communication from the
Commission to the European Parliament, the Council, the European Economic and Social Committee
and the Committee of Regions. COM (2014)330 final Freidson, E. (1986). “Les peofessions artistiques comme défi à l’analyse sociologique”. Revue Française de
Sociologie, (27, n.3). Paris: pp. 431-443. Guimarães Rosa, João (2001) [1967]. 0 Grande Sertão: Veredas. Rio de Janeiro: Nova Fronteira. Na base da 5.”
Edição. Jünger, E. (1914) [1990]. La mobilisation totale, in L’État universel – suivi de La mobilisation totale. Paris:
Galimmard. Martins, H. (2004). “The marketisation of universities and some cultural contradictions of academic
capitalism”. Metacrítica. http://www.adelinotorres.com/sociologia.htm Martins, M. L. (2013). “Interview with Moisés de Lemos Martins”. “Pinto-Coelho, Z. & Carvalho, Anabela
(Eds.) Academics Responding to Discourses of Crisis in Higher Education and Research. Braga: CECS,
Universidade do Minho, pp. 61-72. http://repositorium.sdum.uminho.pt/handle/1822/29224 Martins, M. L.; Oliveira, M. (2013). Política científica de comunicação em Portugal: desafios e oportunidades
para os doutoramentos. In: Kunsch., M. (Org.). La comunicación en Iberoamérica: políticas científicas y
tecnológicas, postgrado y difusión de conocimiento. Quito: Ciespal/Confibercom, pp. 47-101. Martins, M. L. (2012 a). “Revistas científicas de ciências da comunicação em Portugal: da divulgação do
conhecimento à afirmação do Português como língua de pensamento e conhecimento”. Intercom -
Revista Brasileira de Ciências da Comunicação, (35, n.1). São Paulo, pp. 233- 251. http://repositorium. sdum.uminho.pt/handle/1822/23768 Martins, M. L. (2012 b). Referências “A política científica e tecnológica em Portugal e as ciências da comunicação:
prioridades e indecisões”. In: Kunsch, M. & Melo, J. M. (Org.). Comunicação Ibero-americana: sistemas
midiáticos, diversidade cultural, pesquisa e pós-graduação. 1ed.São Paulo: Confibercom & Escola de
Comunicação e Artes da Universidade de São Paulo, v. 1, pp. 331-345. http://repositorium.sdum. uminho.pt/handle/1822/23931 415 Comunicação e Sociedade, vol. 27, 2015
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A liberdade académica e os seus inimigos . Moisés de Lemos Martins Martins, M. L. (2011 a). “Ce que peuvent les imagens. Trajet d e l’un au multiple”. Les Cahiers
Internationaux de l’Imaginaire, (v. 1). Paris, CNRS, pp. 158-162. http://repositorium.sdum.uminho.pt/
handle/1822/24132 Martins, M. L. (2011 b). “Media e melancolia – o trágico, o grotesco e o barroco”. Acciaiuoli, M. & Babo,
M. A. (Eds.) Arte e Melancolia. Lisboa: Instituto de História de Arte/Estudos de Arte Contemporânea
e Centro de Estudos de Comunicação e Linguagem, pp. 53-65. http://repositorium.sdum.uminho.pt/
handle/1822/24106 Martins, M. L. (2010). “A mobilização infinita num movimento de meios sem fins”. Álvares, C. & Damásio,
M. (Eds.) Teorias e práticas dos média. Situando o local no global. Lisboa: Edições Lusófonas. http://
repositorium.sdum.uminho.pt/handle/1822/24250 Martins, M. L. (2008) [2004, “Comunicação de Abertura”]. “As ciências sociais e a política científica”. Torres,
A. & Baptista, L., Sociedades Contemporâneas. Reflexividade e Acção. Porto: Afrontamento, pp. 27-29. http://repositorium.sdum.uminho.pt/handle/1822/1059 Martins, M. L. (2003). Ensino Superior e melancolia. Viana do Castelo: Instituto Politécnico de Viana do
Castelo. http://repositorium.sdum.uminho.pt/handle/1822/1288 Martins, M. L. (2002 a). “De animais da promessa a animais em sofrimento de finalidade”, in O Escritor, n. 18/19/20, Revista da Associação Portuguesa de Escritores, Lisboa, pp. 351-354. http://repositorium. sdum.uminho.pt/handle/1822/1676 Martins, M. L. (2002 b). “O trágico como imaginário da era mediática”. Comunicação e Sociedade, 4: 73-79. http://repositorium.sdum.uminho.pt/handle/1822/25340 Martins, M. L. (1994). “A verdade e a função de verdade nas ciências sociais”. Cadernos do Noroeste, 7, 2. Braga, pp. 5-18. http://repositorium.sdum.uminho.pt/handle/1822/25385 Martins, M. L. (1993). “As incertezas da nossa modernidade e o impasse universitário”. Cadernos do Noroeste,
6, 1-2: 341-348. http://repositorium.sdum.uminho.pt/handle/1822/25330 Nietzsche, F. (1998) [1887]. Genealogia da Moral, São Paulo: Companhia das Letras. Nietzsche, F. (1988) [1888]. O crepúsculo dos ídolos. Lisboa: Ed. 70. Nóvoa, A. (2014). “Em busca da liberdade nas universidades: Para que serve a investigação em educação?”. Revista Lusófona de Educação, 28, pp. 11-21. Pinto-Coelho, Z. & Carvalho, A. (Eds.) (2013). Diplomas legais Regime Jurídico das Instituições do Ensino Superior (RJIES), Lei n.º 62/2007, de 10 de Setembro. Regime Jurídico das Instituições do Ensino Superior (RJIES), Lei n.º 62/2007, de 10 de Setembro. Regulamento de Avaliação e Desempenho dos Docentes, Lei n. 205/2009, de 31 de agosto. egulamento de Avaliação e Desempenho dos Docentes, Lei n. 205/2009, de 31 de agosto. Regulamento de Avaliação e Desempenho dos Docentes da Universidade do Minho (RAD-UM), aprovado no
Diário da República, 2.ª série – N.º 117 - 18 de junho de 2010. Regulamento de Avaliação e Desempenho dos Docentes da Universidade do Minho (RAD-UM), aprovado no
Diário da República, 2.ª série – N.º 117 - 18 de junho de 2010. Regulamento de avaliação do desempenho dos docentes da Universidade da Beira Interior. Despacho n.º
10129/2014, publicado Diário da República, 2.ª série — N.º 150 — 6 de agosto de 2014. Regulamento de avaliação do desempenho dos docentes da Universidade da Beira Interior. Despacho n.º
10129/2014, publicado Diário da República, 2.ª série — N.º 150 — 6 de agosto de 2014. Endereços eletrónicos http://www.fct.pt/esp_inteligente/diagnostico
http://www.dn.pt/inicio/portugal/interior.aspx?content_id=3216596&page=-1
http://www.uminho.pt/uminho/qualidade
http://www.uminho.pt/uminho/qualidade/documentacao-do-sigaq-um http://www.fct.pt/esp_inteligente/diagnostico
http://www.dn.pt/inicio/portugal/interior.aspx?content_id=3216596&page=-1
http://www.uminho.pt/uminho/qualidade
http://www.uminho.pt/uminho/qualidade/documentacao-do-sigaq-um Referências Academics Responding to Discourses of Crisis in Higher Education
and Research. Braga: CECS, Universidade do Minho. Power, M. (1999). The audit society: rituals of verification. Oxford: Oxford University Press. Readings, B. (1996). The university in ruins. Cambridge, Mass: Harvard University Press. Ruão, T. (2008). A comunicação organizacional e os fenómenos de identidade: a aventura comunicativa da
formação da Universidade do Minho, 1974-2006. Tese de doutoramento, Universidade do Minho. Santos, B. S. (1994). “Da ideia de universidade à universidade das ideias”. Pela mão da Alice. O social e o
político na pós-modernidade. Porto: Afrontamento, pp. 163: 201. Sloterdijk, P. (2000). La mobilisation infinie. Christian Bourgeois. Sloterdijk, P. (2000). La mobilisation infinie. Christian Bourgeois. Steiner, G. (1993 [1989]). Presenças Reais, Lisboa: Presença. 416 Comunicação e Sociedade, vol. 27, 2015
A liberdade académica e os seus inimigos . Moisés de Lemos Martins Comunicação e Sociedade, vol. 27, 2015
A liberdade académica e os seus inimigos . Moisés de Lemos Martins TOB (Traduction Oecuménique de la Bible). Nouveau Testament (1978). Paris: Les Editions du Cerf. TOB (Traduction Oecuménique de la Bible). Nouveau Testament (1978). Paris: Les Editions du Cerf. Weber, M. (1974) [1959]. Le savant et le politique. Paris: Union Générale d’Éditions, Plon, col. 10/18. Weber, M. (1974) [1959]. Le savant et le politique. Paris: Union Générale d’Éditions, Plon, col. 10/18. * Submetido: 30-11-2014
* Aceite: 15-3-2015 * Aceite: 15-3-2015 Nota biográfica Moisés de Lemos Martins é professor de sociologia da cultura e da comunicação
na Universidade do Minho (Braga, Portugal), sendo nesta universidade Diretor do Cen
tro de Estudos de Comunicação e Sociedade (CECS), que fundou em 2001. É autor de
vários livros, entre os quais: O Olho de Deus no discurso salazarista (1990) e Para uma
inversa navegação – O discurso da identidade (1996), ambos nas Edições Afrontamento;
A linguagem, a verdade e o poder – Ensaio de semiótica social (2002, Fundação Calouste
Gulbenkian e Fundação para a Ciência e a Tecnologia); Crise no Castelo da Cultura – Das
estrelas para os ecrãs (2011, Grácio Editor). Fundou, em 1999, a revista Comunicação e
Sociedade e, em 2013, Anuário Lusófono de Estudos Culturais. Preside, desde 2012, à Con
federação Iberoamericana das Associações Científicas e Académicas de Comunicação,
depois de ter presidido, de 2005 a 2015, à Associação Portuguesa de Ciências da Comu
nicação (Sopcom). E-mail: moisesm@ics.uminho.pt; moiseslmartins@gmail.com Centro de Estudos de Comunicação e Sociedade, Campus de Gualtar, Universidade
do Minho, Braga 4710-057, Portugal Centro de Estudos de Comunicação e Sociedade, Campus de Gualtar, Universidade
do Minho, Braga 4710-057, Portugal * Submetido: 30-11-2014
* Aceite: 15-3-2015 417 Comunicação e Sociedade, vol. 27, 2015
A liberdade académica e os seus inimigos . Moisés de Lemos Martins Comunicação e Sociedade, vol. Nota biográfica 27, 2015 Anexo Anexo
Investigação
Vertente I - Investigação
Pontua
ção
Coefi
ciente
Total
1 – Produção científico-cultural
0,00
0,6
0,00
2 – Participação, reconhecimento e coordenação/direção científica
0,00
0,4
0,00
0,00
3- Fez o doutoramento ou obteve mudança de grau
0,00
Instrumentos
Pontua
ção base
Quan
tidade
Pontua
ção
Pontua
ção base
Quan
tidade
Pon
tuação
Tabela 6 – produção cientifico-cultural
Nacional
Internacional
Livros publicados
25
30
Artigos em Revistas com Referee
18
20
Artigos em Revistas
15
18
Capítulos de livros
18
20
Edição de livros
15
20
Artigos em atas de conferências
10
15
0,00
0,00
Relatórios científicos
10
Outras publicações
5
0,00
Tabela 7 – Participação, reconhecimento e coordenação/direção científica
Participação
Nacional
Internacional
Membro de equipa de investigação em proje
tos científicos com financiamento
15
20
0,00
0,00
Membro da equipa de investigação em pro
jetos sem financiamento externo
10
Membro da comissão para a criação/al
teração de ciclos de estudos
10
Membro da comissão para a criação/al
teração de outros ciclos
8
0,00
Reconhecimento Anexo
Investigação
Vertente I - Investigação
Pontua
ção
Coefi
ciente
Total
1 – Produção científico-cultural
0,00
0,6
0,00
2 – Participação, reconhecimento e coordenação/direção científica
0,00
0,4
0,00
0,00
3- Fez o doutoramento ou obteve mudança de grau
0,00
Instrumentos
Pontua
ção base
Quan
tidade
Pontua
ção
Pontua
ção base
Quan
tidade
Pon
tuação
Tabela 6 – produção cientifico-cultural
Nacional
Internacional
Livros publicados
25
30
Artigos em Revistas com Referee
18
20
Artigos em Revistas
15
18
Capítulos de livros
18
20
Edição de livros
15
20
Artigos em atas de conferências
10
15
0,00
0,00
Relatórios científicos
10
Outras publicações
5
0,00
Tabela 7 – Participação, reconhecimento e coordenação/direção científica Investigação Nacional
Internacional
15
20
0,00
0,00
10
10
8
0,00 418 Comunicação e Sociedade, vol. 27, 2015
A liberdade académica e os seus inimigos . Nota biográfica Moisés de Lemos Martins Interno
Externo
1,5
1,5
11,25
15
0,00
0,00
Interno
Externo
1,2
1,2
21
21
9
15
0,00
0,00
Interno
Externo
10
12,5
5
6,25
10
12,5
0,00
0,00
Interno
Externo
1
1
17,5
17,5
7,5
10
0,00
0,00
Interno
Externo
0,5
0,5
8,75
8,75
3,75
5
0,00
0,00
Interno
Externo
0,3
0,3
5,25
5,25
2,25
3
0,00
0,00
Nacional
Internacional
10
15
30
37,5
10
12,5
5
6,25
0,00
0,00
tão coloque o valor 1 Interno
Externo
Membro de júri para concurso de recruta
mento nas carreiras - presidente
1,5
1,5
Membro de júri para concurso de recru
tamento nas carreiras - vogal
11,25
15
0,00
0,00
Interno
Externo
Membro de júri de provas de agregação - presidente
1,2
1,2
Membro de júri de provas de agregação - arguente
21
21
Membro de júri de provas de agregação - vogal
9
15
0,00
0,00
Interno
Externo
Participação em peritagens e referees
10
12,5
Membro de corpo editorial (revista própria ou externa)
5
6,25
Membro de comissão de organização de evento científico
10
12,5
0,00
0,00
Interno
Externo
Membro de júri de provas de doutoramento - presidente
1
1
Membro de júri de provas de doutoramento - arguente
17,5
17,5
Membro de júri de provas de doutoramento - vogal
7,5
10
0,00
0,00
Interno
Externo
Membro de júri de provas de mestrado - presidente
0,5
0,5
Membro de júri de provas de mestrado - arguente
8,75
8,75
Membro de júri de provas de mestrado - vogal
3,75
5
0,00
0,00
Interno
Externo
Membro de júri de provas de licenciatura - presidente
0,3
0,3
Membro de júri de provas de licenciatura - arguente
5,25
5,25
Membro de júri de provas de licenciatura - vogal
2,25
3
0,00
0,00
Nacional
Internacional
Comunicação em eventos científicos
10
15
Agraciamento com prémios
30
37,5
Cargos em organizações científicas
10
12,5
Outros reconhecimentos de natureza científica
5
6,25
0,00
0,00
Coordenação/direção
Caso tenha executado uma destas atividades no ano em questão coloque o valor 1
Responsável geral de projetos científi
cos com financiamento internacional
30
Responsável local de projetos científi
cos com financiamento internacional
25 Membro de júri para concurso de recruta
mento nas carreiras - presidente
Membro de júri para concurso de recru
tamento nas carreiras - vogal Membro de júri de provas de agregação - presidente
Membro de júri de provas de agregação - arguente
Membro de júri de provas de agregação - vogal Membro de júri de provas de agregação - presidente
Membro de júri de provas de agregação - arguente
Membro de júri de provas de agregação - vogal Participação em peritagens e referees
Membro de corpo editorial (revista própria ou externa)
Membro de comissão de organização de evento científico Membro de júri de provas de doutoramento - presidente
Membro de júri de provas de doutoramento - arguente
Membro de júri de provas de doutoramento - vogal Membro de júri de provas de mestrado - presidente
Membro de júri de provas de mestrado - arguente
Membro de júri de provas de mestrado - vogal Membro de júri de provas de licenciatura - presidente
Membro de júri de provas de licenciatura - arguente
Membro de júri de provas de licenciatura - vogal Caso tenha executado uma destas atividades no ano em questão coloque o valor 1 419 Comunicação e Sociedade, vol. Nota biográfica 27, 2015
A liberdade académica e os seus inimigos . Moisés de Lemos Martins Responsável de projetos científicos na
cionais com financiamento
20
Responsável de projetos científicos na
cionais sem financiamento
15
Coordenação de evento científico-cultural
15
Coordenação de comissão para a criação/
alteração de ciclos de estudos
15
Coordenação de comissão para a criação/
alteração de ciclos de estudos
10
Supervisão de bolseiros de investigação
3
0,00 20
15
15
15
10
3
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https://openalex.org/W4388543076
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https://www.e3s-conferences.org/articles/e3sconf/pdf/2023/79/e3sconf_isffs2023_02038.pdf
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English
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New emerging viral disease on Giant Gourami (<i>Osphronemus goramy</i> Lac.) in Java, Indonesia
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E3S web of conferences
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cc-by
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* Corresponding author: tauk001@brin.go.id © The Authors, published by EDP Sciences. This is an open access article distributed under the terms of the Creative Commons
Attribution License 4.0 (https://creativecommons.org/licenses/by/4.0/). New emerging viral disease on Giant Gourami
(Osphronemus goramy Lac.) in Java, Indonesia
Taukhid Taukhid1,*, Hessy Novita2, Tuti Sumiati2, Domenico Caruso3, and Edy Barkat
Kholidin1 1Research Center for Fisheries, National Research and Innovation Agency, Indonesia
2Research Center for Veterinary Science, National Research and Innovation Agency, Indonesia
3Institute of Research for Development (IRD) Univ. Montpellier, France Abstract. This study investigates the role of pathogens in the disease
outbreaks and mass mortality affecting giant gourami (Osphronemus
goramy) populations from 2018 to 2020, leading to significant economic
losses. Presumptive diagnoses, based on clinical symptoms and references,
implicated two viruses: Tilapia Lake Virus (TiLV) and Infectious Spleen
and Kidney Necrosis Virus (ISKNV). Samples from four Indonesian
provinces (West Java, Central Java, East Java and Yogyakarta) were tested
molecularly for these viruses. The results revealed widespread viral
pathogen involvement, with ISKNV prevalence ranging from 20% to
100% and TiLV prevalence consistently at 100%. These findings strongly
suggest that the outbreaks were primarily caused by TiLV and ISKNV
infections, potentially with other co-infecting pathogens. Bacterial
pathogens,
notably
Aeromonas
spp.,
Mycobacterium
spp.,
and
Pseudomonas spp., may have exacerbated the disease. This research
highlights the emergence of viral diseases as a significant threat to giant
gourami populations in Java, Indonesia. E3S Web of Conferences 442, 02038 (2023)
ISFFS 2023 E3S Web of Conferences 442, 02038 (2023)
ISFFS 2023 https://doi.org/10.1051/e3sconf/202344202038 1 Introduction The giant gourami, Osphronemus goramy, is a freshwater fish native to Southeast Asia [1]. Global production of giant gourami was recorded at 145,000 tons in 2017, of which
Indonesia contributed 98% of the total production, equivalent to 142,100 tons [2]. It was
also noted that only five other countries reported production of this species (Thailand,
Myanmar, Malaysia, Philippines, and Singapore). However, Vietnam and Laos are known
to produce this fish but do not report it. Using conventional systems, the fish have been
farmed in Indonesia for centuries, mainly in Central Java and West Java [3]. Giant gourami
farming has grown rapidly in Java and Sumatra and has even spread to other areas such as
Kalimantan, Sulawesi, Bali, and West Nusa Tenggara [4]. Giant gourami's community preference and economic value continuously increase and
generally remain above the average of other freshwater-farmed fish species. These facts
motivate farmers to promote more efficient production by changing the farming system
from traditional to semi-intensive with higher stocking densities, using commercial feeds E3S Web of Conferences 442, 02038 (2023)
ISFFS 2023 E3S Web of Conferences 442, 02038 (2023) https://doi.org/10.1051/e3sconf/202344202038 and shorter growing periods. As a result, as giant gourami farming becomes more intensive,
disease issues have arisen as one of the challenges producers face. A parallel health
management system has yet to accompany changes in the increasingly intensive farming
system. In addition, giant gourami farming is generally implemented in an aquatic
environment that is challenging to manage, where the process of infectious disease
transmission is more difficult to control. and shorter growing periods. As a result, as giant gourami farming becomes more intensive,
disease issues have arisen as one of the challenges producers face. A parallel health
management system has yet to accompany changes in the increasingly intensive farming
system. In addition, giant gourami farming is generally implemented in an aquatic
environment that is challenging to manage, where the process of infectious disease
transmission is more difficult to control. In 2018-2020, giant gourami farming in Indonesia experienced a disease outbreak that
resulted in mass mortality, particularly in the production centers covering Java, with
economic losses estimated at 40 billion rupiahs [5, 6, 7]. The impact of the disease
outbreaks was reflected in the national production of this species. Production of giant
gourami increased from 2011 to 2017; however, there was a significant decline of more
than 30% from 2018 to 2020 [8]. 1 Introduction Epidemiological studies related to disease outbreaks have
not been conducted comprehensively, so the primary causes still need to be discovered and
fully described, including the determinant factors of the disease [7]. This study aimed to investigate pathogen involvement in disease outbreaks and mass
mortality of giant gourami (O. goramy) in Java, Indonesia, during 2018-2020. Based on
presumptive diagnosis (clinical symptoms, mortality patterns, and available references),
this study highlighted the presence of two viral pathogens, Tilapia Lake Virus (TiLV) and
Infectious Spleen and Kidney Necrosis Virus (ISKNV). 2.3 Detection of virus Virus analysis was conducted on two viral agents strongly implicated as potential primary
etiological agents in emerging disease outbreaks. Specifically, these viruses were identified
as TiLV and ISKNV. The fish specimens for this analysis were selected based on their
manifestation of distinctive clinical symptoms indicative of the suspected viral infections. 2.1 Sample and data collection The diseased giant gouramis were collected from West Java, Central Java, Yogyakarta, and
East Java. The number and size of samples collected from each sampling point varied
depending on the availability of the population at risk of disease and survivors in the
recovery process. The number of sampling sites and the total number of samples collected
in each province are shown in Table 1. p
In addition to laboratory analysis, secondary information was collected from relevant
resource persons (farmers and fishery health officers) through interviews guided by a
simple questionnaire. The information collected in the questionnaire included the size of
the affected fish, clinical signs, and mortality. Estimated losses due to the outbreak were
obtained from the report prepared by the Fisheries Department in each area where samples
were collected. Table 1. The number and body weight of giant gourami (Osphronemus gouramy) samples collected
from each affected location. Province
Spot
sampling
Number
of
samples
Size (gram)
Culture unit
West Java
4
40
50-100
400-600
Grow-out
Grow-
out/broodstock
Central Java
2
9
2,500-4,000
Broodstock
Yogyakarta
2
5
300-550
2,500-4,000
Grow-out
Broodstock
East Java
3
9
300-500
Grow-out able 1. The number and body weight of giant gourami (Osphronemus gouramy) samples collected
from each affected location. 2 2 https://doi.org/10.1051/e3sconf/202344202038 E3S Web of Conferences 442, 02038 (2023)
ISFFS 2023 2.3.1 Tilapia Lake Virus (TiLV) The organs and tissues chosen to detect TiLV included the eye, brain, liver, spleen, and
kidney [13]. Subsequently, these organ samples were meticulously preserved by immersion
in RNA later solution or a solution comprised of absolute ethanol and glycerol in an 80:20
(v/v) ratio. The preserved samples were then securely stored at -70 oC until they were
prepared for further analytical procedures. The methodology employed for TiLV detection followed the procedure established by
a prior study [14]. This involved using a semi-nested Reverse Transcription Polymerase
Chain Reaction (RT-PCR) technique. In Step 1 of the nested RT-PCR, the specific primers
were
ext-1
(TATGCAGTACTTTCCCTGCC)
and
ME1 a prior study [14]. This involved using a semi-nested Reverse Transcription Polymerase
Chain Reaction (RT-PCR) technique. In Step 1 of the nested RT-PCR, the specific primers
were
ext-1
(TATGCAGTACTTTCCCTGCC)
and
ME1
(GTTGGGCACAAGGCATCCTA). The target PCR amplicon size for this step was 415
base pairs. In Step 2, a semi-nested RT-PCR approach was utilized, and it featured the
following
primers:
ME2
(TATCACGTGCGTACTCGTTCAGT)
and
ME1
(GTTGGGCACAAGGCATCCTA). This step aimed to generate a PCR product with a size
of 250 base pairs. (GTTGGGCACAAGGCATCCTA). The target PCR amplicon size for this step was 415
base pairs. In Step 2, a semi-nested RT-PCR approach was utilized, and it featured the
following
primers:
ME2
(TATCACGTGCGTACTCGTTCAGT)
and
ME1
(GTTGGGCACAAGGCATCCTA). This step aimed to generate a PCR product with a size
of 250 base pairs. 2.2 Identification of bacteria The manufacturer's instructions prepared sterile media for isolating pathogenic bacteria. Bacterial isolation was performed primarily on samples with obvious clinical signs, such as
ulcers and kidney abnormalities, liver, spleen, and muscle abnormalities. Bacteria from
each organ were then isolated aseptically on tryptic soy agar (TSA), Brain Heart Infusion
Agar (BHIA), and Lowenstein-Jensen medium. Incubations were 24-72 h at 28 oC, while
Mycobacterium spp. were incubated for at least seven days. Bacterial growth and morphology were observed. The bacterial analysis included Gram
stain, motility, oxidase, Rimmler-Shott, catalase, O/F test, Triple Sugar Iron Agar (TSIA)
test, and API 20E test (Biomereux). Bacterial identification was performed according to [9,
10, 11, 12]. 2.3.2 Infectious Spleen and Kidney Necrosis Virus (ISKNV) The investigation involved the aseptic procurement of organs and tissues, specifically the
liver, brain, spleen, and kidney, for the precise detection of ISKNV, as meticulously
detailed in scholarly references [15, 16]. These biological specimens were individually
harvested or arranged into various combinations and submerged in an appropriate
preservative solution. The analytical assessment of ISKNV was carried out in strict adherence to the rigorous
methodological framework established by the authors in reference [17]. This method
incorporated the judicious design of primers, derived from the nucleotide sequence of a
959-base pair Pst I restriction fragment, which was uniquely identified by its DDBJ
accession number AB006954, originating from the genomic DNA of the Red Seabream
Iridovirus (RSIV). These primers denoted as 1F (Forward Primer) with the sequence
5'CTCAAACACTCTggCTCATC'3 and 1R (Reverse Primer) with the sequence 3 E3S Web of Conferences 442, 02038 (2023) E3S Web of Conferences 442, 02038 (2023)
ISFFS 2023 https://doi.org/10.1051/e3sconf/202344202038 5'GCACCAACACATCTCCTATC'3, were thoughtfully tailored to specifically target a
molecular weight of 570 base pairs within the RSIV genome DNA. 2.4 Analysis The study's data and information underwent a comprehensive analysis encompassing
qualitative and quantitative methodologies. Subsequently, the results were thoughtfully
organized and presented in a meticulously structured tabular format, adhering to established
academic standards. 3 Results and discussion The giant gourami disease outbreak, from early 2018 to the mid-2020s, resulted in
thousands of productive and candidate broodstock mortality. The extraction of data/
information collected from the local fisheries office and the farmers is presented in Table 2. It was indicated that the size of giant gourami affected mainly by the disease and causing
large economic losses at that time, was from the grow-out to broodstock sizes, with
mortality rates of 20% - 60% with an estimated total loss of ≈ 48 billion rupiahs (US$
3,139,307). Table 2. Summary of data/information collected from affected areas in Java (West Java, Central Java,
Yogyakarta, and East Java). Location
District
Stage
Size (gram)
Mortality
rate (%)
Estimated
loss
(million rupiahs)
West
Java
Bogor,
Tasikmalaya,
Banjar, Ciamis
Grow-out
Brood
stocks
100-600
1,500-4,000
40-50
20-25
1,500
9,000
Central
Java
Banyumas,
Banjarnegara
Grow-out
Brood
stocks
300-700
2,000-5,000
25-30
50-60
5,351
24,873
Yogya-
karta
Bantul, Sleman,
Kulon
Progo,
Gunung Kidul
Grow-out
Brood
stocks
100-600
2,000-5,000
20-25
30-35
1,000
4,500
East
Java
Tulung Agung,
Kediri
Grow-out
100-450
20-25
2,000
Total estimated financial loss
48,224 ble 2. Summary of data/information collected from affected areas in Java (West Java, Central Java,
Yogyakarta, and East Java). Behavioral observations made by farmers and direct observations in the field of
diseased and moribund giant gourami generally show the following behavior a few days
earlier: slow swimming movements, less responsiveness, and drastically decreased appetite. Concurrently, the clinical manifestations encompassed a spectrum of discernible symptoms,
including but not limited to altered pigmentation characterized by a deepening of the body
coloration, ocular anomalies such as endophthalmitis and cataracts, dermal irregularities
such as scales appearing loose or skin exhibiting signs of peeling, as well as erosions and
ulcerations. Most of these clinical symptoms are consistent with those described in tilapia
exposed to TiLV as described by [13, 18, 19, 20, 21, 22]. Other clinical symptoms were also observed during the outbreak, including loss of
equilibrium, excess mucus, bleeding petechiae on the skin, swimming upside down,
abdominal distension, respiratory distress, darkening of body color, loss of scales, 4 E3S Web of Conferences 442, 02038 (2023)
ISFFS 2023 https://doi.org/10.1051/e3sconf/202344202038 enlargement and discoloration of internal organs, especially the spleen, and kidneys. These
clinical signs were also reported in giant gourami infected by ISKNV, as described by [15,
16, 23]. enlargement and discoloration of internal organs, especially the spleen, and kidneys. 3 Results and discussion These
clinical signs were also reported in giant gourami infected by ISKNV, as described by [15,
16, 23]. During the examination of ailing specimens, we observed that when lifted, there was a
noticeable excess of mucus and blood oozing from between the scales. To help clarify these
observations, we've included visual representations of moribund giant gourami and those in
the early stages of expiration in Figure 1. These images serve as visual aids to support our
findings. Fig. 1. Diseased giant gourami (Osphronemus gouramy) collected from the affected area in
Yogyakarta (2019): pale/dark body color, scale protrusion, skin redness, and fin rot. Fig. 1. Diseased giant gourami (Osphronemus gouramy) collected from the affected area in
Yogyakarta (2019): pale/dark body color, scale protrusion, skin redness, and fin rot. Analysis of samples obtained from outbreak-afflicted regions spanning 2018 to 2020
unveiled a notable prevalence of bacterial infections. Mycobacteriosis and motile
aeromonad septicemia (MAS) emerged as the principal afflictions affecting giant gourami. Additionally, diverse strains of bacteria were identified within the collected samples. In
tandem with bacterial infections, the analysis also disclosed the presence of two viruses,
TiLV and ISKNV, within the same set of test samples. The findings about identifying and
detecting these pathogens have been systematically cataloged and delineated in Table 3. able 3. Bacteria identified and virus detected on giant gourami (Osphronemus gouramy) samples
from affected areas in Java (West Java, Central Java, Yogyakarta, and East Java). Table 3. Bacteria identified and virus detected on giant gourami (Osphronemus gouramy) samples
from affected areas in Java (West Java, Central Java, Yogyakarta, and East Java). Table 3. Bacteria identified and virus detected on giant gourami (Osphronemus gouramy) samples
from affected areas in Java (West Java, Central Java, Yogyakarta, and East Java). No. Location
∑
samples
Bacteria
Virus
Genus/species
Prevalence
(%)
Species
Prevalence
(%)
1. West Java
40
Aeromonas spp. Mycobacterium spp. Pseudomonas spp. 8.0
12.0
8.0
TiLV
ISKNV
100.00
38.46
2. Central
Java
9
Aeromonas spp. Mycobacterium spp. Pseudomonas spp. nd
TiLV
ISKNV
55.56
20.00 5 5 https://doi.org/10.1051/e3sconf/202344202038 E3S Web of Conferences 442, 02038 (2023)
ISFFS 2023 3. Yogyakarta
5
Aeromonas spp. Mycobacterium spp. Pseudomonas spp. nd
TiLV
ISKNV
55.56
20.00
4. East Java
9
Mycobacterium spp. Pseudomonas spp. 3 Results and discussion 10.0
10.0
TiLV
ISKNV
100.00
100.00
Notes: TiLV = Tilapia Lake Virus, ISKNV = Infectious Spleen and Kidney Necrosis Virus,
and nd = not done The tabulated data reveals the substantial impact of viral infections on the afflicted giant
gourami population in the surveyed regions. Specifically, TiLV infection exhibited a
remarkable prevalence of 100% in both West Java and East Java. In the neighboring
regions of Central Java and Yogyakarta, the prevalence was 55.56%. In parallel, ISKNV
infection was evident, with a prevalence of 38.46% in West Java and 20% in Central Java
and Yogyakarta, while the prevalence reached 100% in East Java. As recognized worldwide, TiLV disease was initially known to affect only tilapia [13,
18, 19, 20, 22]. The spreading of the disease was very fast, and in 2020, [22] it was
suspected that at least 16 countries across four continents had been exposed to TiLV. The
virus has been detected in Indonesia [22, 24, 25]. Thus, it is likely that the virus was indeed
present and widespread in tilapia farm areas in Indonesia [24, 25, 26]. However, the disease
has generally not led to serious fatalities and losses compared to similar diseases in several
other affected countries [21, 27, 28]. This is also based on the no reports of significant
disease and mortality among tilapia farms, and this is also reflected in the national
production of tilapia, which has been increasing steadily from 2010 to the present day [4]. The evidence of TiLV being able to infect giant gourami with significantly higher
mortality rates than in tilapia is a serious concern to be aware of [29], until finally, it is
relevant to the emergence of a disease outbreak in giant gourami culture, which closely
coincided with the first detection of TiLV on tilapia in Indonesia [24, 25]. The outbreak of
TiLV infection in giant gouramis is a new occurrence, and all samples collected from the
affected areas revealed a high prevalence. The impact of disease outbreaks was reflected in
the national production achievements for this species. The national production of giant
gourami increased during 2011-2017; however, there was a significant decline of more than
30% from 2018-2020 [8]. To date, diseased fish showing the same clinical symptoms are
still encountered with varying degrees of loss [30]. In all samples collected from the outbreak areas, ISKNV infection was also involved
with a relatively lower prevalence than TiLV. 3 Results and discussion ISKNV infection in giant gourami in
Indonesia has been reported since a decade ago [15], as well as in other species of labyrinth
fish [15, 31, 32]. However, the impact of the losses associated with this virus is less
massive than after co-infection with TiLV as the outbreak occurred in 2018-2020. Outside
Indonesia, the ISKNV infection has also been reported in giant gourami in India [16]. The heightened prevalence of both these viruses within the sampled population was
further substantiated through molecular analysis. Notably, all samples from the affected
regions returned positive results, as the data in Figures 2 and 3 corroborated. These findings
underscore the substantial impact of these viral pathogens on the health of the giant
gourami population under study. 6 6 https://doi.org/10.1051/e3sconf/202344202038 E3S Web of Conferences 442, 02038 (2023)
ISFFS 2023 M P N WJ-1 WJ-2 CJ-1 CJ-2 EJ-1 EJ-2 Y-1 Y-2
Fig 2. Gel electrophoresis profile of Tilapia Lake Virus (TiLV) detection of giant gourami
(Osphronemus gouramy) samples collected from affected areas in Java (West Java, Central Java,
Yogyakarta, and East Java). M = DNA ladder, P = positive control, N = negative control, WJ-1 & 2 =
West Java, CJ-1 & 2 = Central Java, EJ-1 & 2 = East Java, and Y-1 & 2 = Yogyakarta. Fig 2. Gel electrophoresis profile of Tilapia Lake Virus (TiLV) detection of giant gourami
(Osphronemus gouramy) samples collected from affected areas in Java (West Java, Central Java,
Yogyakarta, and East Java). M = DNA ladder, P = positive control, N = negative control, WJ-1 & 2 =
West Java, CJ-1 & 2 = Central Java, EJ-1 & 2 = East Java, and Y-1 & 2 = Yogyakarta. M P N WJ-1 WJ-2 CJ-1 CJ-2 EJ-1 EJ-2 Y-1 Y-2 Fig 3. Gel electrophoresis profile of Infectious Spleen and Kidney Necrosis Virus (ISKNV) detection
of giant gourami (Osphronemus gouramy) samples collected from affected areas in Java (West Java,
Central Java, Yogyakarta and East Java). M = DNA ladder, P = positive control, N = negative control,
WJ-1 & WJ-2 = West Java, CJ-1 & CJ-2 = Central Java, EJ-1 & EJ-2 = East Java, Y-1 & Y-2 =
Yogyakarta. 570 bp
M P N WJ 1 WJ 2 CJ 1 CJ 2 EJ 1 EJ 2 Y 1 Y 2 Fig 3. Gel electrophoresis profile of Infectious Spleen and Kidney Necrosis Virus (ISKNV) detection
of giant gourami (Osphronemus gouramy) samples collected from affected areas in Java (West Java,
Central Java, Yogyakarta and East Java). M = DNA ladder, P = positive control, N = negative control,
WJ-1 & WJ-2 = West Java, CJ-1 & CJ-2 = Central Java, EJ-1 & EJ-2 = East Java, Y-1 & Y-2 =
Yogyakarta. Based on the analysis of the samples collected immediately after the onset of the
disease, the clinical signs observed, and the mortality rate, there is a strong suspicion that
the main aetiological agent causing disease and mortality is a single infection by either
TiLV or ISKNV and co-infection with both species of viruses. This suspicion is not only
based on clinical symptoms and mortality patterns but also confirmed by the results of
molecular diagnosis and available references [16, 28, 30]. The involvement of other 7 7 E3S Web of Conferences 442, 02038 (2023)
ISFFS 2023 https://doi.org/10.1051/e3sconf/202344202038 pathogens belonging to the bacterial group also exacerbates the disease, particularly
Mycobacterium spp. and Aeromonas spp. Consequently, a strong and well-founded suspicion exists that Tilapia Lake Virus
(TiLV) and Infectious Spleen and Kidney Necrosis Virus (ISKNV) are the primary
etiological agents responsible for these infections. This suspicion is grounded in a
comprehensive assessment encompassing anamnesis, clinical observation, and a thorough
diagnostic analysis. Furthermore, it is imperative to underscore that TiLV and ISKNV consistently manifest
as the dominant pathogens, bearing substantial prevalence within the affected giant gourami
population. This prevalence pertains to singular viral infections and co-infections with other
microbial agents, such as Mycobacterium spp., Aeromonas spp., and Pseudomonas spp. Determining the primary pathogenic agents of a newly emerging disease requires the
completion of pathogenicity (Koch's postulates), virological (cytopathic effect/CPE), and
histopathological assays. In this study, these diagnostics were not performed. M P N WJ-1 WJ-2 CJ-1 CJ-2 EJ-1 EJ-2 Y-1 Y-2 Therefore, the
gold standard diagnosis is still needed for confirmation. Nevertheless, base on this study,
we posit with substantial confidence that both viral species, TiLV and ISKNV, act as
primary pathogenic agents, harboring considerable potential as emerging diseases in giant
gourami within Java and, conceivably, in gourami culture regions beyond the confines of
Java Island. Authors’ contributions All authors have made substantial contributions to the refinement of the final manuscript. Taukhid
Taukhid and Hessy Novita spearheaded the revision of core conceptual ideas, meticulously gathered
and curated the data, drafted the manuscript, and designed the accompanying figures. In turn,
Domenico Caruso, Tuti Sumiati, and Edy Barkat Kholidin provided invaluable critical revisions to the
article. Moreover, it is worth noting that all authors actively engaged in thorough discussions regarding the
findings, significantly enriching the manuscript's overall quality. This collaborative effort culminated
in developing the definitive version of the manuscript. Conflict of interest The authors declare the absence of competing interests that could influence the impartiality or
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Editorial: Herbal medicines for gastrointestinal and hepatic diseases - novel pharmacological and toxicological approaches, Volume I
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TYPE Editorial
PUBLISHED 07 July 2023
DOI 10.3389/fphar.2023.1157229 TYPE Editorial
PUBLISHED 07 July 2023
DOI 10.3389/fphar.2023.1157229 TYPE Editorial
PUBLISHED 07 July 2023
DOI 10.3389/fphar.2023.1157229 Front. Pharmacol. 14:1157229.
doi: 10.3389/fphar.2023.1157229 Front. Pharmacol. 14:1157229. doi: 10.3389/fphar.2023.1157229 herbal medicines, traditional medicines, active ingredients from herbal medicines, GIT,
liver, toxicology COPYRIGHT COPYRIGHT
© 2023 Hasnat, Baig, Saleem, Ullah,
Nadeem, Durazzo and Lucarini. 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. © 2023 Hasnat, Baig, Saleem, Ullah,
Nadeem, Durazzo and Lucarini. 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. Editorial on the Research Topic
Herbal medicines for gastrointestinal and hepatic diseases - novel
pharmacological and toxicological approaches, Volume I OPEN ACCESS OPEN ACCESS
EDITED BY
Javier Echeverria,
University of Santiago, Chile
REVIEWED BY
Hari Prasad Devkota,
Kumamoto University, Japan
*CORRESPONDENCE
Muhammad Hasnat,
muhammad.hasnat@uvas.edu.pk
RECEIVED 02 February 2023
ACCEPTED 22 June 2023
PUBLISHED 07 July 2023
CITATION
Hasnat M, Baig MMFA, Saleem M, Ullah A,
Nadeem MF, Durazzo A and Lucarini M
(2023), Editorial: Herbal medicines for
gastrointestinal and hepatic diseases -
novel pharmacological and toxicological Muhammad Hasnat1*, Mirza Muhammad Faran Ashraf Baig2,
Mohammad Saleem3, Aftab Ullah4, Muhammad Faisal Nadeem5,
Alessandra Durazzo6 and Massimo Lucarini 6 Muhammad Hasnat1*, Mirza Muhammad Faran Ashraf Baig2,
Mohammad Saleem3, Aftab Ullah4, Muhammad Faisal Nadeem5,
Alessandra Durazzo6 and Massimo Lucarini 6 RECEIVED 02 February 2023
ACCEPTED 22 June 2023
PUBLISHED 07 July 2023 CITATION
Hasnat M, Baig MMFA, Saleem M, Ullah A,
Nadeem MF, Durazzo A and Lucarini M
(2023), Editorial: Herbal medicines for
gastrointestinal and hepatic diseases -
novel pharmacological and toxicological
approaches, Volume I. 1Institute of Pharmaceutical Sciences, University of Veterinary and Animal Sciences, Lahore, Pakistan, 2The
Hong Kong University of Science and Technology, Hong Kong, Hong Kong SAR, China, 3University of the
Punjab Lahore, Lahore, Pakistan, 4Jiangsu University, Zhenjiang, China, 5University of Veterinary and
Animal Sciences, Lahore, Pakistan, 6CREA-Research Centre for Food and Nutrition, Rome, Italy KEYWORDS Front. Pharmacol. 14:1157229. doi: 10.3389/fphar.2023.1157229 Editorial on the Research Topic
H
b l
di i
f
i This study reported
that MLG increased the levels of antioxidant enzymes and
reduced the levels of TNF-α and IL-1β. MLG increased the
expressions of Nrf-2 and HO-1 and decreased the expressions of
COX-2 and NF-κB. This Research Topic includes the following dimensions: Pre-
clinical and clinical studies of herbal products and their biologically
active metabolites in the management of GIT and liver diseases. Novel in vitro assays for the identification of potentially biologically
active compounds for the treatment of gastric and hepatic cancer. Novel cellular and molecular mechanisms that describe the
therapeutic effects as well as toxic effects of herbal medicines and
their active metabolites on the GIT and liver. The role of the GI-
microbiome in preventing and treating gastrointestinal and hepatic
diseases. The papers within this Research Topic carry out interesting
themes in the area of research. As instance, Lee et al. found that
treatment with Chunggan syrup (CGX) reduced tumor nodules in
normal and HFD fed mice. Molecular biology studies explained that
CGX antitumor effect was associated with the activation of E-
Cadherin and reduction in the expression of VE- Cadherin in
liver under MC38 free condition. CGX also reduced liver
steatosis via modulating AMPk and PPARα. Yuan et al. showed
that triptolide (TP), one of the fat-soluble components extracted
from the Chinese medicinal herb Tripterygium wilfordii Hook F. (TWHF), induced cell death in TNFα-pretreated MKN45 cells and
AGS cells. Both TP and TNFα, in combination promoted the gastric
cancer cell death through influencing H19/miR-204-5p/NF-κB/
FLIP axis. Other studies on herbal medicines treating gastrointestinal
and liver diseases have also significant findings. Chen et al. published a clinical evidence base study and expressed that
SLBZP had capacity to treat ulcerative colitis. Kang et al. reported
the
randomized,
double-blind,
placebo-controlled,
multi-center clinical trial study for the assessment of the
efficacy and safety of traditional Chinese medicine external
washing for treating the postoperative wounds in diabetic
patients with anal fistula. Yao et al. proposed the general
guidelines
about
the
use
of
herbal
preparations
in
the
treatment of gastrointestinal and liver complications. Sheng
et al. showed that lithocholic acid had significant protective
activities
on
the
intestinal
environment,
including
the
maintenance
of
tight
junctions,
anti-bacterial
and
anti-
inflammatory responses. Gao et al. showed that epimedin B
caused the Epimedii Folium (EF)-induced Idiosyncratic drug-
induced liver injury (IDILI) and the glycogen concentration in EF
is not dependent on NLRP3 inflammasome activity. Editorial on the Research Topic
H
b l
di i
f
i Editorial on the Research Topic
Herbal medicines for gastrointestinal and hepatic diseases - novel
pharmacological and toxicological approaches, Volume I After respiratory tract diseases, acute gastrointestinal infections are the second
most common infections among infants and children and are responsible for
morbidity and mortality (Ferguson et al., 2020). These infections are caused by a
variety of microorganisms with the most common species are Helicobacter pylori,
Salmonella species, Clostridium difficile, Shigella species, Giardia lamblia and
Escherichia coli (Shariati et al., 2019). Gastrointestinal system is also associated
with the hepatic complications including NAFLD and gastrointestinal malignancies,
i.e., HCC (Younossi et al., 2018). Worldwide, liver cancer causes second most cancer
related
deaths
(Jemal
et
al.,
2011). For
the
management
of
hepatic
and
gastrointestinal diseases, long-term strategies are required from government and
international bodies because hepatitis B virus and hepatitis C virus infected subjects
are 370 million and 130 million, respectively (Alter, 2006). Traditional and
complementary medicines (TCMs) are clinical practices that are used in the
diagnosis, treatment and prevention of diseases. They are not completely merged
into the healthcare system, however they are affordable, accessible and culturally
accepted by the people. Herbal products are one of the major part of TCM. It is
reported that market share of natural preparations is up to several billions of dollars
in developing and developed nations, showing the trust of people on these products
(Hitl et al., 2019). Herbal medicines treat gastrointestinal diseases by affecting
intestinal barrier, microbial composition and metabolites, and inflammation
(Wang et al., 2023). 01 Frontiers in Pharmacology Frontiers in Pharmacology frontiersin.org Hasnat et al. 10.3389/fphar.2023.1157229 Hasnat et al. blocking NF-κB pathway and autophagy markers. HLD showed
anti-inflammatory effects by increasing the level of IL-10 and
decreasing the level of pro-inflammatory cytokines. HLD also
reduced the levels of LC3II/I and Beclin 1. In the Research Topic of papers under the Research Topic
“Herbal Medicines for Gastrointestinal and Hepatic Diseases -
Novel Pharmacological and Toxicological approaches - Volume
I″, 15 papers were published., mainly focusing the herbal
medicines for gastrointestinal and hepatic diseases. Couple
of
studies
reported
ethanol-induced
gastric
complications, i.e., Ke et al. first time reported that LDOP-1
had protective effect against ethanol-induced gastric mucosal
damage by controlling AMPK/mTOR pathway. Xie et al. performed a study on ethanol-induced gastric lesions and
showed
that
MLG
could
enhance
defensive
mechanism
through NF-κB/Nrf2/HO-1 pathway and had protective effect
against Ethanol-induced gastric lesions. Acknowledgments We would like to acknowledge the authors for their valuable
publications in this Research Topic. Author contributions All authors listed have made a substantial, direct, and intellectual
contribution to the work and approved it for publication. Several studies have focused the autophagy pathway like, Zhang
et al. expressed that Qingluo Tongbi Formula (QTF), a Chinese
herbal formula, reduced TWHF-induced hepatotoxicity. TWHF
caused an increase in endoplasmic reticulum stress (ERS) that
regulated the mitochondrial autophagy through PERK-ATF4
pathway. QTF reduced the TW-induced ERS and mitophagy. Wang et al. concluded that chrysophanol-8-O-glucoside (CPOG)
protected mice from LPS/D-galactosamine-induced acute liver
damage
by
decreasing
inflammation,
oxidative
stress
and
autophagy. CPOG inhibited the levels of p-IκB, p-p65, TNF-α
and IL-1β upregulated by LPS. CPOG also reduced the levels of
LC3B, P62, ATG5 and Beclin 1 by reducing reactive oxygen species
and MAPK pathway. Cheng et al. reported that Huangkui lianchang
decoction (HLD), a Chinese herbal preparation, treated colitis by Editorial on the Research Topic
H
b l
di i
f
i They studied
that epimedin B increased the secretion of IL-1β, played a role in the
maturation of caspase-1 and activated the NLRP3 inflammasome by
increasing the level of ROS. Ivyna de Araújo Rêgo et al. reported the role of flavonoids in
the prevention of gastric cancer by treating H. pylori infection
and explored that flavonoid rich extracts had anti-H. pylori
action by inhibiting urease, distortion of genetic material,
decreasing protein synthesis and adhesion of microorganism
to host cells. Tan et al. published a systematic review and
meta-analysis on Chinese herbal medicine with oxaliplatin and
showed that these agents improve the tumor response in advance
gastric cancer. Brockmueller et al. showed for the first time that
β1 integrin partly suppressed the inhibitory effects of resveratrol on
the metastasis of colorectal cancer (CRC) cells. Resveratrol inhibited
TME induced phosphorylation and nuclear shift of NF- κB which is
associated with CXCR-4, MMP-9, FAK and caspase-3. However,
β1 integrin inhibited the anti-invasive and anti-metastatic effects of
resveratrol. In conclusion, this Research Topic provided recent advances in
the scientific knowledge on the gastrointestinal system. Frontiers in Pharmacology frontiersin.org Younossi, Z., Anstee, Q. M., Marietti, M., Hardy, T., Henry, L., Eslam, M., et al. (2018).
Global burden of NAFLD and NASH: Trends, predictions, risk factors and prevention.
Nat. Rev. Gastroenterology hepatology 15, 11–20. doi:10.1038/nrgastro.2017.109 Conflict of interest The authors declare that the research was conducted in the
absence of any commercial or financial relationships that could be
construed as a potential conflict of interest. 02 frontiersin.org 10.3389/fphar.2023.1157229 10.3389/fphar.2023.1157229 Hasnat et al. Publisher’s note 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. 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. All claims expressed in this article are solely those of the
authors and do not necessarily represent those of their affiliated Hitl, M., Gavarić, N., Kladar, N., Brkić, S., Samojlik, I., Dragović, G., et al. (2019).
Herbal preparations use in prevention and treatment of gastrointestinal and hepatic
disorders—data from vojvodina, Serbia. Complementary Ther. Med. 43, 265–270.
doi:10.1016/j.ctim.2019.02.018 Wang, L., Gou, X., Ding, Y., Liu, J., Wang, Y., Wang, Y., et al. (2023). The interplay
between herbal medicines and gut microbiota in metabolic diseases. Front. Pharmacol.
14, 1105405. doi:10.3389/fphar.2023.1105405 Shariati, A., Fallah, F., Pormohammad, A., Taghipour, A., Safari, H., Chirani, A. S., et al.
(2019). The possible role of bacteria, viruses, and parasites in initiation and exacerbation of
irritable bowel syndrome. J. Cell. physiology 234, 8550–8569. doi:10.1002/jcp.27828 Jemal, A., Bray, F., Center, M. M., Ferlay, J., Ward, E., and Forman, D. (2011). Global
cancer statistics. CA a cancer J. Clin. 61, 69–90. doi:10.3322/caac.20107 Jemal, A., Bray, F., Center, M. M., Ferlay, J., Ward, E., and Forman, D. (2011). Global
cancer statistics. CA a cancer J. Clin. 61, 69–90. doi:10.3322/caac.20107
Shariati, A., Fallah, F., Pormohammad, A., Taghipour, A., Safari, H., Chirani, A. S., et al.
(2019). The possible role of bacteria, viruses, and parasites in initiation and exacerbation of
irritable bowel syndrome. J. Cell. physiology 234, 8550–8569. doi:10.1002/jcp.27828 Jemal, A., Bray, F., Center, M. M., Ferlay, J., Ward, E., and Forman, D. (2011). Global
cancer statistics. CA a cancer J. Clin. 61, 69–90. doi:10.3322/caac.20107
Shariati, A., Fallah, F., Pormohammad, A., Taghipour, A., Safari, H., Chirani, A. S., et al.
(2019). The possible role of bacteria, viruses, and parasites in initiation and exacerbation of
irritable bowel syndrome. J. Cell. physiology 234, 8550–8569. doi:10.1002/jcp.27828
Wang, L., Gou, X., Ding, Y., Liu, J., Wang, Y., Wang, Y., et al. (2023). The interplay
between herbal medicines and gut microbiota in metabolic diseases. Front. Pharmacol.
14 1105405 doi:10 3389/fphar 2023 1105405 References Alter, M. J. (2006). Epidemiology of viral hepatitis and HIV co-infection. J. Hepatology 44, S6–S9. doi:10.1016/j.jhep.2005.11.004 Alter, M. J. (2006). Epidemiology of viral hepatitis and HIV co-infection. J. Hepatology 44, S6–S9. doi:10.1016/j.jhep.2005.11.004 Ferguson, N., Laydon, D., Nedjati-Gilani, G., Imai, N., Ainslie, K., and
Baguelin, M. (2020). Report 9: Impact of non-pharmaceutical interventions
(NPIs) to reduce COVID19 mortality and healthcare demand [Internet]. London, UK: Imperial College COVID-19 Response Team, Imperial College
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2020. 03 03 Frontiers in Pharmacology frontiersin.org
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A new eigenvalue problem for the difference operator with nonlocal conditions
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Nonlinear analysis
| 2,019
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cc-by
| 10,259
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eISSN: 2335-8963
ISSN: 1392-5113 eISSN: 2335-8963
ISSN: 1392-5113 https://doi.org/10.15388/NA.2019.3.9
Nonlinear Analysis: Modelling and Control, 2019, Vol. 24, No. 3, 462–484 Received: November 11, 2018 / Revised: March 7, 2019 / Published online: April 19, 2019 Abstract. In the paper, the spectrum structure of one-dimensional differential operator with
nonlocal conditions and of the difference operator, corresponding to it, has been exhaustively
investigated. It has been proved that the eigenvalue problem of difference operator is not equivalent
to that of matrix eigenvalue problem Au = λu, but it is equivalent to the generalized eigenvalue
problem Au = λBu with a degenerate matrix B. Also, it has been proved that there are such
critical values of nonlocal condition parameters under which the spectrum of both the differential
and difference operator are continuous. It has been established that the number of eigenvalues of
difference problem depends on the values of these parameters. The condition has been found under
which the spectrum of a difference problem is an empty set. An elementary example, illustrating
theoretical expression, is presented. Keywords: eigenvalue problem, nonlocal condition, difference operator. Mifodijus Sapagovasa, Regimantas ˇCiupailab, Kristina Jakub˙elien˙ec,
Stasys Rutkauskasd aFakulty of Mathematics and Informatics, Vilnius University,
Akademijos str. 4, LT-08412 Vilnius, Lithuania
mifodijus.sapagovas@mii.vu.lt aFakulty of Mathematics and Informatics, Vilnius University,
Akademijos str. 4, LT-08412 Vilnius, Lithuania
mifodijus.sapagovas@mii.vu.lt aFakulty of Mathematics and Informatics, Vilnius University,
Akademijos str. 4, LT-08412 Vilnius, Lithuania
mifodijus.sapagovas@mii.vu.lt
bVilnius Gediminas Technical University,
Saul˙etekio ave. 11, LT-10223 Vilnius Lithuania
regimantas ciupaila@vgtu lt bVilnius Gediminas Technical University,
Saul˙etekio ave. 11, LT-10223 Vilnius Lithuania
regimantas.ciupaila@vgtu.lt bVilnius Gediminas Technical University,
Saul˙etekio ave. 11, LT-10223 Vilnius Lithuania
regimantas.ciupaila@vgtu.lt cDepartment of Applied Mathematics, Kaunas University of Technology,
Studentu˛ str. 50, LT-51368 Kaunas, Lithuania
kristina.jakubeliene@ktu.lt cDepartment of Applied Mathematics, Kaunas University of Technology,
Studentu˛ str. 50, LT-51368 Kaunas, Lithuania
kristina.jakubeliene@ktu.lt dInstitute of Data Science and Digital Technologies, Vilnius University, Akademijos str. 4, LT-08412 Vilnius, Lithuania 1
Introduction and problem statement During last several decades of the development of differential equations theory and nu-
merical analysis, there is an increased interest in problems with various types of nonlocal
conditions. A separate class of these problems is eigenvalue problems of differential and
difference operators. Eigenvalue problems of differential operator with nonlocal condi-
tions can be interpreted as a separate case of the non-self-adjoint operators theory [12]. c⃝Vilnius University, 2019 463 A new eigenvalue problem for the difference operator with nonlocal conditions In papers [4,16,18,20,21], eigenvalue problems of one- and two-dimensional differential
operators with various nonlocal boundary conditions were analyzed. Eigenvalue problems of difference operators with nonlocal conditions usually arise
when solving boundary problems by the finite difference method. The spectrum proper-
ties of difference operators with various nonlocal boundary conditions were explored for
investigation of the stability of difference schemes [1,2,4,7,8,10,11]. Another sphere of
such a spectrum analysis application is convergence of iterative methods for the systems
of difference equations [17, 19, 22], in particular, for nonlinear elliptic equations with
integral boundary conditions [22,23]. Many articles on the investigation of the partial differential equations with various
types of nonlocal conditions were published presenting new mathematical models in heat
conduction, thermoelasticity, underground water flow, biochemistry and so on. References
to the original papers can be found in [2, 19, 21]. Solving these problems by the finite
difference method, we meet unavoidably the problem of the structure of the spectrum of
difference operator. Therefore, the eigenvalue problems could be interpreted as one of the
methods of modeling. In [5, 6], the eigenvalue problem was investigated in connection with the existence,
uniqueness and multiplicity of the solution of differential problems with nonlocal condi-
tions. The spectrum of differential and difference operators with nonlocal conditions is much
more diverse and complicated as compared to the spectrum in the case of the classical
boundary conditions (Dirichlet or Neumann). Let us take such an eigenvalue problem
with the Bitsadze–Samarskii nonlocal condition [20]: d2u
dx2 + λu = 0,
x ∈(0, 1),
u(0) = 0,
u(1) = γu(ξ),
ξ ∈(0, 1), where γ, ξ are given real numbers. It has been proved that, depending on the values of
these parameters, in the spectrum of both differential and difference operators, there can
be zero, positive, negative or complex values. 1
Introduction and problem statement Besides, though the matrix of a difference
problem is non-symmetrical (except the case γ = 0), we can determine intervals of γ
and ξ in which all the eigenvalues are real and positive. Next, let us take the corresponding difference problem ui−1 −2ui + ui+1
h2
+ λui = 0,
i = 1, . . . , N −1,
u0 = 0,
uN = γus, ui−1 −2ui + ui+1
h2
+ λui = 0,
i = 1, . . . , N −1, u0 = 0,
uN = γus, where h = 1/N, ξ = Sh, which is equivalent to (N −1)-order matrix A eigenvalue
problem Au = λu, u = {ui}, i = i, . . . , N −1. It has been proved that, under certain
values of γ and ξ, matrix A may have a parasitic eigenvalue without any correspondence
as h →0. For example, if as h →0. For example, if γ = (−1)N−S
ξ
, Nonlinear Anal. Model. Control, 24(3):462–484 464
M. Sapagovas et al. 464 M. Sapagovas et al. M. Sapagovas et al. there exists a matrix eigenvalue λ = 4/h2 with the corresponding eigenvector u = {ui} =
(−1)icih
,
i = 1, . . . , N −1, where c ̸= 0 is any real number. As h →0, the limit of the eigenvector does not exist. where c ̸= 0 is any real number. As h →0, the limit of the eigenvector does not exis In paper [18], one more singularity of the spectrum of a difference operator with non-
local conditions is indicated. Let us take a differential eigenvalue problem with integral
conditions d2u
dx2 + λu = 0,
x ∈(0, 1),
u(0) = γ1
1
Z
0
u(x) dx,
u(1) = γ2
1
Z
0
u(x) dx. The following difference problem corresponds to it with the approximation error O(h2): ui−1 −2ui + ui+1
h2
+ λui = 0,
i = 1, . . . , N −1,
u0 = γ1h
u0 + uN
2
+
N−1
X
i=1
ui
! ,
uN = γ2h
u0 + uN
2
+
N−1
X
i=1
ui
! . This difference eigenvalue problem for all the values γ1, γ2 and h, except one case as
h = 2/(γ1 + γ2), is equivalent to the eigenvalue problem Au = λu, where A is the
(N −1)-order matrix. 1
Introduction and problem statement If γ1 + γ2 > 2 and h < 2/(γ1 + γ2), then all eigenvalues of
difference operator are positive except one that is negative. This negative eigenvalue tends
to infinity (−∞) as h →2/(γ1+γ2). This fact is well illustrated by numerical experiment
when γ1 + γ2 is quite large positive number. If h > 2/(γ1 + γ2), then all eigenvalues
are positive, and one of them tends to infinity (+∞) as h →2/(γ1 + γ2). In the case
h = 2/(γ1 + γ2), difference eigenvalue problem cannot be written in the matrix form
Au = λu. In this paper, we consider a differential eigenvalue problem d2u
dx2 + λu = 0,
x ∈(0, 1),
(1)
u(0) = γ1u(1),
(2)
u(ξ) = γ2u(1 −ξ),
0 < ξ < 1,
(3) (2)
(3) ( )
(3) (3) and a difference eigenvalue problem, corresponding to it. Such a difference eigenvalue
problem was investigated in paper [3] in which some necessary conditions for the pa-
rameters γ1, γ2 and ξ were obtained in order that zero, positive, negative or complex
eigenvalues might exist. In this paper, we have investigated in detail the spectrum of differential and difference
operators and drew a new qualitative conclusions. Particularly, we have proved that, de-
pending on the parameters γ1, γ2, ξ and h, the spectrum structure of a difference operator
can be essentially different from the spectrum structure both of differential operator and
that of matrix. https://www.mii.vu.lt/NA https://www.mii.vu.lt/NA A new eigenvalue problem for the difference operator with nonlocal conditions 465 2
Eigenvalue problem of a differential operator As λ > 0, the general solution of (1) is u(x) = c1 cos αx + c2 sin αx,
α =
√
λ > 0. u(x) = c1 cos αx + c2 sin αx,
α =
√
λ > 0. After substituting this solution into nonlocal conditions (2) and (3), we have a system (1 −γ1 cos α)c1 −(γ1 sin α)c2 = 0,
cos αξ −γ2 cos α(1 −ξ)
c1 +
sin αξ −γ2 sin α(1 −ξ)
c2 = 0. (8) (8) For nontrivial solution (c1, c2) of this system, the necessary and sufficient condition
is is D =
1 −γ1 cos α
−γ1 sin α
cos αξ −γ2 cos α(1 −ξ)
sin ξ −γ2 sin α(1 −ξ)
= 0. After elementary rearrangements, hence it follows (7). Theorem 2. For all values of γ1 and γ2, except two cases γ1 =γ2 =1 and γ1 =γ2 =−1,
and all values of ξ, there exist a countable set of positive eigenvalues of form (6). Theorem 2. For all values of γ1 and γ2, except two cases γ1 =γ2 =1 and γ1 =γ2 =−1,
and all values of ξ, there exist a countable set of positive eigenvalues of form (6). Proof. Let us consider three qualitatively different cases of the parameters γ1 and γ2. (i) γ1 = γ2 ̸= ±1, i.e., γ1 −γ2 = 0, γ1γ2 −1 ̸= 0. In this case, equation (7) becomes
as follows: sin αξ = 0. sin αξ = 0. Hence, we derive αk = kπ
ξ ,
k = 1, 2, . . . . (ii) γ1 = 1/γ2, γ1 ̸= ±1, i.e., γ1γ2 −1 = 0, γ1 −γ2 ̸= 0. From (7) we obtain
sin α(1 −ξ) = 0,
αk =
kπ
1 −ξ ,
k = 1, 2, . . . . αk =
kπ
1 −ξ ,
k = 1, 2, . . . . (iii) γ1 −γ2 ̸= 0, γ1γ2 −1 ̸= 0. Denote
ϕ1(α) = (γ1γ2 −1) sin αξ,
ϕ2(α) = (γ1 −γ2) sin α(1 −ξ). The functions ϕ1(α) and ϕ2(α) are continuous periodical functions with the periods
2π/ξ and 2π/(1 −ξ), respectively. Since ξ < 1 −ξ, in a longer interval α ∈(0, 2π/ξ),
the graphs of both functions intersect at least one time (or several times) in case ξ, γ1 and
γ2 are fixed. 2
Eigenvalue problem of a differential operator We investigate the spectrum structure of a differential operator, defined by formu-
las (1)–(3). First, we analyze when there exist real eigenvalues by separate three cases:
λ = 0, λ > 0 and λ < 0. Theorem 1. The number λ = 0 is an eigenvalue of differential problem (1)–(3) if and
only if the following condition is true: (γ1γ2 −1)ξ = (γ1 −γ2)(1 −ξ). (4) (4) Proof. As λ = 0, the general solution of equation (1) is Proof. As λ = 0, the general solution of equation (1) is u(x) = c1x + c2, where c1 and c2 are arbitrary constants. By substituting this expression into nonlocal
conditions (2) and (3), we obtain a system of equations with two unknowns c1 and c2 −γ1c1 + (1 −γ1)c2 = 0,
ξ −γ2(1 −ξ)
c1 + (1 −γ2)c2 = 0. (5) (5) ξ −γ2(1 −ξ)
c1 + (1 −γ2)c2 = 0. This system has a nontrivial solution if and only if This system has a nontrivial solution if and only if D =
−γ1
1 −γ1
ξ −γ2(1 −ξ)
1 −γ2
= 0. After elementary rearrangement, it follows (4) from this equality. After elementary rearrangement, it follows (4) from this equality. Remark 1. In the coordinate plane (γ1, γ2), as ξ is a fixed number, equation (4) deter-
mines a hyperbola. Points (−1, −1) and (1, 1) always belong to the hyperbola indepen-
dent of the ξ value (see Fig. 1). Figure 1. The graph of hyperbola (4) in the case ξ = 0.4. The grey areas correspond to the values of γ1, γ2 for
which there exists one negative eigenvalue. Figure 1. The graph of hyperbola (4) in the case ξ = 0.4. The grey areas correspond to the values of γ1, γ2 for
which there exists one negative eigenvalue. Nonlinear Anal. Model. Control, 24(3):462–484 466 M. Sapagovas et al. Lemma 1. Any positive eigenvalue of differential operator (1)–(3) is defined by the
formula
2 Lemma 1. Any positive eigenvalue of differential operator (1)–(3) is defined by the
formula
2 λk = α2
k,
(6) (6) where αk are roots of the equation where αk are roots of the equation (γ1γ2 −1) sin αξ = (γ1 −γ2) sin α(1 −ξ). (7) (7) Proof. As λ > 0, the general solution of (1) is Proof. where β0 > 0 is the root of the equation where β0 > 0 is the root of the equation (γ1γ2 −1) sinh βξ = (γ1 −γ2) sinh β(1 −ξ). (10) (10) Proof. As λ < 0, the general solution of equation (1) is Proof. As λ < 0, the general solution of equation (1) is u(x) = c1 cosh βx + c2 sinh βx,
β =
√
−λ > 0. After substituting this expression into nonlocal condition (2) and (3), we get After substituting this expression into nonlocal condition (2) and (3), we get c1 = γ1(c1 cosh β + c2 sinh β),
c1 cosh βξ + c2 sinh βξ = γ2
c1 cosh β(1 −ξ) + c2 sinh β(1 −ξ)
. (11) (11) The necessary and sufficient condition for the existence of a nontrivial solution (c1, c2) of
this system is as follows: D =
1 −γ1 cosh β
−γ1 sinh β
cosh βξ −γ2 cosh β(1 −ξ)
sinh βξ −γ2 sinh β(1 −ξ)
= 0. As earlier, it follows (10) from this equality. As earlier, it follows (10) from this equality. As earlier, it follows (10) from this equality. As earlier, it follows (10) from this equality. Next, we explore when equation (10) has at least one root. Next, we explore when equation (10) has at least one root. Theorem 3. Except two cases γ1 = γ2 = 1 and γ1 = γ2 = −1, equation (10) has
a unique root β0 ∈(0, ∞) if and only if Theorem 3. Except two cases γ1 = γ2 = 1 and γ1 = γ2 = −1, equation (10) has
a unique root β0 ∈(0, ∞) if and only if γ1γ2 −1
γ1 −γ2
> 1 −ξ
ξ
,
γ1 ̸= γ2. (12) (12) If condition (12) is satisfied, there exists a unique negative eigenvalue of differential
problem (1)–(3), and it is defined by formula (9). If condition (12) is satisfied, there exists a unique negative eigenvalue of differential
problem (1)–(3), and it is defined by formula (9). Proof. According to the assumption of the theorem, let us consider all real values of γ1
and γ2 except γ1 = γ2 = ±1. Thus, if γ1 = γ2, then equation (10) has only a root β = 0. Therefore, the condition γ1 −γ2 ̸= 0 is the necessary condition for the existence of the
root β > 0. 2
Eigenvalue problem of a differential operator Thus, in all three cases, equation (7) has a countable set of roots αk, i.e.,
there exists a countable set of positive eigenvalues λk = α2
k. https://www.mii.vu.lt/NA A new eigenvalue problem for the difference operator with nonlocal conditions A new eigenvalue problem for the difference operator with nonlocal conditions
467 467 Corollary 1. If γ1 = γ2 = 1 or γ1 = γ2 = −1, equations (7) become an identity for
all values of λ. In other words, any positive number λ is an eigenvalue. It means that the
spectrum of differential problem (1)–(3) is continuous. The phenomenon of continuous spectrum also takes a place in the theory of boundary
value problems for degenerate elliptic equations [14,15]. Lemma 2. The negative eigenvalue of differential operator (1)–(3), if it exists, is defined
by the formula λ = −β2
0,
(9) (9) Nonlinear Anal. Model. Control, 24(3):462–484 where β0 > 0 is the root of the equation In this case, we can rewrite equation (10) as follows: sinh β(1 −ξ)
sinh βξ
= γ1γ2 −1
γ1 −γ2
. (13) (13) Nonlinear Anal. Model. Control, 24(3):462–484 Nonlinear Anal. Model. Control, 24(3):462–484 468 M. Sapagovas et al. Figure 2. The graph of the function ϕ(β) = sinh β(1−ξ)/ sinh βξ in the case ξ = 0.4, γ1 = 2.4, γ2 = 1.4. Figure 2. The graph of the function ϕ(β) = sinh β(1−ξ)/ sinh βξ in the case ξ = 0.4, γ1 = 2.4, γ2 = 1.4. The function ϕ(β) = sinh β(1 −ξ)/ sinh βξ, as ξ ∈(0, 1/2), has in the interval
β ∈(0, ∞) the following properties: (i) it is continuous, and ϕ(β) > 1; (i) it is continuous, and ϕ(β) > 1; (i) it is continuous, and ϕ(β) > 1;
(ii) it is monotonously increasing function since (ii) it is monotonously increasing function since ϕ′(β) = (1 −ξ) cosh β(1 −ξ) sinh βξ −ξ sinh β(1 −ξ) cosh βξ
sinh2 (βξ)
= cosh β(1 −ξ) −ξ
sinh βξ
> 0;
(iii)
ϕ(0) = lim
β→0
sinh β(1 −ξ)
sinh βξ
= lim
β→0
(1 −ξ) cosh β(1 −ξ)
ξ cosh βξ
= 1 −ξ
ξ
> 1;
(iv)
lim
β→∞
sinh β(1 −ξ)
sinh βξ
= +∞. = cosh β(1 −ξ) −ξ
sinh βξ
> 0; (iii)
ϕ(0) = lim
β→0
sinh β(1 −ξ)
sinh βξ
= lim
β→0
(1 −ξ) cosh β(1 −ξ)
ξ cosh βξ
= 1 −ξ
ξ
> 1; (iv)
lim
β→∞
sinh β(1 −ξ)
sinh βξ
= +∞. (iv) It follows from these properties that equation (13) has a unique root in interval (0, ∞)
if and only if condition (12) is fulfilled (see Fig. 2). Corollary 2. It follows from Lemma 2 that, in the case γ1 = γ2 = ±1, i.e., if γ1γ2−1 = 0
and γ1 −γ2 = 0, equation (10) turns into identity for all values of β > 0. Thus, if
γ1 = γ2 = ±1, then any negative number λ = −β2 is the eigenvalue of differential
problem (1)–(3). 3
Eigenvalue problem of a difference operator Positive eigenvalues of difference problem (14)–(15) satisfying the inequality 0 < λ < 4
h2
(17) 0 < λ < 4
h2
(17) (17) are defined by the formula are defined by the formula λk = 4
h2 sin2 αkh
2 ,
(18) (18) 3
Eigenvalue problem of a difference operator Let us write a difference problem of eigenvalues that approximates differential prob-
lem (1)–(3) with the approximation error O(h2): ui−1 −2ui + ui+1
h2
+ λui = 0,
i = 1, . . . , N −1,
(14)
u0 = γ1uN,
uS = γ2uN−S. (15) (14) (15) u0 = γ1uN,
uS = γ2uN−S. https://www.mii.vu.lt/NA A new eigenvalue problem for the difference operator with nonlocal condition A new eigenvalue problem for the difference operator with nonlocal conditions
469 469 We denote here h = 1/N, ξ = Sh, 1 −ξ = (N −S)h; N and S are integer numbers. In
other words, the grid is uniform, and ξ is a mesh point (1 −ξ is also a mesh point). Note
that 1 ⩽S ⩽N/2 −1 and h ⩽ξ ⩽1/2 −h. We denote here h = 1/N, ξ = Sh, 1 −ξ = (N −S)h; N and S are integer numbers. In
other words, the grid is uniform, and ξ is a mesh point (1 −ξ is also a mesh point). Note
that 1 ⩽S ⩽N/2 −1 and h ⩽ξ ⩽1/2 −h. We call the number λ an eigenvalue of the difference problem, if with this number
there exists a nontrivial solution (eigenvector) of problem (14)–(15). Let us analyze the spectrum (the set of all eigenvalues) of difference problem (14)–
(15). The proofs of lemmas and theorems presented below, according to methodology are
analogous to that used in Section 2. Therefore, in our proofs, we emphasize only that what
is different. Theorem 4. The number λ = 0 is the eigenvalue of difference problem (14)–(15) if and
l if (16) (γ1γ2 −1)ξ = (γ1 −γ2)(1 −ξ). (16) Proof. First, let us pay attention that condition (16) is coincident with condition (4) of
Theorem 1. As λ = 0, the general solution of difference equation (14) is ui = c1ih + c2,
i = 1, . . . , N −1, where c1 and c2 are arbitrary constants. By substituting this expression of ui into nonlocal
conditions (15), we obtain a system just like system (5) in the proof of Theorem 1. Remark 1 is right for difference operator (14)–(15) as well as for differential opera-
tor (1)–(3). Lemma 3. where αk are roots of the equation (γ1γ2 −1) sin αξ = (γ1 −γ2) sin α(1 −ξ)
(19) (19) in the interval (0, π/h). Proof. First of all, note that equation (19) is coincident with equation (7) in Lemma 1. However, expressions and numbers of eigenvalues are different than in Lemma 1. Si
h i
li Proof. First of all, note that equation (19) is coincident with equation (7) in Lemma 1. However, expressions and numbers of eigenvalues are different than in Lemma 1. Si
th i
lit Since the inequality 1 −λh2
2
< 1 follows from condition (17), we can introduce into equation (14) a new unknown α instead
of λ: follows from condition (17), we can introduce into equation (14) a new unknown α instead
of λ: cos αh = 1 −λh2
2 ,
0 < α < π
h. (20) (20) Nonlinear Anal. Model. Control, 24(3):462–484 Nonlinear Anal. Model. Control, 24(3):462–484 M. Sapagovas et al. 470 M. Sapagovas et al. M. Sapagovas et al. Hence, formula (18) follows. Now, equation (14) becomes as follows: Hence, formula (18) follows. Now, equation (14) becomes as follows: ui−1 −2(cos αh)ui + ui+1 = 0, ui−1 −2(cos αh)ui + ui+1 = 0, and its general solution is ui = c1 cos αih + c2 sin αih. (21) (21) By substituting this expression of ui into nonlocal conditions (15), we obtain a system
coincident with system (8) in the demonstration of Lemma 1. So, the rest of this proof
now is coincident with that one of Lemma 1. Theorem 5. The number of positive eigenvalues of form (18) is finite with all the values
of γ1, γ2 except two cases: γ1 = γ2 = 1 and γ1 = γ2 = −1. Theorem 5. The number of positive eigenvalues of form (18) is finite with all the values
of γ1, γ2 except two cases: γ1 = γ2 = 1 and γ1 = γ2 = −1. Proof. According to assumption of the theorem, all possible values of γ1 and γ2 can be
separated into three qualitatively different cases. (i) γ1 = γ2 ̸= ±1; then γ1γ2 −1 ̸= 0 and γ1 −γ2 = 0. Equation (19), in this case, is sin αξ = 0, sin αξ = 0, and its roots are αk = kπ
ξ ,
0 < αk < π
h, i.e., 0 < k < S. Thus, i.e., 0 < k < S. https://www.mii.vu.lt/NA where αk are roots of the equation Thereby we admit that from the equality ξ = h it not follows (1)–(3) is ill-
possessed problem. The matter is that h →0, but ξ = const. Hence, the spectrum of the
difference problem (14)–(15) is empty set with only one concrete value h, i.e., h = ξ (see
Section 6, case 2)). With increasing or decreasing value h this phenomenon disappears. Corollary 3. If γ1 = γ2 = 1 or γ1 = γ2 = −1, then the spectrum of difference
problem (14)–(15) is continuous for all the values of ξ and h, i.e., any number λ ∈
(0, 4/h2) is an eigenvalue. The conclusion follows directly from equation (19). The conclusion follows directly from equation (19). Let us find an eigenvector as γ1 = γ2 = 1, i.e., in the case of continuous spectrum. Consider any fixed number λ0 ∈(0, 4/h2) as an eigenvalue. In accordance with (20), we
calculate α0 ∈(0, π/h) from the equality cos α0h = 1 −λ0h2
2
. (24) (24) The eigenvector is of form (21). Choosing c1 = 1, from system (8) we calculate c2 = 1 −cos α0
sin α0
. c2 = 1 −cos α0
sin α0
. Thus, the eigenvector corresponding to the eigenvalue λ0 is as follows: u = {ui} =
cos α0ih + 1 −cos α0
sin α0
sin α0ih
,
i = 0, . . . , N, where α0 satisfies equality (24). Note that, differently than in the case of the differential problem (Theorem 2), we have
found not all the positive eigenvalues of the difference problem, but only the eigenvalues
from the interval (0, 4/h2). Under certain additional conditions, there may exist one more
eigenvalue λ ⩾4/h2 of the difference problem (see below Theorems 7 and 8). As far as
the authors are acquainted, for the first time, the existence of such an eigenvalue in the
case of nonlocal conditions was noticed most likely in paper [20]. Lemma 4. The negative eigenvalue of difference problem (14)–(15), if it exists, is defined
by the formula λ = −4
h2 sinh2 βh
2 ,
β > 0,
(25) (25) where β > 0 is the root of the equation where β > 0 is the root of the equation (γ1γ2 −1) sinh βih = (γ1 −γ2) sinh β(N −i)h. (26) (26) Proof. where αk are roots of the equation Thus, λk = 4
h2 sin2 kπh
2ξ
= 4
h2 sin2 kπ
2S ,
k = 1, . . . , S −1,
(22) (22) where S ⩾2. (ii) γ1 = 1/γ2 ̸= ±1, i.e., γ1γ2 −1 = 0, γ1 −γ2 ̸= 0. Then equation (19) is sin α(1 −ξ) = 0. Analogously as in the first case, we derive Analogously as in the first case, we derive αk =
kπ
1 −ξ ,
k < N −S,
λk = 4
h2 sin2
πk
2(N −S),
k = 1, . . . , N −S −1. (23) (23) (iii) γ1 −γ2 ̸= 0 and γ1γ2 −1 ̸= 0. As mentioned in the proof of Theorem 2, in the
interval (0, 2π/ξ), equation (19) has one or several roots. Since α ∈(0, π/h), the number
of roots in this interval is finite (in the general case it depends on four parameters: γ1, γ2,
ξ and h). (iii) γ1 −γ2 ̸= 0 and γ1γ2 −1 ̸= 0. As mentioned in the proof of Theorem 2, in the
interval (0, 2π/ξ), equation (19) has one or several roots. Since α ∈(0, π/h), the number
of roots in this interval is finite (in the general case it depends on four parameters: γ1, γ2,
ξ and h). We shall indicate one interesting fact. We shall indicate one interesting fact. https://www.mii.vu.lt/NA https://www.mii.vu.lt/NA https://www.mii.vu.lt/NA A new eigenvalue problem for the difference operator with nonlocal conditions 471 Remark 2. If ξ = h, i.e., S = 1 and γ1 = γ2 ̸= ±1, then it follows from formula (22)
that difference problem (14)–(15) has no positive eigenvalue λ that satisfies the inequality
0 < λ < 4/h2. Thereby we admit that from the equality ξ = h it not follows (1)–(3) is ill-
possessed problem. The matter is that h →0, but ξ = const. Hence, the spectrum of the
difference problem (14)–(15) is empty set with only one concrete value h, i.e., h = ξ (see
Section 6, case 2)). With increasing or decreasing value h this phenomenon disappears. Remark 2. If ξ = h, i.e., S = 1 and γ1 = γ2 ̸= ±1, then it follows from formula (22)
that difference problem (14)–(15) has no positive eigenvalue λ that satisfies the inequality
0 < λ < 4/h2. Nonlinear Anal. Model. Control, 24(3):462–484 where αk are roots of the equation If λ < 0, then 1 −λh2/2 > 1, therefore we can introduce a new unknown β by
the relation
2 Proof. If λ < 0, then 1 −λh2/2 > 1, therefore we can introduce a new unknown β by
the relation
2 cosh βh = 1 −λh2
2 ,
β > 0. cosh βh = 1 −λh2
2 ,
β > 0. Nonlinear Anal. Model. Control, 24(3):462–484 Nonlinear Anal. Model. Control, 24(3):462–484 472 M. Sapagovas et al. M. Sapagovas et al. M. Sapagovas et al. Hence, formula (25) follows. Equation (14) becomes as follows: Hence, formula (25) follows. Equation (14) becomes as follows: ui−1 −2(cosh βh)ui + ui+1 = 0. The general solution of this equation is ui = c1 cosh βih + c2 sinh βih. By substituting this expression into nonlocal conditions (15), we get system (11). A fur-
ther proof of the lemma is coincident with that of Lemma 2. Like as Theorem 3, the next theorem is proved. Theorem 6. Except two cases γ1 = γ2 = 1 and γ1 = γ2 = −1, there exists a unique neg-
ative eigenvalue of form (25) of difference problem (14)–(15) if and only if condition (12)
is true. Corollary 4. If γ1 = γ2 = ±1, then any number λ < 0 is the eigenvalue of difference
operator (14)–(15). Indeed, in this case, equation (26) is an identity 0 = 0 for all values
of β. In Fig. 1, in the presence of the fixed value ξ = 0.4, in the grey areas of the coordinate
plane (γ1, γ2), there exists a negative eigenvalue of difference problem (14)–(15). According to Theorems 3 and 6, there exists a negative eigenvalue of both differential
and difference operators under the same conditions (12). Now we can return to conditions under which there exists the positive eigenvalue
λ ⩾4/h2. Theorem 7. The number λ = 4/h2 is the eigenvalue of difference problem (14)–(15) if
and only if the condition (−1)S(γ1γ2 −1)ξ = (−1)N−S(γ1 −γ2)(1 −ξ)
(27) (27) is satisfied. Proof. When λ = 4/h2, equation (14) becomes as follows: Proof. When λ = 4/h2, equation (14) becomes as follows: ui−1 + 2ui + ui+1 = 0. ui−1 + 2ui + ui+1 = 0. The general solution of this equation is The general solution of this equation is ui = (−1)i(c1ih + c2). Nonlinear Anal. Model. Control, 24(3):462–484 where αk are roots of the equation (28) (28) After substituting the expression of this solution into conditions (15), we obtain c2 = γ1(−1)N(c1 + c2),
(−1)S(c1ξ + c2) = γ2(−1)N−S c1(1 −ξ) + c2
. https://www.mii.vu.lt/NA A new eigenvalue problem for the difference operator with nonlocal conditions
473 473 Hence, the necessary and sufficient condition for the existence of nontrivial solution
(c1, c2) is Hence, the necessary and sufficient condition for the existence of nontrivial solution
(c1, c2) is D =
−(−1)Nγ1
1 −(−1)Nγ1
(−1)Sξ −(−1)N−Sγ2(1 −ξ)
(−1)S −(−1)N−Sγ2
= 0. ementary rearrangement, hence we derive (27). After elementary rearrangement, hence we derive (27). After elementary rearrangement, hence we derive (27). Assume that N is an even number. Then condition (27) is coincident with condi-
tion (16). Thus, we obtained the following conclusion. Corollary 5. As N is an even number, the existence condition of the eigenvalues λ = 0
and λ = 4/h2 is the same. Theorem 8. Except two cases γ1 = γ2 = 1 and γ1 = γ2 = −1, difference prob-
lem (14)–(15) has one eigenvalue λ > 4/h2 if and only if (−1)N γ1γ2 −1
γ1 −γ2
> 1 −ξ
ξ
. (29) (29) If this condition is satisfied, then If this condition is satisfied, then λ = 4
h2 cosh2 βh
2 ,
(30) (30) where β is a unique root of the equation Remark 3. The result of Theorems 7 and 8 on the existence conditions for the eigenvalues
λ = 4/h2 and λ > 4/h2 is proper on for a difference but not a differential problem. The
matter is that eigenvectors (28) and (32), corresponding to these eigenvalues, have no
limit as h →0. where β is a unique root of the equation where β is a unique root of the equation where β is a unique root of the equation (−1)N(γ1γ2 −1) sinh βξ = (γ1 −γ2) sinh β(1 −ξ)
(31) (31) in the interval (0, ∞). Proof. If λ > 4/h2, then 1 −λh2/2 < −1. Therefore, we can introduce in equation (14)
a new unknown β > 0 by the equality Proof. If λ > 4/h2, then 1 −λh2/2 < −1. Therefore, we can introduce in equation (14)
a new unknown β > 0 by the equality cosh βh = λh2
2
−1,
β > 0. Hence, expression (30) follows, and equation (14) becomes such as follows: Hence, expression (30) follows, and equation (14) becomes such as follows: ui−1 + 2(cosh βh)ui + ui+1 = 0. ui−1 + 2(cosh βh)ui + ui+1 = 0. The general solution of this equation is ui = (−1)i(c1 cosh βih + c2 sinh βih). (32) (32) After substituting this expression into (15), we obtain a system, analogous to system (11): After substituting this expression into (15), we obtain a system, analogous to system (11): c1 = γ1(−1)N(c1 cosh β + c2 sinh β),
c1 cosh βξ + c2 sinh βξ = γ2(−1)N c1 cosh β(1 −ξ) + c2 sinh β(1 −ξ)
. 1
γ1(
) ( 1
β +
2
β),
c1 cosh βξ + c2 sinh βξ = γ2(−1)N c1 cosh β(1 −ξ) + c2 sinh β(1 −ξ)
. By equating a determinant of this system to zero, after elementary rearrangement, we
obtain (31). The further proof of the theorem is analogous to that of Theorem 3. By equating a determinant of this system to zero, after elementary rearrangement, we
obtain (31). The further proof of the theorem is analogous to that of Theorem 3. Nonlinear Anal. Model. Control, 24(3):462–484 Nonlinear Anal. Model. Control, 24(3):462–484 474 M. Sapagovas et al. M. Sapagovas et al. The inferences analogous to Corollaries 3 and 5 are true. The inferences analogous to Corollaries 3 and 5 are true. Corollary 6. If γ1 = γ2 = ±1, then any number λ > 4/h2 is the eigenvalue of difference
problem (14)–(15). Corollary 7. As N is an even number, the existence condition of the eigenvalues λ < 0
and λ > 4/h2 is the same. Corollary 7. As N is an even number, the existence condition of the eigenvalues λ < 0
and λ > 4/h2 is the same. 4
Complex eigenvalues By substituting this expression in nonlocal conditions (15) we obtain where c1 and c2 are arbitrary complex constants. where c1 and c2 are arbitrary complex constants. where c1 and c2 are arbitrary complex constants. where c1 and c2 are arbitrary complex constants. By substituting this expression in nonlocal conditions (15) we obtain By substituting this expression in nonlocal conditions (15) we obtain c1 = γ1(c1 cos q + c2 sin q),
c1 cos qξ + c2 sin qξ = γ2
c1 cos q(1 −ξ) + c2 sin q(1 −ξ)
. c1 = γ1(c1 cos q + c2 sin q), Hence just like in the proof of Lemma 3, we get that the nontrivial solution (c1, c2)
exists if and only if condition (34) is fulfilled. In case this equation has complex roots
qk = αk ± iβk, αk ̸= 0, βk ̸= 0, then the corresponding eigenvalue λk is defined
by (33). We can specify three elementary cases where difference problem (14)–(15) has no
complex eigenvalues. We formulate these cases as the corollaries of Lemma 5. Corollary 8. If γ1 = γ2 ̸= ±1, there are no complex eigenvalues. Corollary 8. If γ1 = γ2 ̸= ±1, there are no complex eigenvalues. Indeed, in this case, γ1 −γ2 = 0, γ1γ2 −1 ̸= 0. Thus, equation (34) becomes as
follows: Indeed, in this case, γ1 −γ2 = 0, γ1γ2 −1 ̸= 0. Thus, equation (34) becomes as
follows: sin qξ = 0. sin qξ = 0. If ξ is a real numbers, then all the roots qk are real. Corollary 9. In case γ1 = 1/γ1 ̸= 1, there are no complex eigenvalues. Corollary 9. In case γ1 = 1/γ1 ̸= 1, there are no complex eigenvalues. In this case, γ1γ2 −1 = 0, γ1 −γ2 ̸= 0 and equation (34) is as follows: In this case, γ1γ2 −1 = 0, γ1 −γ2 ̸= 0 and equation (34) is as follows: sin q(1 −ξ) = 0, sin q(1 −ξ) = 0, Nonlinear Anal. Model. Control, 24(3):462–484 4
Complex eigenvalues Differential operator of (1)–(3) is not self-adjoint. Therefore, there may exist complex
eigenvalues. Such a statement is also right for difference operator of (14)–(15). We investi-
gate when there exist complex eigenvalues of a difference operator, since for a differential
operator, both the investigation methods and their results are analogous. p
g
g
In this section, we denote an imaginary unit by the letter i, i.e., i = √−1. Therefore,
in equation (14), we shall use the index j instead of index i. Lemma 5. If there exist complex eigenvalues λk of difference problem (14)–(15), they
are defined by the following formula: λk = 4
h2 sin2 qkh
2 ,
(33) (33) where qk = αk ± iβ are complex roots of the equation (γ1γ2 −1) sin qξ = (γ1 −γ2) sin q(1 −ξ). (34) (34) Proof. If λ is a complex number in equation (14), we can introduce a new complex
quantity q by the formula Proof. If λ is a complex number in equation (14), we can introduce a new complex
quantity q by the formula cos qh = 1 −λh2
2 ,
(35) (35) where q = α ± iβ. Hence, it follows that λ = 4
h2 sin2 qh
2 . Note that, in the case where λ is a complex number, there must be α ̸= 0 and β ̸= 0. The
condition β = 0 is coincident with the condition that q is a real number, so λ is positive. If α = 0, then λ = 4
h2 sin2 iβh
2
= 4
h2
i sinh βh
2
2
= −4
h2 sinh2 βh
2 , i.e., the case α = 0, β ̸= 0 corresponds to λ < 0. In case α = β = 0, it follows λ = 0. i.e., the case α = 0, β ̸= 0 corresponds to λ < 0. In case α = β = 0, it follows λ = 0. https://www.mii.vu.lt/NA 475 A new eigenvalue problem for the difference operator with nonlocal conditions After replacement (35), equation (14) becomes as follows: After replacement (35), equation (14) becomes as follows: uj−1 −2(cos qh)uj + uj+1 = 0. uj−1 −2(cos qh)uj + uj+1 = 0. Its general solution is uj = c1 cos qjh + c2 sin qjh,
q = α ± iβ, where c1 and c2 are arbitrary complex constants. which implies that the roots qk are real numbers. which implies that the roots qk are real numbers. Corollary 10. In case γ1γ2 −1 = γ2 −γ1 = a ̸= 0, there are no complex eigenvalues. Corollary 10. In case γ1γ2 −1 = γ2 −γ1 = a ̸= 0, there are no complex eigenvalues. In this case, we can rewrite equation (34) as follows: In this case, we can rewrite equation (34) as follows: 2a sin q
ξ + 1
2
cos q
2 = 0, the roots qk of which are only real. the roots qk of which are only real. An analogous proposition is right in the case q
y
An analogous proposition is right in the case γ1γ1 −1 = −(γ1 −γ2) = a ̸= 0. We analyze one more complicated case where all eigenvalues of the difference opera-
tor are real. Nonlinear Anal. Model. Control, 24(3):462–484 M. Sapagovas et al. 476 M. Sapagovas et al. Let us introduce a generalized parameter ˜γ = γ1γ2 −1
γ1 −γ2
. (36) (36) This value was used in many lemmas and theorems. This value was used in many lemmas and theorems. This value was used in many lemmas and theorems. https://www.mii.vu.lt/NA Theorem 9. If |˜γ| ⩽1, then all the eigenvalues of difference operator (14)–(15) are real. Theorem 9. If |˜γ| ⩽1, then all the eigenvalues of difference operator (14)–(15) are real. Proof. Suppose that under condition |˜γ| ⩽1, equation (34) has a complex root q = α±iβ,
α ̸= 0, β ̸= 0. Since |˜γ| ⩽1, it means that γ1 −γ2 ̸= 0. We rewrite equation (34) in the
following form: sin (α ± iβ)(1 −ξ) −˜γ sin (α ± iβ)ξ = 0. sin α(1 −ξ) cosh β(1 −ξ) ± i sinh β(1 −ξ) cos α(1 −ξ)
−˜γ(sin αξ cosh βξ ± i sinh βξ cos αξ) = 0. We separate the real and imaginary parts: We separate the real and imaginary parts: We separate the real and imaginary parts: sin α(1 −ξ) cosh β(1 −ξ) −˜γ sin αξ cosh βξ = 0,
(37)
sinh β(1 −ξ) cos α(1 −ξ) −˜γ sinh βξ cos αξ = 0. (38) (37)
(38) (38) We express sin α(1 −ξ) from equation (37) and cos α(1 −ξ) from equation (38) and
substitute the obtained expressions into the identity sin2 α(1 −ξ) + cos2 α(1 −ξ) = 1. By substituting, we get
˜γ
cosh βξ
cosh β(1 −ξ)
2
sin2 αξ +
˜γ
sinh βξ
sinh β(1 −ξ)
2
cos2 αξ = 1. (39) (39) Since ξ < 1 −ξ, β ̸= 0, |˜γ| ⩽1, we derive Since ξ < 1 −ξ, β ̸= 0, |˜γ| ⩽1, we derive Since ξ < 1 −ξ, β ̸= 0, |˜γ| ⩽1, we derive Since ξ < 1 −ξ, β ̸= 0, |˜γ| ⩽1, we derive
˜γ
cosh βξ
cosh β(1 −ξ)
2
< 1,
˜γ
sinh βξ
sinh β(1 −ξ)
2
< 1. Consequently, equality (39) is impossible. We have got a contradiction from which it
follows that q cannot be complex. Corollary 11. In case γ1 = γ2 = ±1, any complex number q is the root of equation (34),
i.e., any complex number λ is the eigenvalue of difference problem (14)–(15). Corollary 11. In case γ1 = γ2 = ±1, any complex number q is the root of equation (34),
i.e., any complex number λ is the eigenvalue of difference problem (14)–(15). https://www.mii.vu.lt/NA 477 A new eigenvalue problem for the difference operator with nonlocal conditions Nonlinear Anal. Model. Control, 24(3):462–484 5
The difference eigenvalue problem as a generalized matrix eigen-
value problem In paper [3], it is stated difference eigenvalue problem (14)–(15) can be written as a matrix
eigenvalue problem (40) Au = λu,
(40) where A is (N−1)-order matrix, u = (u1, u2, . . . , uN−1)T. The expression of matrix A is
written as well. Though the expression of matrix A is written correctly, problem (14)–(15)
is not equivalent to problem (40). We shall repeat these reasoning, presented in paper [3], and will correct one inaccu-
racy in it. At the same time, we note that the authors of paper, after writing problem (14)–
(15) in incorrect form (40), nowhere use such a form. We will write a slightly different
matrix from of problem (14)–(15), and we will comment it in Section 6. p
Let us write equation (14) more in detail: h−2(−u0 + 2u1 −u2) = λu1,
h−2(−u1 + 2u2 −u3) = λu2, h−2(−uS−2 + 2uS−1 −uS) = λuS−1,
h−2(−uS−1 + 2uS −uS+1) = λuS,
(41)
h−2(−uS + 2uS+1 −uS+2) = λuS+1, (41) h−2(−uN−3 + 2uN−2 −uN−1) = λuN−2,
h−2(−uN−2 + 2uN−1 −uN) = λuN−1. We substitute the expression u0 = γ1uN from (15) into the first equation of sys-
tem (41). Analogously, we substitute the expression uS = γ2uN−S from (15) into three
equations of system (41) as i = S −1, S, S + 1. After substitution, we obtain a new form
of problem (14)–(15) h−2(2u1 −u2 −γ1uN) = λu1,
h−2(−u1 + 2u2 −u3) = λu2, h−2(2u1 −u2 −γ1uN) = λu1,
h−2(−u1 + 2u2 −u3) = λu2, . . . h−2(−uS−2 + 2uS−1 −γ2uN−S) = λuS−1,
h−2(−uS−1 −uS+1 + 2γ2uN−S) = λuS,
(42)
h−2(2uS+1 −uS+2 −γ2uN−S) = λuS+1, (42) h−2(−uN−3 + 2uN−2 −uN−1) = λuN−2,
h−2(−uN−2 + 2uN−1 −uN) = λuN−1. 478 M. Sapagovas et al. System (42), together with (15), is equivalent to system (14)–(15). Now system (42) can
be written in the matrix form System (42), together with (15), is equivalent to system (14)–(15). Now system (42) can
be written in the matrix form Au(1) = λu(2), Au(1) = λu(2), where where u(1) = (u1, u2, . . . , uS−1, uS+1, . . . , uN−1, uN)T,
u(2) = (u1, u2, . . . , uS−1, uS, . . . , uN−2, uN−1)T. The expression of the matrix A is written correct in [3]. Since u(1) ̸= u(2), the problem
Au(1) = λu(2) is not an eigenvalue problem. 5
The difference eigenvalue problem as a generalized matrix eigen-
value problem Note that, neither by the method proposed
in [3], not by any other way, difference eigenvalue problem (14)–(15) cannot be written
in form (40). However, this problem (14)–(15) can be written as generalized matrix
eigenvalue problem [9,13] (43) Au = λBu,
(43) where A and B are the N-order matrices. A specific feature of such a problem is that B
is a singular matrix (B−1 does not exists). Let us write system (14)–(15) in the following way: u0 = γ1uN,
(44)
ui−1 −2ui + ui+1 + λh2ui = 0,
i = 1, . . . , N −1,
(45)
uS = γ2uN−S. (46) (44) (44)
(45)
(46) (46) In this system, we take two steps of equivalent rearrangement. In this system, we take two steps of equivalent rearrangement. In this system, we take two steps of equivalent rearrangement. The first step: write the expression u0 from (44) into equation (45) in which i = 1. So we obtain −2u1 + u2 + γ1uN + λh2u1 = 0. The second step: subtract equation (46) from equation (45) in which i = S + 1. Instead of equation (46), we obtain the new equation −2uS+1 + uS+2 + γ2uN−S + λh2uS+1 = 0. https://www.mii.vu.lt/NA In this way, we get a new system In this way, we get a new system In this way, we get a new system −2u1 + u2 + γ1uN + λh2u1 = 0,
ui−1 −2ui + ui+1 + λh2ui = 0,
i = 2, . . . , N −1,
−2uS+1 + uS+2 + γ2uN−S + λh2uS+1 = 0. (47) (47) By adding equation (44) this system is equivalent to initial system (44)–(46). Now
system (47) can be written as generalised matrix eigenvalue problem (43), where B is https://www.mii.vu.lt/NA A new eigenvalue problem for the difference operator with nonlocal conditions
479 A new eigenvalue problem for the difference operator with nonlocal conditions 479 singular matrix [16]. Next, we write expressions of N-order matrices A and B: A =
2
−1
−γ1
−1
2
−1
0
−1
2
−1
0
... −1
2
−1
0
. . . 2
−1
. . . −γ2
. . . 0
0
0
,
B = h2
1
0
1
0
1
0
... 1
0
0
. . . . . . 0
1
0
. . . . . . 0
. Nonzero elements on the last row of matrix A are in columns with the numbers S +1,
S + 2, N −S. Nonzero element on the last row of matrix B is in the column with
the number S + 1. Matrix B is singular matrix, its last column consists only of zeros. The eigenvalues of eigenvalue problem (43) are the roots of a generalized characteristic
equation det(A −λB) = 0. (48) (48) Since the order of matrix A and B is N, det(A −λB) is not higher than the N-order
polynomial. It would be not right assert that the characteristic polynomial is of N-order
because that is possible only in the case when exists B−1. Equation (48) yields the
following assertion. Corollary 12. If the spectrum of difference problem (14)–(15) is not continuous (case
γ1 = γ2 = ±1), then there exist no more than N eigenvalues. 6
Illustrative example Let us take a concrete example: ξ = 0.25, N = 4 and γ1, γ2 are varying parameters. By means of this rather elementary example we illustrate the substance and variety of the
spectrum of difference operator with nonlocal conditions. So we get the following eigenvalue problem: u0 = γ1u4,
(49)
u0 −2u1 + u2 + λh2u1 = 0,
(50)
u1 −2u2 + u3 + λh2u2 = 0,
(51)
u2 −2u3 + u4 + λh2u3 = 0,
(52)
u1 = γ2u3. (53) Nonlinear Anal. Model. Control, 24(3):462–484 480 M. Sapagovas et al. We transform this eigenvalue problem into a matrix form Au = λBu in accordance
with the methodology described in Section 5. To this end, we substitute u0 from (49)
into (50), and we change equation (53) by a difference of (51) and (53). Thus, we derive −2u1 + u2 + γ1u4 + λh2u1 = 0,
u1 −2u2 + u3 + λh2u2 = 0,
u2 −2u3 + u4 + λh2u3 = 0,
−2u2 + (1 + γ2)u3 + λh2u2 = 0 or, in matrix form,
−2
1
0
γ1
1
−2
1
0
0
1
−2
1
0
−2
1 + γ2
0
u1
u2
u3
u4
= λh2
−1
0
0
0
0
−1
0
0
0
0
−1
0
0
−1
0
0
u1
u2
u3
u4
. Next, we calculate the fourth-order determinant: Next, we calculate the fourth-order determinant: det(A −λB)
=
−2 + λh2
−2 + λh2
1
0
1
−2 + λh2
1
−2 + λh2
1 + γ2
0
−
1
0
γ1
1
−2 + λh2
1
−2 + λh2
1 + γ2
0
=
−2 + λh2 −2 + λh2 −(1 + γ2)
−2 + λh2
−
γ1(1 + γ2) −γ1
−2 + λh22 −(1 + γ2)
=
−2 + λh22(γ1 −γ2) −(γ1 −1)(γ2 + 1) = 0. (54 (54) In the general case, we obtain the second-order characteristic polynomials. To be pre-
cise, depending on the values of γ1 and γ2, we obtain not higher than the second-order
polynomial (we remind, N = 4). 6
Illustrative example It follows from (55) that both eigenvalues Case 5. We take γ1 and γ2 such that |˜γ| ⩽1. It follows from (55) that both eigenvalues λ1,2 = 2
h2 ±
√˜γ + 1
h2 λ1,2 = 2
h2 ±
√˜γ + 1
h2 are real (see Theorem 9). Note that the condition |˜γ| ⩽1 is not necessary for eigen-
values to be real. In our particular case, the necessary and sufficient condition for both
eigenvalues to be real is ˜γ ⩾−1. are real (see Theorem 9). Note that the condition |˜γ| ⩽1 is not necessary for eigen-
values to be real. In our particular case, the necessary and sufficient condition for both
eigenvalues to be real is ˜γ ⩾−1. Case 6. ˜γ < −1. It follows from (55) that both eigenvalues are complex conjugate
numbers: λ1,2 = 2
h2 ±
√˜γ + 1
h2
= 2 ± i
p
|˜γ| −1
h2
. 6
Illustrative example Besides, note that, in the case γ1 ̸= γ2, we can write
equation (54) as follows: −2 + λh22 = γ1γ2 −1
γ1 −γ2
+ 1 or −2 + λh2 = ±
p
˜γ + 1. (55) (55) Let us take several concrete values of γ1 and γ2. Let us take several concrete values of γ1 and γ2. Let us take several concrete values of γ1 and γ2. Case 1. γ1 = γ2 = ±1. Characteristic equation (54) becomes an identity 0 = 0 for
all the values λ. Thus, the spectrum of difference operator (49)–(53) is continuous (see
Corollaries 3, 4, 6). Case 2. γ1 = γ2 ̸= ±1. Characteristic equation (54) becomes as follows: (γ1 −1)(γ2 + 1) = 0, (γ1 −1)(γ2 + 1) = 0, what it is not true. So the spectrum of difference equation is an empty set (see Remark 2). what it is not true. So the spectrum of difference equation is an empty set (see Remark 2). https://www.mii.vu.lt/NA https://www.mii.vu.lt/NA https://www.mii.vu.lt/NA A new eigenvalue problem for the difference operator with nonlocal conditions A new eigenvalue problem for the difference operator with nonlocal conditions
481 481 Case 3. Let us choose γ1 and γ2 so that ˜γ = γ1γ2 −1
γ1 −γ2
= 1 −ξ
ξ
. Since ξ = 0.25, we have (1 −ξ)/ξ = 3. It follows from (55) that Since ξ = 0.25, we have (1 −ξ)/ξ = 3. It follows from (55) that −2 + λh2 = ±2 −2 + λh2 = ±2 or λ1 = 0, λ2 = 4/h2 (see Corollary 5). Note that there is an infinite set of points of
parameters γ1 and γ2 with the property ˜γ = 3. or λ1 = 0, λ2 = 4/h2 (see Corollary 5). Note that there is an infinite set of points of
parameters γ1 and γ2 with the property ˜γ = 3. Case 4. Let us choose γ1 and γ2 so that it were ˜γ = γ1γ2 −1
γ1 −γ2
> 1 −ξ
ξ
= 3. In this case, √˜γ + 1 > 2, and from (55) we derive In this case, √˜γ + 1 > 2, and from (55) we derive λ1 = 2
h2 +
√˜γ + 1
h2
> 4
h2 ,
λ2 = 2
h2 −
√˜γ + 1
h2
< 0 (see Corollary 7). Case 5. We take γ1 and γ2 such that |˜γ| ⩽1. Nonlinear Anal. Model. Control, 24(3):462–484 7
Remarks and generalization In this paper, the spectrum structure of differential and difference operators with nonlocal
condition has been explored. The main aim was research of the eigenvalue problem of
difference operator. It has been proved that the spectrum structure of both differential and difference opera-
tors depends not only on the type on nonlocal conditions, but particularly on the parameter Nonlinear Anal. Model. Control, 24(3):462–484 482 M. Sapagovas et al. M. Sapagovas et al. M. Sapagovas et al. value under nonlocal conditions. Besides, the dependence is more clearly defined not by
the values of separate parameters γ1, γ2 and ξ, but using generalized parameter values ˜γ = γ1γ2 −1
γ1 −γ2
,
˜ξ = 1 −ξ
ξ as well as interdependence of these generalized values. The conditions (equalities and
inequalities) that include these generalized parameters in the coordinates plane (γ1, γ2)
are related with a hyperbola. By comparing the published results of the considered subject, we have to note that,
perhaps for the first time, it has been proved that the spectrum of difference operators
with nonlocal conditions can be continuous or coincident with an empty set. Namely,
if the parameters γ1, γ2 satisfy the condition γ1 = γ2 = 1 or γ1 = γ2 = −1, any
real or complex number is an eigenvalue of both the difference and differential operator. Meanwhile, the spectrum of the difference operator as an empty set can be in case ξ = h. In addition, the number of eigenvalues of difference operator (14)–(15) depends on the
parameters γ1, γ2 and ξ rather in a complicated way. The eigenvalue problem of a difference operator with nonlocal conditions investigated
in our paper differs by many properties from the eigenvalue problems of a differential
operator and that of matrix. The fact that the spectrum of a difference operator with concrete values of parameters
γ1, γ2 has some unusual properties is conditioned by form of nonlocal conditions. Without
an exhaustive examination of this issue, we refer to one typical property of nonlocal
conditions analyzed in this paper. Boundary interval points x = 0 and x = 1 are included only in one nonlocal condi-
tion. Another nonlocal condition is defined only at interior points of the interval under
consideration. In essence, that is the main reason why the eigenvalue problem of differ-
ence operator cannot be expressed in the matrix form Au = λu with the (N −1)-order
matrix. https://www.mii.vu.lt/NA 7
Remarks and generalization Note that this property is typical not only of nonlocal conditions (15). Nonlocal
conditions of different type can have such property, for example, integral conditions 1
Z
0
u(x) dx = 0,
ξ2
Z
ξ1
u(x) dx = 0,
0 < ξ1 < ξ2 < 1. If we exchange nonlocal condition (3) by a more general one If we exchange nonlocal condition (3) by a more general one u(ξ) = γ2u(η),
1
2 < η < 1, many propositions, proved in this paper, will be correct. Taking apart, conclusions about
a continuous spectrum will be true also. Without doubt, in each concrete case of new
nonlocal condition, more exhaustive researches are necessary. The spectrum structure of difference operators is rather important in the investigation
of stability and convergence of difference schemes as well as iterative methods for systems
of difference equations. These issues are not the research object of this article as well as https://www.mii.vu.lt/NA A new eigenvalue problem for the difference operator with nonlocal conditions 483 the spectrum structure of the corresponding two-dimensional differential operators. We
left these problems for future research. The main aim of our paper was to pay attention to some unusual properties of the
spectrum structure of difference operators with nonlocal conditions. The research we
performed allows us to make the following conclusion. The spectrum of the difference
operator with nonlocal conditions may essentially differ from the spectrum of the dif-
ferential operators or the one of the matrices. Therefore, the eigenvalue problem of the
difference operator with nonlocal conditions is worth to be self-contained object of the
investigation. 13. J. Rommes, Arnoldi and Jacobi–Davidson methods for generalized eigenvalue problem Ax =
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https://www.nature.com/articles/s41598-023-34746-z.pdf
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Transcutaneous auricular vagus nerve stimulation as a potential novel treatment for polycystic ovary syndrome
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Scientific reports
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Transcutaneous auricular vagus
nerve stimulation as a potential
novel treatment for polycystic
ovary syndrome
Shike Zhang 1,2, Hui He 3*, Yu Wang 4, Xiao Wang 3 & Xiaofang Liu 5
OPEN Shike Zhang 1,2, Hui He 3*, Yu Wang 4, Xiao Wang 3 & Xiaofang Liu 5 Polycystic ovary syndrome (PCOS) is a common endocrine disorder in women of childbearing age. The etiology of PCOS is multifactorial, and current treatments for PCOS are far from satisfactory. Recently, an imbalanced autonomic nervous system (ANS) with sympathetic hyperactivity and
reduced parasympathetic nerve activity (vagal tone) has aroused increasing attention in the
pathogenesis of PCOS. In this paper, we review an innovative therapy for the treatment of PCOS
and related co-morbidities by targeting parasympathetic modulation based on non-invasive
transcutaneous auricular vagal nerve stimulation (ta-VNS). In this work, we present the role of the
ANS in the development of PCOS and describe a large number of experimental and clinical reports
that support the favorable effects of VNS/ta-VNS in treating a variety of symptoms, including
obesity, insulin resistance, type 2 diabetes mellitus, inflammation, microbiome dysregulation,
cardiovascular disease, and depression, all of which are also commonly present in PCOS patients. We
propose a model focusing on ta-VNS that may treat PCOS by (1) regulating energy metabolism via
bidirectional vagal signaling; (2) reversing insulin resistance via its antidiabetic effect; (3) activating
anti-inflammatory pathways; (4) restoring homeostasis of the microbiota-gut-brain axis; (5) restoring
the sympatho-vagal balance to improve CVD outcomes; (6) and modulating mental disorders. ta-VNS
is a safe clinical procedure and it might be a promising new treatment approach for PCOS, or at least a
supplementary treatment for current therapeutics. The pathological mechanism of polycystic ovary syndrome. Polycystic ovary syndrome (PCOS)
is a common reproductive and endocrine disorder with a prevalence of 4–10% in women of childbearing-age
depending on the definitions that are used1. It’s typical clinical manifestations include menstrual irregulari-
ties, clinical and/or biochemical hyperandrogenism (HA), and polycystic ovary morphology on ultrasound2,3. Besides reproductive dysfunction, PCOS may result in various metabolic co-morbidities affecting multiple
aspects of a woman’s overall health. For example, insulin resistance (IR) is a key characteristic of PCOS, and
this can be exacerbated by obesity, particularly visceral adiposity4. Women with PCOS also have a markedly
increased risk for impaired glucose tolerance5,6, type 2 diabetes mellitus (T2DM)7,8, and cardiovascular disease
(CVD)9 owing to the persistent effects of IR on metabolism. In addition, these women are more likely to suffer
from psychological illnesses such as anxiety and depression than healthy controls10–15. www.nature.com/scientificreports www.nature.com/scientificreports Transcutaneous auricular vagus
nerve stimulation as a potential
novel treatment for polycystic
ovary syndrome
Shike Zhang 1,2, Hui He 3*, Yu Wang 4, Xiao Wang 3 & Xiaofang Liu 5
OPEN The ovary is innervated by the sympathetic superior ovarian nerve and the ovarian plexus
nerve from the upper lumbar segment via visceral nerve fibers and by the parasympathetic nerve through the
VN, which is regulated by the central nervous system (CNS)33,34. Abnormalities in the ANS play an important
role in the progression of ovarian pathological conditions, such as PCOS. Numerous previous experiments in
rats with steroid-induced polycystic ovaries have shown that hyperactivity of the SNS innervating the ovary—
which can be demonstrated through enhanced synthesis of SNS activity markers, such as nerve growth fac-
tor, norepinephrine, and tyrosine hydroxylase—may contribute to the etiology of PCOS35–39. Furthermore, the
peripheral SNS may be involved in the pathophysiology of PCOS by modulating immune-endocrine function40. In turn, hormonal and metabolic disturbances are also related to autonomic dysfunction in PCOS. Hashim et al. reported that obese women with PCOS exhibited more pronounced autonomic dysfunction and sympathoexci-
tation than non-obese patients41. Shorakae et al. demonstrated that lower high-molecular-weight adiponectin,
a biologically active form closely associated with insulin sensitivity and metabolic disorders, is inversely associ-
ated with increased sympathetic activity in women with PCOS42. Sverrisdottir et al. showed that testosterone is
positively associated with muscle sympathetic nerve activity in lean women with PCOS43, and Shorakae et al. found that chronic low-grade inflammation might play a potential role in mediating the effect of sympathetic
dysfunction on HA and IR in PCOS24. y
Based on the abundant evidence of increased sympathetic neural activity in PCOS documented in both animal
and human studies, and the complicated and bidirectional associations of sympathetic activation with endocrinal
and metabolic disorders, it is reasonable to speculate that sympathoexcitation may play a role in the progression
of the syndrome. Therefore, treatments that seek to reduce sympathetic activity or increase parasympathetic
activity in order to restore the sympatho-vagal balance may have the potential to improve the outcomes of PCOS. Indeed, conventional interventions, such as weight loss, pharmacotherapy with the insulin sensitizer metformin,
electroacupuncture, etc., have been reported to play a role in suppressing sympathetic over-activation44, while
parasympathetic (vagal) modulation has been largely neglected. Transcutaneous auricular vagus nerve stimulation (ta‑VNS). Vagus nerve stimulation (VNS), a
kind of bioelectronic medicine, was first introduced by James Leonard Corning in the late eighteenth century and
provided a new way of regulating the autonomic tone45. Transcutaneous auricular vagus
nerve stimulation as a potential
novel treatment for polycystic
ovary syndrome
Shike Zhang 1,2, Hui He 3*, Yu Wang 4, Xiao Wang 3 & Xiaofang Liu 5
OPEN p y
g
y
p
y
PCOS is a biologically heterogeneous condition involving multiple pathophysiological processes that lead to
ovarian dysfunction. It is considered to be a neuroendocrine disease resulting from an aberrant hypothalamic-
hypophyseal system16,17. Hypothalamus-pituitary-ovary axis dysregulation—including rapid gonadotrophin-
releasing hormone pulse frequency associated with luteinizing hormone (LH) hypersecretion and increased
ovarian androgen production—leads to impaired folliculogenesis and oocyte development18–20. Adrenally derived
androgens due to disruption of the hypothalamic–pituitary–adrenal (HPA) axis may also contribute to the
occurrence of PCOS21. IR and HA are the most significant hormonal disturbances and are usually regarded as
the chief causes of PCOS22. In addition, chronic low-grade inflammation may be an important component in 1Southern University of Science and Technology Yantian Hospital, Shenzhen 518081, China. 2Shenzhen
Yantian District People’s Hospital, Shenzhen 518081, China. 3First Affiliated Hospital of Zhengzhou University,
Zhengzhou 450000, China. 4First Affiliated Hospital of Heilongjiang University of Chinese Medicine, Harbin 150040,
China. 5Chinese People’s Liberation Army General Hospital, Beijing 100853, China. *email: 1923725887@qq.com | https://doi.org/10.1038/s41598-023-34746-z Scientific Reports | (2023) 13:7721 www.nature.com/scientificreports/ the pathophysiology of PCOS and might have additional effects on the long-term metabolic disorders related
to PCOS23,24. Recently, increasing studies have reported that autonomic dysfunction is also involved in the
development of PCOS25–28. the pathophysiology of PCOS and might have additional effects on the long-term metabolic disorders related
to PCOS23,24. Recently, increasing studies have reported that autonomic dysfunction is also involved in the
development of PCOS25–28. The sympatho‑vagal balance. The sympathetic nervous system (SNS) and parasympathetic nervous sys-
tem (PNS) are two primary branches of the autonomic nervous system (ANS). The vagus nerve (VN), which
is the 10th and longest of the cranial nerves with 80%–90% afferent fibers, is a critical constituent of the PNS
and acts as an important bidirectional conduit between the body and brain and mainly serves to maintain
homeostasis29,30. The functions of the SNS and PNS are antagonistic and are in dynamic balance under physi-
ological conditions, and imbalances in the interactions between the SNS and PNS can lead to various autonomic
modulation-related disorders, including neurological, metabolic, inflammatory, cardiovascular, and psychiatric
diseases31. In general, this imbalance involves relatively higher sympathetic activity associated with a paucity of
parasympathetic activity32. Link between ANS dysfunction and PCOS. Ovary function is not only regulated by hormones, but
also by neural signals. Potential pathways and action mechanisms by which ta‑VNS has Therapeutic effects
PCOS Energy metabolism regulation via bidirectional vagal signaling. Although obesity is not necessary
for the PCOS phenotype, most women with PCOS are overweight or obese. Obesity worsens IR and compensa-
tory hyperinsulinemia (HI), which in turn promotes adipogenesis and reduces lipolysis. In addition, obesity
increases the sensitivity of thecal cells to luteinizing hormone stimulation, leading to amplified ovarian androgen
production4. Furthermore, obesity is often accompanied by systemic or tissue-specific chronic inflammation and
oxidative stress, which is also true in the ovary, thus impairing oocyte development and maturation and reducing
female fertility56. Generally, weight loss is the first step in the management of PCOS57, and various weight loss
strategies like modified diet, regular exercise, behavioral changes, and even bariatric surgery in cases of severe
obesity have been proposed. However, PCOS patients often fail to maintain these interventions and have high
drop-out rates, thus decreasing the long-term effects of the interventions. The optimal methods for improving
sustainability to achieve the recommended weight loss goal need further research57. y
g
g
In particular, the VN establishes a bidirectional communication between the gastrointestinal tract and the
CNS and thus plays an important role in regulating energy metabolism. There is evidence that disrupted vagal
signaling is associated with the development of diet-induced weight gain, and targeting the VN with neuro-
modulation provides a novel way to treat obesity58. Previously, several small clinical studies performed in patients
with depression or epilepsy observed that VNS might have a significant effect on weight loss59–61. Subsequent
experiments also showed that chronic VNS can effectively reduce food intake and decrease body weight by
increasing brain satiety signals or by delaying gastric emptying mediated via the vagal afferents62–66. In addition,
restoring or augmenting VN activity can attenuate obesity-associated conditions via inflammatory reflexes67. Recently, implanted VNS for obesity has been approved by the FDA68. As a non-invasive alternative approach to
VNS, ta-VNS is now being investigated to evaluate its effect on weight loss. Li et al. observed that auricular VNS
showed remarkable effects on reducing body weight and reducing visceral fat in obese rats69. Wang and Yu et al. reported that ta-VNS significantly ameliorates weight gain without changing food intake in Zucker diabetic fatty
rats70–72. The mechanism might be that ta-VNS can accelerate energy expenditure by inhibiting hypothalamic
P2Y1R expression, which is responsible for intracellular triglyceride accumulation in adipocytes mediated by
extracellular ATP73. Transcutaneous auricular vagus
nerve stimulation as a potential
novel treatment for polycystic
ovary syndrome
Shike Zhang 1,2, Hui He 3*, Yu Wang 4, Xiao Wang 3 & Xiaofang Liu 5
OPEN Emerging evidence has verified the improved outcomes
of VNS in treating various diseases, and it has been approved by the Food and Drug Administration (FDA) as
an alternative therapy for refractory epilepsy, refractory depression, cluster headaches, and migraines46. Fur-
thermore, studies have expanded the use of VNS for a wider range of illnesses, including obesity, diabetes, CVD,
and chronic inflammatory disorders such as sepsis, lung injury, rheumatoid arthritis, etc.47. Initially, VNS was
performed by implanting stimulating or surface electrodes into the easily accessible vagus nerve in the neck for
acute or chronic stimulation. However, this invasive VNS technique is associated with various surgical complica-
tions, for example, infection, cardiac arrhythmia, device malfunction, cough, hoarseness, dyspnea, dysphagia,
and so on48, thus limiting the application of VNS among larger patient populations. With advancements in
medical technology, VNS can now be applied indirectly and non-invasively, including transcutaneous cervical
VNS and ta-VNS49.i Specifically, the auricular concha area is the only place on the body surface where the VN sends its peripheral
branch, called the auricular branch of the vagus nerve (ABVN)49. The ABVN forms a cutaneous receptive field
in the pinna of the ear that is highly sensitive to external stimuli. The locations for the application of ta-VNS on
the auricular surface are shown in Fig. 1. Evidence for the effects of ta-VNS on brainstem neuronal responses in
healthy subjects has been confirmed by fMRI data demonstrating that ta-VNS of the cymba conchae projects to
the nucleus tractus solitaries, which is a primary relay station for vagal afferent signals, and its main dopamin-
ergic-downstream targets, the dorsal raphe nucleus, the substantia nigra, the subthalamic nucleus, and a region
adjacent to the red nucleus50. It is precisely because of this direct anatomical pathway between the ABVN and
the brainstem that makes it possible for ta-VNS to regulate bodily functions. Electricity has been an important
tool in clinicians’ treatments over the past 2000 years, and using electrical stimulation has become one of the
optimal way to perform non-invasive or minimally invasive stimulation of the outer ear51,52. Although still lacking
FDA approval, current evidence suggests several advantages of ta-VNS, including beneficial effects comparable
to implantable VNS, simple operation, greater accessibility, and milder side-effects53–55. Scientific Reports | (2023) 13:7721 | https://doi.org/10.1038/s41598-023-34746-z www.nature.com/scientificreports/ www.nature.com/scientificreports/ www.nature.com/scientificreports/ www.nature.com/scientificreports/ Figure 1. The locations for ta-VNS on the auricular surface. ta-VNS: transcutaneous auricular vagal nerve
stimulation. Figure 1. Hypothesis yp
Because ta-VNS is as effective as conventional VNS, we hypothesize that parasympathetic activity is increased by
ta-VNS so as to suppress sympathetic overactivity and restore sympatho-vagal balance. Our hypothesis assumes
that the severity of PCOS and its associated complications can be attenuated by "endogenous systemic braking",
which will be naturally provided by the parasympathetic part of the ANS. Transcutaneous auricular vagus
nerve stimulation as a potential
novel treatment for polycystic
ovary syndrome
Shike Zhang 1,2, Hui He 3*, Yu Wang 4, Xiao Wang 3 & Xiaofang Liu 5
OPEN The locations for ta-VNS on the auricular surface. ta-VNS: transcutaneous auricular vagal nerve
stimulation. www.nature.com/scientificreports/ glucose homeostasis that further develops into T2DM, and these alterations strongly correlate with the degree
of adiposity. On the other hand, the increased androgen secretion associated with PCOS also plays a role in the
development of prediabetes and T2DM by exacerbating IR78 or by stimulating low-grade inflammation79. Clini-
cal evidence has suggested that administration of insulin-sensitizing agents, such as metformin and inositols,
along with lifestyle modification can improve the endocrine and metabolic conditions in women with PCOS80. However, these agents are still controversial and are associated with some adverse effects such as diarrhea and
stomachache81. Studies on how to prevent T2DM in women with PCOS are lacking.hhf p
g
The VN plays a necessary role in maintaining glucose homeostasis. The vagal afferent transmits nutrient-
dependent signals generated from the upper small intestine to the liver and activates the vagal efferent system
at the level of the dorsal vagal complex, thereby regulating hepatic glucose production82. Furthermore, the VN
is involved in mediating early-phase insulin release as well as optimizing postprandial insulin release from the
pancreas83. Numerous studies have suggested that ANS imbalance characterized by sympathetic activation or
NV inactivity is associated with abnormal glucose metabolism84. For example, Poon et al. observed that high
homeostasis model assessment index for insulin resistance is associated with lower high frequency spectral
component, which is an indicator of vagal activity measured during daily activities85. The research by Saito et al. yielded similar results86. Chen et al. reported that muscle sympathetic nerve activity burst frequency is inversely
correlated with liver insulin sensitivity in non-diabetic obese men87. Licht et al. found that high respiratory sinus
arrhythmia (which reflects high PNS activity) is negatively associated with glucose levels88. Carnethon et al. indi-
cated that lower heart rate variability, which has been used to non-invasively assess efferent vagal pathway activity,
is independently associated with the risk of developing T2DM in healthy adults89. Given the above association
between the VN and glucose metabolism, some studies have provided evidence that targeting vagal signaling
to affect glucose metabolism may have therapeutic potential for reversing metabolic disorders. Chunchai et al. and Samniang et al. reported that VNS for 12 weeks significantly improved both peripheral and brain insulin
sensitivity in obese IR rats and pigs90,91. Huang et al. www.nature.com/scientificreports/ reported that ta-VNS significantly reduced fasting plasma
glucose, 2-h fasting plasma glucose, and glycosylated hemoglobin compared with the no-treatment control group
and concluded that ta-VNS is a promising, simple, and cost-effective treatment for impaired glucose tolerance/
pre-diabetes with only mild side-effects92. Payne et al. and Meyers et al. further suggested that selective efferent
VNS might be an effective therapy for treating T2DM93,94. As for the therapeutic mechanism, Deng et al. proposed
that VNS may prevent IR by activating the α7nACh receptor to attenuate endoplasmic reticulum stress-induced
inflammation, thus ameliorating hepatic IR in Kupffer cell95. Li et al. demonstrated that long-term ta-VNS treat-
ment may prevent the progression of hyperglycemia possibly through up-regulating insulin receptor expression
in various tissues96. Wang et al. also suggested that ta-VNS can regulate glucose metabolism by triggering the
rhythmic secretion of melatonin, which plays a protective role in T2DM70. In addition, Yin et al. reported that
VNS reduces blood glucose in diabetic rats by enhancing the release of glucagon-like peptide-1, which can be
relayed by vagal afferent neurons to the brain to participate in satiation and glucoregulatory responses97. There-
fore, we propose the use of ta-VNS to modulate IR in the management of PCOS. Activation of anti‑inflammatory pathways. Kelly et al. proposed for the first time that chronic low-
grade inflammation is a novel mechanism contributing to coronary heart disease and T2DM in women with
PCOS98. Since that work, inflammation has increasingly been recognized as a key contributor to the pathogen-
esis of PCOS. The chronic low-level inflammation associated with PCOS generally does not show any obvious
symptoms such as local redness or fever, but can result in the secretion of inflammatory factors, mainly char-
acterized by elevated concentrations of C-reactive protein (CRP), tumor necrosis factor, interleukin 18 (IL-18),
IL-6, white blood cell count, monocyte chemoattractant protein-1, macrophage inflammatory protein-1α, etc.99. In addition, all key features of PCOS, such as obesity, IR/HI, and HA aggravate the inflammatory state by pro-
moting the oversecretion of proinflammatory factors100. There is also evidence that the uterine hyperinflamma-
tory state in PCOS may induce major pregnancy complications ranging from recurrent miscarriage to placental
dysfunction101. Potential pathways and action mechanisms by which ta‑VNS has Therapeutic effects
PCOS Furthermore, the beneficial effects of ta-VNS on body weight and metabolic parameters
were shown to produce lasting changes in brain networks74. Therefore, it is suggested that ta-VNS might be an
alternative therapy for obesity in women with PCOS. Reversing insulin resistance via antidiabetic effect. IR is seen in 50% to 70% of women with PCOS75
and causes increased secretion of insulin in pancreatic β-islet cells and leads to compensatory HI. IR/HI stimu-
lates increased production of androgens from ovarian theca cells76 and inhibits the production of sex hormone
binding globulin in the liver, resulting in elevated free testosterone levels in the circulation77. IR and HA are
considered to be the chief cause of PCOS22. It is likely that the presence of IR in PCOS contributes to abnormal https://doi.org/10.1038/s41598-023-34746-z Scientific Reports | (2023) 13:7721 | www.nature.com/scientificreports/ www.nature.com/scientificreports/ Therefore, activation of the anti-inflammatory pathways might provide new therapeutic targets
for treating PCOS.l g
Since the late 1990s, the VN has been thought to be a core part of an anti-inflammatory regulatory pathway,
which is a part of the inflammatory reflex consisting of both an afferent sensory and efferent effector arm102. The
anti-inflammatory function of the VN might be mediated by several pathways103. The first is the anti-inflamma-
tory hypothalamic–pituitary–adrenal axis (HPAA) pathway. In the HPAA, inflammatory signals are conveyed
to the nucleus tractus solitaries via IL-1β receptors in vagal afferents, which activates the A2 noradrenergic
group neurons and then sends information to the parvo-cellular region of the paraventricular nucleus of the
hypothalamus surrounding corticotrophin releasing factor–containing neurons. These neurons then activate the
release of adrenocorticotrophic hormones, which ultimately stimulate the release of glucocorticoids to exert anti-
inflammatory effects. The second is the cholinergic anti-inflammatory pathway (ChAP). This pathway is initially
activated through afferent VN stimulation, and the signal is then sent to the brain and processed in a muscarinic
acetylcholine receptor-dependent manner, and the integrated anti-inflammatory signal is subsequently trans-
mitted via VN efferent fibers to enteric neurons resulting in the release of acetylcholine (Ach), which activates
the α7 nicotinic receptors in macrophages causing down-regulation of pro-inflammatory cytokines. The third is
the splenic sympathetic anti-inflammatory pathway (SSAP). The inflammatory information is conveyed to the
spleen through VN stimulation, and this results in the release of norepinephrine from splenic nerve terminals. Norepinephrine activates β2 adrenergic receptors in specialized T-lymphocytes and promotes the synthesis and
expression of Ach. Ach binds to the α7 nicotinic receptors in macrophages, which inhibits the release of pro-
inflammatory cytokines. Currently, several preliminary studies have shown a promising effect of the application
of VNS as an anti-inflammatory treatment in a range of inflammatory diseases such as sepsis, obesity, CVD, Scientific Reports | (2023) 13:7721 | https://doi.org/10.1038/s41598-023-34746-z www.nature.com/scientificreports/ lung injury, diabetes, rheumatoid arthritis, and inflammation-related pain47. The development of ta-VNS, which
does not need an implanted electrode and neurostimulator, is thus of therapeutic interest. Salama et al. showed
that ta-VNS attenuates the acute postsurgical inflammatory response by reducing serum CRP, IL6, and IL10 in
patients undergoing lobectomy104. Animals experiments have also suggested that ta-VNS can suppress inflamma-
tory responses via the α7nAChR-mediated ChAP105,106. www.nature.com/scientificreports/ Therefore, it stands to reason that a sustained increase in
vagal nerve activity through ta-VNS treatment may result in a strong anti-inflammatory response by activating
the HPAA, ChAP, or SSAP and thus relieving the inflammatory state associated with PCOS. Restoring homeostasis of the gut‑microbiota‑brain axis. In the past two decades, the relationship
between the gut microbiota (GM), also called the "second genome" in the human body, and metabolic disorders
has become a research hotspot and has provided new insights into the pathogenesis of PCOS107. Increasing
studies have investigated the potential role of GM dysregulation in the occurrence of PCOS. These studies have
reported that compared with healthy controls, women with PCOS have reduced GM diversity and altered bar-
rier function108,109, and dysbiotic GM in PCOS is not only associated with metabolic disorders such as IR and
obesity110–112, but also with reproductive defects such as increased androgen concentrations113 and decreased
estradiol levels108. Zhao et al. concluded in a recent literature review that the GM may promote the development
of PCOS through several possible mechanisms, including energy absorption, short-chain fatty acids, lipopoly-
saccharides, choline and bile acids, intestinal permeability, and the brain-gut axis107. Therefore, research target-
ing the modulation of the GM as a novel therapy for the treatment of PCOS has aroused much interest.h The brain-gut axis is a bidirectional communication system between the brain and the GM through multiple
pathways, including the VN, the immune system, neuroendocrine pathways, and bacteria-derived metabolites114,
of which the afferent vagal pathway is suggested to be the most important115. The VN can sense the bacterial
compounds or metabolites secreted from the GM through its afferent projections and can transmit this gut
information to the CNS where it is integrated and adaptive or inappropriate responses are generated, the latter
of which can perpetuate pathological conditions in the digestive tract or favor neurodegenerative diseases116,117. Therefore, focusing on the VN might help restore the homeostasis of the microbiota-gut-brain axis to treat these
diseases. Compelling evidence have shown that VNS can ameliorate gut dysbiosis-induced pro-inflammatory
effects, and VNS may rescue decreased gut mucosal integrity by upregulating enteric glial cells, reducing systemic
proinflammatory cytokines, promoting recovery as well as modulating immune functions118,119. With regard to
the effect of VNS/ta-VNS on the GM profile, there is only the paper by Haney et al. www.nature.com/scientificreports/ and although their results
were neutral, the authors concluded that VNS remains a promising experimental and therapeutic modality for
manipulating GM communities120. Here, we hypothesize that VNS/ta-VNS can play a positive role in the treat-
ment of PCOS by maintaining the GM homeostasis, and this is worth studying in the future. Restoring the sympatho‑vagal balance to improve CVD outcomes. CVD is one of the important
long-term complications in PCOS patients and is a general clustering of cardiac risk factors. Multiple studies
have indicated the relationship between PCOS and an increased risk of CVD121. Hudecova et al. found that
middle-aged patients with PCOS showed more pronounced endothelial dysfunction in comparison to their age-
matched controls122. Another 21-year follow-up study indicated that women with PCOS had a higher prevalence
of hypertension and increased triglyceride levels during their postmenopausal period than controls123. Mani
et al. reported a high incidence and age-group-specific prevalence of T2DM, myocardial infarction, and angina
among women with PCOS, and over a quarter of them had myocardial infarction or angina when they were
older than 65 years124. The underlying links between PCOS and CVD are complex and involve various inter-
acting cardiovascular and metabolic factors. These pathophysiological processes include visceral obesity, IR,
impaired glucose and lipid homeostasis, HA, and chronic low-grade inflammatory status, all of which appear to
responsible for making women with PCOS more prone to developing CVD125,126. Consequently, all women with
PCOS should be assessed for cardiovascular risk factors. Lifestyle management is recommended as the first-line
therapy to prevent primary CVD, and insulin sensitizers, cholesterol-lowering drugs, and other drugs should be
administered if dyslipidemia or other risk factors persist127.h y
p
p
The ANS plays a pivotal role in the onset and progression of CVD, including hypertension, arrhythmias,
coronary artery disease, and heart failure128. On the one hand, an increase in cardiovascular sympathetic modula-
tion is associated with poor clinical outcomes and serious complications129, while on the other hand the cardiac
parasympathetic system appears to be protective against CVD and related mortality both in normal subjects
and PCOS patients130. Thus, both increased sympathetic and decreased vagal activity may predict abnormal
cardiovascular parameters. A growing number of studies have attempted to restore sympatho-vagal balance for
the treatment of CVD, and current therapies mainly focus on reducing sympathetic overactivity. www.nature.com/scientificreports/ to successful treatment. In contrast, targeted stimulation of the parasympathetic branch of the ANS through
VNS has shown remarkable effects as an alternative therapeutic method for treating CVD. In the study by Huang
et al. the results showed that ta-VNS significantly decreased systolic blood pressure over time compared to sham
ta-VNS92. Sclocco et al. found that mid-intensity respiratory-gated auricular vagal afferent nerve stimulation
(RAVANS) could increase the cardiovagal tone and reduce the sympathetic tone during a paced breathing task,
which suggested that RAVANS could be used as a non-invasive and inexpensive therapeutic intervention for
hypertension131. In a prospective study, 24 patients with diastolic dysfunction and preserved left ventricular
ejection fraction received two separate 1 h sessions, at least 1 day apart, of active low-level transcutaneous vagus
nerve stimulation at the tragus (LLTS) or sham stimulation, and active LLTS treatment acutely improved left
ventricular function and favorably altered the heart rate variability frequency domain components132. Moreover,
the antiarrhythmic properties of ta-VNS on atrial fibrillation were also reported in human studies133,134. Given
the impressive results of ta-VNS in the treatment of CVD, interventions against the cardiovascular complica-
tions of PCOS with non-invasive stimulation approaches such as ta-VNS may lead to a significant improvement
in patients’ long-term health. Effectively modulating mental disorders. Depression is a common disorder that negatively impairs
psychological function and reduces quality of life. A large number of studies have shown that PCOS patients
suffers from increased incidence of psychological distress, such as depression14,135–137. A recent meta-analysis
covering more than 3000 subjects from 10 different countries reported that women with PCOS have twice the
prevalence of depression compared to controls (36% vs. 14%), and women with PCOS showed moderate to
severe depressive symptoms with an odds ratio of 4.18 compared to women without PCOS138. The clear etiol-
ogy of PCOS-associated depression has not yet been described. The various pathophysiological mechanisms
that contribute to depression include IR, disturbance in the HPA axis, androgen excess, inflammation, and the
clinical presentations of obesity, hirsutism, and infertility139,140. The growing attention to depression has been
recognized, and international guidelines now recommend that all women with PCOS should be screened and
managed for depression141. Weight loss and dietary changes are important measures to prevent PCOS-associated
depression. www.nature.com/scientificreports/ The treatment of PCOS-induced depression is similar to that for depression resulting from other
causes, including lifestyle modifications, cognitive behavioral therapy, and pharmacological agents like oral con-
traceptive pills, metformin, spironolactone, and other antidepressants139. In the past 20 years, a growing number of studies have suggested VNS as a treatment for depression142–144. In
2005, VNS was acknowledged by the FDA as an alternative treatment for difficult-to-treat depression in patients
more than 18 years old who do not respond to four or more antidepressant treatment protocols145. In 2016,
with the further development of medical research, the Canadian Network for Mood and Anxiety Treatments
recommended VNS as the third-line therapy for drug-resistant depression146. Data showed that VNS treatment
could improve depression scores by about 25–35%147. However, psychiatrists generally do not consider surgical
therapy to treat mental illness, even when such therapy is minimally invasive and reversible. Recently, other
non-invasive methods, especially ta-VNS, have shown strong therapeutic potential. Numerous animal studies
in rat models of stress have suggested a promising role for ta-VNS in alleviating depressive disorder compared
to sham ta-VNS96,148–150. A recent meta-analysis including four clinical studies with 222 individuals prelimi-
narily demonstrated that ta-VNS could effectively decrease 24-item Hamilton Depression Rating Scale scores,
Self-Rating Depression Scale scores, Beck Depression Inventory scores, and Self-Rating Anxiety Scale scores
and concluded that ta-VNS was an effective and safe therapy for major depressive disorder151. With respect
to the potential mechanisms for ta-VNS in the treatment of depression, several hypotheses were put forward,
including directly and indirectly modulating the activity and connectivity of key brain regions involved in the
pathophysiology of depression, inhibiting neuro-inflammatory sensitization, modulating hippocampal neuro-
genesis, and regulating the GM-brain-gut axis152. Thus, we hypothesize that direct stimulation of the afferent
nerve fibers of the ear through ta-VNS produces a similar effect as classic VNS in order to treat PCOS patients
with depressive symptoms. www.nature.com/scientificreports/ However, the
appearance of drug resistance and the invasive nature of some surgical procedures have become major challenges https://doi.org/10.1038/s41598-023-34746-z Scientific Reports | (2023) 13:7721 | www.nature.com/scientificreports/ Conclusion and future direction ANS dysfunction plays a nonnegligible role in the development of PCOS. The VN belongs to the ANS, and the
participation of the VN in regulating ovarian functions has been suggested as an innovative point of departure
for studying PCOS. Based on the clinical and experimental findings mentioned above, the enhancement of vagal
activity by VNS/ta-VNS may lead to improvement in the various symptoms and complications associated with
PCOS, including obesity, IR, T2DM, inflammation, microbiome dysregulation, CVD, and depression. Therefore,
we propose a model focusing on ta-VNS that can act on multiple pathways that may treat PCOS (as shown in
Table 1 and Fig. 2), including (1) regulating energy metabolism via bidirectional vagal signaling; (2) reversing
IR via its antidiabetic effects; (3) activating anti-inflammatory responses through the HPAA, ChAP, and SSAP;
(4) restoring homeostasis of the microbiota-gut-brain axis; (5) restoring the sympatho-vagal balance to improve
CVD outcomes; and (6) modulating mental disorders. Thus, ta-VNS may be a promising novel therapeutic
approach for the treatment of PCOS. The research results for VNS/ta-VNS and for PCOS point to each other;
however, there is a lack of relevant research combining the two. Exploring ta-VNS in the management of PCOS
is pioneering work, and further studies are needed to dig into the underlying therapeutic mechanisms. Clinical
trials with large sample sizes need to be conducted to verify the real effect and long-term safety of ta-VNS in
women with PCOS before ta-VNS can be applied in the clinic. https://doi.org/10.1038/s41598-023-34746-z Scientific Reports | (2023) 13:7721 | www.nature.com/scientificreports/ www.nature.com/scientificreports/ Table 1. Potential pathways and action mechanisms for the therapeutic effects of ta-VNS on PCOS. ta-VNS
transcutaneous auricular vagal nerve stimulation, PCOS Polycystic ovary syndrome, IR insulin resistance,
T2DM type 2 diabetes mellitus, HPAA hypothalamic–pituitary–adrenal axis, ChAP cholinergic anti-
inflammatory pathway, SSAP splenic sympathetic anti-inflammatory pathway, GM gut microbiota, CVD
cardiovascular diseases. Data availabilityh Data availability
The datasets used in the current study are available from the corresponding author on reasonable reque Received: 30 November 2022; Accepted: 6 May 2023 Conclusion and future direction Potential pathways
Action mechanisms
PCOS-associated complications
Regulation of energy metabolism via bidirectional vagal signaling
Reduce food intake
Accelerate energy expenditure
Obesity
Reversing IR via antidiabetic effect
Increase insulin secretion
Suppress glucose production
IR and T2DM
Activation of the anti-inflammatory pathways
HPAA pathway
ChAP pathway
SSAP pathway
Inflammation
Restoring homeostasis of the Microbiota-Gut-Brain Axis
Upregulate enteric glial cells
Reduce proinflammatory cytokines
Promote recovery
Modulate immune functions
Modulate GM composition
GM dysregulation
Restoring the sympatho-vagal balance to improve CVD outcomes
Increase the cardiovagal tone
Reduce the sympathetic tone
CVD
Effectively modulating mental disorders
Modulate the activity and connectivity of key brain regions
Inhibit neuro-inflammatory sensitization
Modulate hippocampal neurogenesis
Regulate the GM-brain-gut axis
Depression Table 1. Potential pathways and action mechanisms for the therapeutic effects of ta-VNS on PCOS. ta-VNS
transcutaneous auricular vagal nerve stimulation, PCOS Polycystic ovary syndrome, IR insulin resistance,
T2DM type 2 diabetes mellitus, HPAA hypothalamic–pituitary–adrenal axis, ChAP cholinergic anti-
inflammatory pathway, SSAP splenic sympathetic anti-inflammatory pathway, GM gut microbiota, CVD
cardiovascular diseases. Table 1. Potential pathways and action mechanisms for the therapeutic effects of ta-VNS on PCOS. ta-VNS
transcutaneous auricular vagal nerve stimulation, PCOS Polycystic ovary syndrome, IR insulin resistance,
T2DM type 2 diabetes mellitus, HPAA hypothalamic–pituitary–adrenal axis, ChAP cholinergic anti-
inflammatory pathway, SSAP splenic sympathetic anti-inflammatory pathway, GM gut microbiota, CVD
cardiovascular diseases. Figure 2. Possible pathways and action mechanisms of ta-VNS in the treatment of PCOS. ta-VNS
transcutaneous auricular vagal nerve stimulation, PCOS Polycystic ovary syndrome, IR insulin resistance,
T2DM type 2 diabetes mellitus, HPAA hypothalamic–pituitary–adrenal axis, ChAP cholinergic anti-
inflammatory pathway, SSAP splenic sympathetic anti-inflammatory pathway, GM gut microbiota, CVD
cardiovascular diseases. Figure 2. Possible pathways and action mechanisms of ta-VNS in the treatment of PCOS. ta-VNS
transcutaneous auricular vagal nerve stimulation, PCOS Polycystic ovary syndrome, IR insulin resistance,
T2DM type 2 diabetes mellitus, HPAA hypothalamic–pituitary–adrenal axis, ChAP cholinergic anti-
inflammatory pathway, SSAP splenic sympathetic anti-inflammatory pathway, GM gut microbiota, CVD
cardiovascular diseases. www.nature.com/scientificreports/ 26
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Front. Psychiatry 9, 20 (2018). Author contributions Conceptualization: S.K.Z. and H.H.; Methodology: S.K.Z.; Investigation: X.W. and X.F.L.; Writing-Original
Draft Preparation: S.K.Z. and Y.W.; Writing-Review and Editing: H.H.. All authors have read and approved the
final manuscript. Competing interests h p
g
The authors declare no competing interests. www.nature.com/scientificreports/ Pharm. Des. 19(32), 5764–5774 (2013). 127. Wild, R. A. et al. Assessment of cardiovascular risk and prevention of cardiovascular disease in women with the polycystic
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128. Hadaya, J. & Ardell, J. L. Autonomic modulation for cardiovascular disease. Front Physiol. 11, 617459 (2020). 129
Grassi G Seravalle G & Mancia G Sympathetic activation in cardiovascular disease: Evidence clinical impact and therapeutic 128. Hadaya, J. & Ardell, J. L. Autonomic modulation for cardiovascular disease. Front Physiol. 11, 617459 (2020). 128. Hadaya, J. & Ardell, J. L. Autonomic modulation for cardio 128. Hadaya, J. & Ardell, J. L. Autonomic modulation for cardiovascular disease. Front Physiol. 11, 617459 (2020). 129. Grassi, G., Seravalle, G. & Mancia, G. Sympathetic activation in cardiovascular disease: Evidence, clinical impact and therap
implications. Eur. J. Clin. Invest. 45(12), 1367–1375 (2015). https://doi.org/10.1038/s41598-023-34746-z https://doi.org/10.1038/s41598-023-34746-z Scientific Reports | (2023) 13:7721 | Funding g
Financial support for this study was provided by (1) the Scientific Research Fund of Heilongjiang University
of Chinese Medicine (No. 2019BS09); (2) the Chinese Medicine research project of Heilongjiang Provincial
Administration of Chinese Medicine (ZHY2022-124); and (3) The 2022–2024 Youth Talent Lifting Project of
Heilongjiang Chinese Medicine Association (2022–QNRC1–02). Open Access This article is licensed under a Creative Commons Attribution 4.0 International
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the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/. Additional information Correspondence and requests for materials should be addressed to H.H. Correspondence and requests for materials should be addressed to H.H. Reprints and permissions information is available at www.nature.com/reprints. Reprints and permissions information is available at www.nature.com/reprints. Publisher’s note Springer Nature remains neutral with regard to jurisdictional claims in published maps and
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Metagenomics of the Deep Mediterranean, a Warm Bathypelagic Habitat
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INTRODUCTION microbes, thus sidestepping the need for culturing or isolation [5–
7]. Except for a few small-scale analyses of genome fragments from
archaea and bacteria from mesopelagic waters [8–10], metage-
nomic studies in the ocean have been also primarily devoted to
surface waters (e.g. [11,12], including recent large-scale compar-
ative studies along surface transects [13]. So far, the only large-
scale metagenomic analysis of deep-sea communities correspond
to a comparative study that DeLong and co-workers carried out at
different depths in the water column at the North-Pacific
Subtropical Gyre ALOHA station, ranging from 10 to 4,000 m The deep ocean is one of the most important and less understood
microbial-driven ecosystems on Earth. Since the recognition of the
essential role of microbes on the ocean water column [1], most
marine microbiology studies have been devoted to the photic zone,
where microbial cell density and activity are high and most
primary production occurs. Microbial communities in deeper
oceanic layers, particularly below 1,000 m (bathypelagic and
abyssal waters), have low cell densities and low metabolic activities
partially due to the extreme reigning conditions. Not only light is
absent but deep waters are most often oligotrophic, pressure
increases and temperature decreases very rapidly to reach average
values around 2uC in the open ocean. Despite so, given the vast
dimensions of the deep ocean, occupying nearly two thirds of the
planet’s surface and reaching an average depth of 3,800 m, the
microbial community of this ecosystem becomes fundamental for
global biogeochemical cycling. Studying the microbial communi-
ties in offshore deep marine locations has always been difficult and
demanding. Pure culture approaches are very difficult to apply,
and relevant (not opportunistic) microbes are extremely difficult to
isolate. Molecular approaches based on the amplification of small
subunit ribosomal RNA genes improved the situation markedly
[2–4], but still leave the deep water mass of most oceans under-
sampled and provide no functional information about lineages that
rarely have close cultured relatives. Metagenomics, the study of
genetic and genomic information from whole environmental
communities, has brought some hope to get insights about the
metabolic potential and evolutionary history of uncultured marine Academic Editor: Niyaz Ahmed, Centre for DNA Fingerprinting and Diagnostics,
India Received July 31, 2007; Accepted August 27, 2007; Published September 19,
2007 Copyright: 2007 MARTIN-CUADRADO et al. Metagenomics of the Deep Mediterranean, a Warm
Bathypelagic Habitat Ana-Belen Martı´n-Cuadrado1., Purificacio´n Lo´pez-Garcı´a2., Juan-Carlos Alba1, David Moreira2, Luis Monticelli3, Axel Strittmatter4,
Gerhard Gottschalk4, Francisco Rodrı´guez-Valera1* 1 Divisio´n de Microbiologı´a, Universidad Miguel Herna´ndez, San Juan de Alicante, Spain, 2 Unite´ d’Ecologie, Syste´matique et Evolution, Centre
National de la Recherche Scientifique, Universite´ Paris-Sud, Orsay, France, 3 Istituto per l’Ambiente Marino Costiero, Consiglio Nazionale delle
Ricerche, Sezione di Messina, Messina, Italy, 4 Laboratorium fu¨r Genomanalyse, Institut fu¨r Mikrobiologie und Genetik, Georg-August-University
Go¨ttingen, Go¨ttingen, Germany Background. Metagenomics is emerging as a powerful method to study the function and physiology of the unexplored
microbial biosphere, and is causing us to re-evaluate basic precepts of microbial ecology and evolution. Most marine
metagenomic analyses have been nearly exclusively devoted to photic waters. Methodology/Principal Findings. We
constructed a metagenomic fosmid library from 3,000 m-deep Mediterranean plankton, which is much warmer (,14uC) than
waters of similar depth in open oceans (,2uC). We analyzed the library both by phylogenetic screening based on 16S rRNA
gene amplification from clone pools and by sequencing both insert extremities of ca. 5,000 fosmids. Genome recruitment
strategies showed that the majority of high scoring pairs corresponded to genomes from Rhizobiales within the
Alphaproteobacteria, Cenarchaeum symbiosum, Planctomycetes, Acidobacteria, Chloroflexi and Gammaproteobacteria. We
have found a community structure similar to that found in the aphotic zone of the Pacific. However, the similarities were
significantly higher to the mesopelagic (500–700 m deep) in the Pacific than to the single 4000 m deep sample studied at this
location. Metabolic genes were mostly related to catabolism, transport and degradation of complex organic molecules, in
agreement with a prevalent heterotrophic lifestyle for deep-sea microbes. However, we observed a high percentage of genes
encoding dehydrogenases and, among them, cox genes, suggesting that aerobic carbon monoxide oxidation may be
important in the deep ocean as an additional energy source. Conclusions/Significance. The comparison of metagenomic
libraries from the deep Mediterranean and the Pacific ALOHA water column showed that bathypelagic Mediterranean
communities resemble more mesopelagic communities in the Pacific, and suggests that, in the absence of light, temperature is
a major stratifying factor in the oceanic water column, overriding pressure at least over 4000 m deep. Several
chemolithotrophic metabolic pathways could supplement organic matter degradation in this most depleted habitat. Citation: Martı´n-Cuadrado A-B, Lo´pez-Garcı´a P, Alba J-C, Moreira D, Monticelli L, et al (2007) Metagenomics of the Deep Mediterranean, a Warm
Bathypelagic Habitat. PLoS ONE 2(9): e914. doi:10.1371/journal.pone.0000914 PLoS ONE | www.plosone.org INTRODUCTION 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 supported by the GEMINI (QLK3-CT-2002-02056) project
of the European Commission, and MEC (Spain) (CTM2005-04564) to FRV and by
an ATIP project of the French Centre National de la Recherche Scientifique (CNRS)
to PLG. Competing Interests: The authors have declared that no competing interests
exist. * To whom correspondence should be addressed. E-mail: frvalera@umh.es * To whom correspondence should be addressed. E-mail: frvalera@umh.es . These authors contributed equally to this work. . These authors contributed equally to this work. PLoS ONE | www.plosone.org September 2007 | Issue 9 | e914 1 Mediterranean Metagenomics Mediterranean Metagenomics depth [14]. Extending metagenomic analyses to other deep-sea
communities would help unravel important questions about
metabolism and lifestyle of deep-sea microbes. For instance,
although the deep ocean is generally considered a metabolic sink
for the organic matter produced in the photic zone, autotrophic
archaea (crenarchaeota), possibly ammonia-oxidizers [15,16], are
mostly abundant in deep waters [17]. a model for a deep relatively warm bathypelagic habitat. The
Ionian Sea at the South East of Sicily possesses very pristine and
stable deep waters. On this ground, the Ionian station Km3 has
been extensively studied as a candidate site for a neutrino telescope
(NEMO) (http://nemoweb.lns.infn.it/publication.htm). The pro-
karyotic diversity of a 3,000 m deep sample from the station Km3
was studied recently by analyzing 16S rRNA gene libraries, which
revealed a wide variety of prokaryotic lineages [4]. This prompted
us to construct a metagenomic fosmid library from the same
sample. Pressure is thought to have a significant influence in deep-sea
stratification, as piezophilic (barophilic) species have been isolated
[18], and specific adaptations such as pressure regulated operons
are present in some deep-sea bacteria [19,20]. However, along
with high pressure, low temperatures also characterize deep-sea
waters. They limit growth rate through its slowing-down effect on
metabolic chemical reactions and, consequently, psycrophilic
organisms develop particular adaptations tending to increase
protein flexibility and reactivity [21]. A few exceptional locations
provide the chance to study microbial communities at high
oceanic depth without being affected by near zero temperatures,
therefore
providing
the
opportunity
to
assess
the
relative
importance of pressure and temperature in microbial adaptation
at genomic level in the natural environment. RESULTS The Km3 metagenomic library was constructed from planktonic
fractions smaller than 5 mm of seawater collected at 3,010 m
depth that was at a temperature of nearly 14uC and 38.7% salinity
(see Methods). It contained ca. 20,000 fosmid clones, from which
approximately one-fourth was subjected to bi-directional end
sequencing, yielding 7.2 Mbp of DNA sequence from the
approximately 725 Mbp total archive (Table 1). This represents
raw sequence of approximately 2 prokaryotic genome equivalents
(considering an average genome size of 3.5 Mbp). Consistently Table 1. General features of the Km3 metagenome. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . Major feature
Subcategory
Value
Number of fosmid clones
20,767
Total archived sequence
725 Mbpa
Number of 16S rRNA genes amplified by PCR
Archaeal
28
Bacterial b
16
Number of high-quality fosmid-end sequences
9,048
Average length of sequence reads
794 bp
Total generated sequence length
7,184 kbp
Average GC content
50.1%
Fosmid-end sequences
belonging to defined taxonomic groups (,1e-50)
23.4%
of ambiguous taxonomic ascription (1e-7 to 1e-50)
53.7%
with homologues only in GOSc
11.4%
without homologues in any database
11.4%
Distribution of sequences in major COG categories
Metabolism
50.4%
Information storage and processing
17.1%
Cellular Processes and Signaling
16.0%
Poorly characterized
16.5%
Distribution of sequences in major KEGG categories
Metabolism
70.6%
Genetic Information Processing
17.4%
Environmental Information Processes
10.2%
Cellular Processes
1.7%
BLAST cut-off values used in each case are shown in brackets. aConsidering average insert sizes of 35 kbp
bOnly fosmids containing bacterial ITS regions different in size of that from E. coli were identified. INTRODUCTION The largest and most
ecologically relevant is the Mediterranean Sea. Although it has an
exceptionally deep basin for a basically landlocked sea, reaching
5,000 m at its deepest Eastern end and with an average depth of
2,000 m, the Mediterranean is free of cold polar water that cannot
get over the sill of the Gibraltar Strait [22]. The deep
Mediterranean water mass never gets below 13.5uC, providing Here we report the construction and analysis of such a fosmid
metagenomic library from 3,000 m deep Km3 small plankton
(0.2–5 mm fraction). The gene repertoire identified supports
a predominant heterotrophic lifestyle for this deep Mediterranean
community and suggests versatility in energy-gaining mechanisms,
including a widespread use of CO oxidation. Community composition y
p
The analysis of metagenomic libraries can complement diversity
studies based on 16S rRNA gene PCR amplification, since they
are not subjected to the same biases. We used a double approach
to estimate the prokaryotic diversity in the Km3 library, PCR
amplification of 16S rRNA genes in pooled clones of the whole
library, and phylogenetic assignment of fosmid insert terminal
sequences from approximately 5,000 clones. In the case of
archaea, we used different primer combinations to recover
a maximal variety of archaeal genes. We detected a total of 28
archaeal fosmid containing 16S rRNA genes (Table 1 and Fig. 1). Eighteen out of the 28 archaeal clones were crenarchaeota, most
of them members of the bona fide marine Group I crenarchaeota,
and one of them belonging to the recently identified pSL12-related
cluster or group 1A [14,24]. The remaining 11 clones belonged to
the Euryarchaeota of the marine Group II (9 clones) and Group
III (2 clones) (Fig. 2A). A similar trend could be observed from
fosmid-end phylogenetic ascription (Fig. 1). We applied expecta-
tion cut-off values of 1e-50 for binning our fosmid sequences
within known taxa with sequences in databases; approximately
23% (Table 1) fulfilled this condition. Although this proportion
might seem limited, these sequences represent a random sample
from the total diversity, hence providing a reasonably proxy to the
prokaryotic census in the deep Mediterranean. Based on fosmid-
ends, about 9% of the microbial diversity in Km3 would be
archaea, which is in the same order of magnitude that the 15%
estimated by archaeal 16S rRNA gene-containing fosmids in the g
)
According to fosmid-end taxon-binning, the bacterial compo-
nent in the Km3 metagenomic library was dominated by the
Proteobacteria, and within them, by the Alphaproteobacteria,
followed by Gamma-, Delta- and Betaproteobacteria (Fig. 1). Gram positive bacteria, both Actinobacteria and Firmicutes were
also relatively abundant. There might be a slight bias in the
proportion of these phyla due to the fact that, in spite of an
increasing effort to widen the taxonomic spectra of sequenced
genomes, there are many more genomes available from proteo-
bacteria and Gram positive bacteria than from other taxa, which
might result in a slight overrepresentation of these lineages. However, other taxonomic groups appeared also very abundant,
namely Planctomycetales, Chloroflexi, Bacteroidetes and Acid-
obacteria (Fig. 1). The presence of Acidobacteria was also patent
by amplification of 16S rRNA genes from pooled clones. RESULTS cGOS, Global Ocean Surveyor database {Rusch, 2007 #16}
doi:10.1371/journal.pone.0000914.t001
. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . Table 1. General features of the Km3 metagenome. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . Subcategory BLAST cut-off values used in each case are shown in brackets. aConsidering average insert sizes of 35 kbp
bOnly fosmids containing bacterial ITS regions different in size of that from E. coli were identified. cGOS, Global Ocean Surveyor database {Rusch, 2007 #16}
doi:10.1371/journal.pone.0000914.t001
. . . . . . . . . . . . . September 2007 | Issue 9 | e914 2 PLoS ONE | www.plosone.org Mediterranean Metagenomics with this estimation we retrieved a single hit to recA [23] a gene
that has been used to establish the number of genome (or cell)
equivalents in a metagenomic library [23]. metagenomic library. Likewise, crenarchaeota were also found in
equivalent relative proportions (,60%) compared to euryarch-
aeota (,40%) in the metagenomic library (Fig. 1). Our results
confirm and extend previous studies showing that crenarchaeota
increase their relative abundance at high depth [14,25], although
euryarchaeota still keep significant levels (see Fig.S5 in Ref.14 and
Fig. 2B). Community composition Acidobacterial 16S rRNA gene sequences were also detected in
deep sea waters in DeLong et al.’s study [14]. Even with the highly
limited approach used here to detect bacterial ribosomal operons
by PCR (see methods), 8 out of 18 16S rRNA genes detected here
belonged to Acidobacteria (Fig. 3A) Similarly, although we
detected Gemmatimonadetes 16S rRNA genes in the Km3
metagenomic library, fosmid-end sequences corresponding to this
group could not be recognized in the absence of available
complete genome sequences. Sequences belonging to groups for Figure 1. Prokaryotic taxa identified in Km3 3,000 m-deep plankton inferred from fosmid-ends and 16S rRNA detection in environmental and
metagenomic libraries. Relative abundances of PCR-amplified 16S rRNA genes in environmental libraries are from Ref.4. For bacteria in the Km3
metagenomic library (central panel), only 16S rRNA genes whose adjacent ITS can be distinguished in size from that of E. coli were detected. doi:10.1371/journal.pone.0000914.g001 Figure 1. Prokaryotic taxa identified in Km3 3,000 m-deep plankton inferred from fosmid-ends and 16S rRNA detection in environmental and
metagenomic libraries. Relative abundances of PCR-amplified 16S rRNA genes in environmental libraries are from Ref.4. For bacteria in the Km3
metagenomic library (central panel), only 16S rRNA genes whose adjacent ITS can be distinguished in size from that of E. coli were detected. doi:10.1371/journal.pone.0000914.g001 September 2007 | Issue 9 | e914 PLoS ONE | www.plosone.org 3 Mediterranean Metagenomics Figure 2. Taxonomy of archaeal fosmids. A, Phylogenetic tree of 16S rRNA genes amplified from the metagenomic library Km3. The tree was
constructed by maximum likelihood using PhyML and a total of 704 non ambiguously aligned positions. Non-parametric bootstrapping was
performed upon 1,000 replicates. Only bootstrap values above 50 are shown. Km3 and ALOHA water column sequences are indicated in red and blue,
respectively. B, Comparative taxonomic distribution obtained by best BLAST hit (see methods) of archaeal fosmid-ends in KM3 and ALOHA deep-sea
libraries [14]. Marine group I and environmental samples are non-taxonomic designations as used in databases. doi:10.1371/journal.pone.0000914.g002 Fi
T
f
h
l f
id
A Ph l
i
f
S R Figure 2. Taxonomy of archaeal fosmids. A, Phylogenetic tree of 16S rRNA genes amplified from the metagenomic library Km3. The tree was
constructed by maximum likelihood using PhyML and a total of 704 non ambiguously aligned positions. Non-parametric bootstrapping was
performed upon 1,000 replicates. Only bootstrap values above 50 are shown. Community composition Km3 and ALOHA water column sequences are indicated in red and blue,
respectively. B, Comparative taxonomic distribution obtained by best BLAST hit (see methods) of archaeal fosmid-ends in KM3 and ALOHA deep-sea
libraries [14]. Marine group I and environmental samples are non-taxonomic designations as used in databases. doi:10.1371/journal.pone.0000914.g002 collectively. Also within the Alphaproteobacteria, the two strains
of Pelagibacter ubique (84 hits) were among the most frequently
matched by our sequences, in agreement with the highly recorded
prevalence in oceans [27]. Genomes from other Proteobacteria
(Gammaproteobacteria, followed by Beta- and Deltaproteobac-
teria) were also, though to a much lesser extent, well represented. Similarly, the genome of the archaeon Cenarchaeum symbiosum A
recruited a large number of hits, supporting a relative high
proportion of related crenarchaeota in the deep-sea (Fig. 4). The
lack of euryarchaeotal Group II and III genomes prevents a similar
comparison, although the relative high number of hits against the
few available small environmental Group II genome fragments
advances a similar situation to that of Group I crenarchaeota and
the C. symbiosum genome (Fig. 2B). Planctomycetes followed in
relative abundance, with Blastopirellula marina and Rhodopirellula
baltica as frequently hit genomes, confirming the dominant role
played by these organisms in most open ocean oligotrophic waters
[28]. Candidatus Kuenenia stuttgartiensis, which lives in extremely
organic-rich environments oxidizing ammonium anaerobically
[29] receives also some genome hits (Table 2). Such anammox
bacteria could live associated to sinking particles with anoxic
niches. If this is confirmed, it would imply that ammonium
oxidation, either aerobic or anaerobic, is a very important process
in the deep ocean, and key to the nitrogen cycle. Less predictable
but also supported by recent metagenomic and 16S rRNA-based
studies is the abundance of Acidobacteria, represented by the
genomes of Solibacter usitatus Ellin 6077 and the Bacterium which representative genome sequences are still missing may fall in
the category of unknown proteins (Table 1) if they contain so far
non-described proteins, which appear to be numerous according
to recent massive sequence analyses [26]. Proteins with known
homologues may also be of ambiguous taxonomic classification or
artificially placed in another phylum with relatively low scores as
a result of insufficiently close relative genomes in databases. Roughly 50% of the fosmid-end sequences were included in this
category (Table 1). Consequently, the description of the pro-
karyotic diversity by this approach needs to be taken with caution. Community composition Despite so, the diversity pattern observed in deep-sea Km3 waters
by this approach does not differ significantly from that observed in
the deep ALOHA water column, being especially similar to the
770 m depth sample (Fig. 3B and Ref.14). PLoS ONE | www.plosone.org Prevailing organismal genomes The large sequencing effort of prokaryotic genomes, many of them
marine, carried out during the last few years allows a direct
comparison of marine metagenomic sequences with complete
genomes
with
a
reasonable
chance
of
meaningful
results. BLASTX HSPs with scores smaller than 1e-50 allowed assigning
with confidence fosmid-end sequences to a taxonomic category
containing the hit genome. Genomes recovering at least 10 high-
score Km3 hits are indicated in Table 2. The most striking observation was the consistent recruitment of
alphaproteobacterial genomes, particularly from Rhizobiales,
which accounted for the largest number of hits considered September 2007 | Issue 9 | e914 Issue 9 | e914 4 Mediterranean Metagenomics Figure 3. Taxonomy of bacterial fosmids. A, Phylogenetic tree of 16S rRNA genes amplified from the metagenomic library Km3 whose adjacent
intergenic spacers differ in size from those of Escherichia coli. The tree was constructed by maximum likelihood using PhyML and a total of 1128 non
ambiguously aligned positions. Non-parametric bootstrapping was performed upon 1,000 replicates. Only bootstrap values above 50 are shown. Km3
and ALOHA water column sequences are indicated in red and blue, respectively. Unc., uncultured. [*], AA0D00000000 genome sequence underway. B, Comparative taxonomic distribution of bacterial fosmid-ends by best BLAST hits in KM3 and ALOHA deep-sea libraries [14]. doi:10.1371/journal.pone.0000914.g003 Figure 3. Taxonomy of bacterial fosmids. A, Phylogenetic tree of 16S rRNA genes amplified from the metagenomic library Km3 whose adjacent
intergenic spacers differ in size from those of Escherichia coli. The tree was constructed by maximum likelihood using PhyML and a total of 1128 non
ambiguously aligned positions. Non-parametric bootstrapping was performed upon 1,000 replicates. Only bootstrap values above 50 are shown. Km3
and ALOHA water column sequences are indicated in red and blue, respectively. Unc., uncultured. [*], AA0D00000000 genome sequence underway. B, Comparative taxonomic distribution of bacterial fosmid-ends by best BLAST hits in KM3 and ALOHA deep-sea libraries [14]. doi:10.1371/journal.pone.0000914.g003 Ellin345. Chloroflexi were also abundantly represented through
the genomes of Roseiflexus RS1 and Dehalococcoides ethenogenes. The
concordance of the two end hits with the expected distance found
in the corresponding genome was only found in few cases, among
them is that of Alteromonas macleodii DE, an isolate obtained from
a location not very distant from the sampling site [30], P. ubique
HTCC 1062, Cellulophaga sp. MED134 and Magnetospirillum
magnetotacticum MS-1. a carbon and nitrogen storage resource [31]. Prevailing organismal genomes Genes involved in
rhizopine degradation were also identified in rhizobia that lack
nodulation genes and apparent symbiotic behavior [32]. Similarly,
Acidobacteria, another taxonomic group widely distributed in
soils, appears fairly abundant. The possibility that Acidobacteria
and Rhizobiales are contaminants from the bottom sediment is
unlikely, as water samples were collected more than 200 m above
the sea floor. Interestingly, Acidobacteria and rhizobia have
exchanged genes by horizontal gene transfer as revealed by soil
metagenomic analysis [33], suggesting that they might entertain
some kind of interaction in habitats where they co-exist. The
observation of high abundances of Rhizobiales and Acidobacteria
in the deep Mediterranean extends knowledge about the natural
habitats of both bacterial groups. Among the organisms whose genomes had more HSPs with
Km3 sequences, aerobic heterotrophic metabolism seems to
prevail as a lifestyle, but additional patterns arise. Many retrieved
genomes correspond to marine oligotrophs or to bacteria having
diverse degradative potential including xenobiotics and/or re-
calcitrant organic compounds and polymers. This would tend to
support a dominant role for heterotrophy, and particularly the
degradation of complex organic molecules. The relatively large
number of hits to some bacterial taxa seems particularly remark-
able, for example the Rhizobiales. These are typical soil
inhabitants that may perform symbiotic nitrogen fixation in
association with some plants. Accordingly, one of the genes
identified is involved in rhizopine catabolism (42% similarity to
mocD). Rhizopine is produced by some rhizobia and provides
a competitive advantage in nodulating symbioses, perhaps as PLoS ONE | www.plosone.org Gene content and metabolic potential p
We classified Km3 fosmid-end identified ORFs in functional
classes according to the Cluster of Orthologous Groups (COG)
database [34] and the Kyoto Encyclopedia of Genes and Genomes
(KEGG) (http://www.genome.jp/kegg/). The metabolic potential
of microorganisms thriving in the deep Mediterranean can be
assessed to some extent from the type of metabolic genes
encountered. Most of the genes, nearly 50% to 70% according PLoS ONE | www.plosone.org 5 September 2007 | Issue 9 | e914 Mediterranean Metagenomics Table 2. Hallmark genomes recruited by Km3 fosmid-end sequences. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . Taxonomic group
Species genome
Number of hits*
% identity
%GC genome
%GC Km3 seq. O2 requirement
Habitat
Metabolism
Alphaproteobacteria Rhizobiales
Rhizobiales (19 genomes)
112
56.53
_
_
aerobic
soil
heterotrophy
Rhodopseudomonas sp. (5 genomes)
27
60.54
_
_
aerobic
Parvibaculum lavamentivorans DS-1
23
56.31
62.3
53.08
aerobic
Crenarchaeota
Cenarchaeum symbiosum
102
64.47
57.4
36.06
aerobic
marine
autotrophy? Alphaproteobacteria Rickettsiales
Pelagibacter ubique (2 genomes)
84
69.81
29.8/29.7
34.16/33.64
aerobic
marine
oligotrophy
Planctomycetales
Blastopirellula marina DSM 3645
78
57.23
57
58.71
aerobic
marine
oligotrophy
Planctomycetales
Rhodopirellula baltica SH 1
58
56.65
55.4
58.22
aerobic
marine
heterotrophy
Acidobacteria
Solibacter usitatus Ellin6076
56
55.67
61.9
54.64
aerobic
soil
oligotrophy
Chloroflexi
Dehalococcoides sp. (3 genomes)
42
56.58
_
_
facultative an. Gene content and metabolic potential chemolithotrophy
Alphaproteobacteria Rhodospirillales
Magnetospirillum (2 genomes)
36
61.81
65.1/66.4
55.44/56.88
aerobic
heterotrophy
Gammaproteobacteria Pseudomonadales
Pseudomonas sp. (13 genomes)
36
58.56
_
_
aerobic
heterotrophy
Alphaproteobacteria Rhodobacterales
Roseovarius (3 genomes)
33
61.31
_
_
aerobic
heterotrophy
Acidobacteria
Bacterium Ellin345
32
57.59
58.4
52.43
aerobic
soil
oligotrophy
Betaproteobacteria Burkholderiales
Burkholderia sp. (13 genomes)
32
52.33
_
_
aerobic
heterotrophy
Chloroflexi
Roseiflexus sp. RS-1
26
52.86
60.4
50.61
facultative an. photoautotrophy
Deltaproteobacteria Desulfuromonadales
Geobacter sp. (4 genomes)
25
55.73
_
_
anaerobic
soil / sediment
chemolitotrophy
Actinobacteria
Rubrobacter xylanophilus DSM 9941
23
56.54
70.5
53.21
aerobic
soil
heterotrophy
Gammaproteobacteria
gamma proteobacterium KT 71
21
59.61
48.61
aerobic
marine
oligotrophy
Gammaproteobacteria Chromatiales
Alkalilimnicola ehrlichei MLHE-1
19
62.71
67.5
52.94
anaerobic
chemolithotrophy
Bacteroidetes Sphingobacteria
Salinibacter ruber DSM 13855
18
51.55
66.1
44.88
aerobic
hypersaline
heterotrophy
Gammaproteobacteria Oceanospirillales
Alcanivorax borkumensis SK2
16
67.65
54.7
52.68
aerobic
heterotrophy
Gammaproteobacteria Chromatiales
Nitrosococcus oceani ATCC 19707
16
62.2
50.3
50.25
aerobic
marine
chemolithotrophy
Betaproteobacteria Burkholderiales
Ralstonia sp. (5 genomes)
16
62.11
_
_
aerobic
soil
heterotrophy
Firmicutes Clostridia
Carboxydothermus hydrogenoformans Z-2901
16
53.94
42
51.88
facultative an. chemolithotrophy
Alphaproteobacteria Rhodospirillales
Rhodospirillum rubrum ATCC 11170
15
64.42
65.4
55.33
facultative an. Gammaproteobacteria Methylococcales
Methylococcus capsulatus str. Bath
15
62.49
63.6
52
aerobic
methylotrophy
Deltaproteobacteria Myxococcales
Anaeromyxobacter dehalogenans 2CP-C
15
57
74.9
56.86
facultative an. soil / sediments
heterotrophy
Gammaproteobacteria Alteromonadales
Marinobacter aquaeolei VT8
13
62.63
56.9
48.38
aerobic
marine
heterotrophy
Bacteroidetes Flavobacteria
Flavobacteriales bacterium HTCC2170
13
59.93
37
48.23
aerobic
marine
heterotrophy
Gammaproteobacteria Chromatiales
Nitrococcus mobilis Nb-231
13
57.72
60
51
aerobic
chemolithotrophy
Actinobacteria
Streptomyces sp. (4 genomes)
13
55.84
_
_
aerobic
soil
heterotrophy
Gammaproteobacteria
marine gamma proteobacterium HTCC2207
12
60.98
49.4
49.25
aerobic
marine
heterotrophy
Cyanobacteria Chroococcales
Synechococcus sp. (5 genomes)
11
61.28
_
_
photoautotrophy
Deltaproteobacteria
delta proteobacterium MLMS-1
11
58.1
60.1
52.54
anaerobic
chemolithotrophy
Gammaproteobacteria Alteromonadales
Alteromonas macleodii ‘Deep ecotype’
10
69.33
44.9
42.3
aerobic
marine
heterotrophy
Betaproteobacteria Burkholderiales
Bordetella sp. (5 genomes)
10
51.66
_
_
aerobic
heterotrophy
. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . Gene content and metabolic potential . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . Mediterranean Metagenom Table 2. Hallmark genomes recruited by Km3 fosmid-end sequences. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 6 Mediterranean Metagenomics Figure 4. Genome recruitment by Cenarchaeum symbiosum A. Individual fosmid-end sequences were aligned to the sequenced strain genome and
the alignment-sequence conservation visualized in the form of percent identity plot. Each dot of the graph represents an individual fosmid-end
sequence aligned along its homologous region in C. symbiosum A genome. Y axis reflects its nucleotide percent identity to the syntenic region. Both
Km3 and ALOHA water column datasets were used. doi:10.1371/journal.pone.0000914.g004 Figure 4. Genome recruitment by Cenarchaeum symbiosum A. Individual fosmid-end sequences were aligned to the sequenced strain genome and
the alignment-sequence conservation visualized in the form of percent identity plot. Each dot of the graph represents an individual fosmid-end
sequence aligned along its homologous region in C. symbiosum A genome. Y axis reflects its nucleotide percent identity to the syntenic region. Both
Km3 and ALOHA water column datasets were used. doi:10.1371/journal.pone.0000914.g004 September 2007 | Issue 9 | e914 PLoS ONE | www.plosone.org 7 Mediterranean Metagenomics Table 3. Hallmark proteins in the Km3 metagenome
compared to the deep ALOHA water column. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . Gene content and metabolic potential . . . . . . . . . . . . . . . . . . . . . . . BLASTX cut-
off value
Protein / Protein class
Number of gene/protein per Mbp
500
770
4000
Km3
1e-50
RecA
0.3
0.3
0.3
0.1
DnaK
0.5
0.7
0.6
1.5
RpoB
0.3
0.3
0.3
0.7
Pgm
0.0
0.2
0.1
0.4
PycA
0.5
0.6
1.0
0.7
GyrB
0.4
0.7
0.7
0.5
Mdh
1.1
1.0
1.0
1.1
1e-20
Dehydrogenases
40.3
38.1
43.7
59.7
Carbon-monoxide-
dehydrogenase (cox)
1.0
1.7
1.0
2.5
Luciferase-like genes
0.4
1.4
1.5
2.9
Transposase
1.6
1.7
8.1
4.6
Phage-related
2.0
1.3
2.5
3.6
Chaperones
2.1
2.4
2.5
3.7
Dehalogenases
0.5
0.2
0.6
1.4
doi:10.1371/journal.pone.0000914.t003
. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . recalcitrant pools of organic matter. Similarly to previous
observations in the ALOHA water column, the enrichment of
genes related to pilus, polysaccharide and antibiotic synthesis
genes observed might suggest a potential role for a surface-
attached lifestyle. Among enzyme-coding genes, oxidases, reduc-
tases and oxidoreductases were relatively numerous, followed by
carboxylases and decarboxylases. However, by far, the most
abundant enzymatic class was that of the dehydrogenases (Table 3). Notably, among the most represented genes of this class were those
encoding the different subunits (CoxL, CoxM, CoxS) of carbon
monoxide dehydrogenase (CODH) (Table 3). We detected
confidently (1e-50) up to 5 coxL genes, and this, for about two
genome equivalents of Km3 sequence. In addition, at least 10
additional coxL sequences were detected by phylogenetic analyses
from putative cox genes with BLASTX scores .1e-50 (data not
shown). In the Sargasso Sea metagenome there was only one coxL
per 11 genome equivalents [12]. coxL was more abundant in
aphotic waters in the ALOHA water column, ranging from 1 to 5
copies in the photic region, and from 7 to 10 copies in the aphotic
waters column for an average of 3–4 genome equivalents at each
depth [14]. Gene content and metabolic potential The best
represented pathways were oxidative phosphorylation (131 hits)
followed by carbon fixation pathways (129 hits) and nitrogen
metabolism (80 hits). In agreement with the deep origin of the
sample, genes related to photosynthesis were minoritary. By
contrast, genes involved in the degradation of different kinds of
compounds, including notably biopolymers and xenobiotics, and
catabolic pathways in general were fairly abundant. Among them
were several acetone decarboxylases and dehalogenases and
KEGG-pathways associated with the degradation of limonene
and
pinene,
1-and
2-methylnaphthalene,
glycosaminoglycan,
benzoate, 1,2-dichloroethane, nitrobenzene, gamma-hexachloro-
cyclohexane, ethylbenzene and fluorene. This reinforces the idea
that microorganisms living at this depth are adapted to degrade to the COG or the KEGG classification, respectively, were related
to metabolism and transport, whereas only 17% corresponded to
housekeeping genes involved in information-related processes
(Table 1 and 3). The most abundant functional family was that
of transporters, and within it, amino acid transporters (Figs. 5 and
6). Transporter systems can tell about nutrient pools or substrates
that are present in the environment and that the organisms use. The largest group of transporters in Km3 consisted of the multi-
subunit ABC family (64,4% of the identified transporters) and the
most represented of this family were transporters for dipeptides/
oligopeptides and branched chain amino acids (11,2% and 4.3%
sequences, respectively). TRAP transporters, which allow substrate
accumulation using an electrochemical ion gradient rather that
ATP hydrolysis, were also frequently encountered as well as
transporters for carboxylic acids (6.5%), while only 5.7% were
sugar/polymer transporters (Fig. 6). The relative high number of
peptide and branched chain amino acid transporters suggests that
proteins, perhaps associated with sinking marine snow, are an
important carbon source for deep-sea microbes. By contrast to
shallow waters, with sugars forming an easily accessible labile pool of
organic matter, recalcitrant forms of dissolved organic carbon to
biological degradation such amides predominate in deep waters [35]. A
i
l
f h id
ifi bl
l
d Other genes in relative high numbers in the Km3 metagenome
were luciferase-like genes (Table 3), which likely encode mono-
oxygenases. However, it is difficult to advance a function for most
of them, since only a few were clearly related to luxA (encoding the
luciferase alpha subunit and therefore directly involved in
bioluminescence). Gene content and metabolic potential The capacity to oxidize CO aerobically without
a direct link to autotrophy has been recently identified in several
bacteria. For instance, Silicibacter pomeroyi, a marine bacterium of
the Roseobacter clade whose genome has been sequenced [23]
possess these genes but lacks autotrophic carbon fixation path-
ways. Its strategy consists of supplementing heterotrophy with the
use of inorganic compounds (CO and sulfide). The capacity to use
simultaneously CO and organic substrates is known for several
other bacteria, including marine genera such as Stappia [36]. Most
interestingly, cox genes are also present in the genome sequences of
the acidobacteria Solibacter usitatus and the Acidobacteria Bacteri-
um Ellin345 [37]. Phylogenetic analyses of Km3 coxL showed that
some of them were clearly related to Alphaproteobacteria,
Actinobacteria and Chloroflexi homologues, but not to Solibacter
coxL (data not shown). Nonetheless, since Km3 Acidobacteria were
very diverse (Fig. 3A), it might be possible that some of the
phylogenetically unclassified Km3 coxL belong to this phylum. Table 3. Hallmark proteins in the Km3 metagenome
compared to the deep ALOHA water column. doi:10.1371/journal.pone.0000914.t003 to the COG or the KEGG classification, respectively, were related
to metabolism and transport, whereas only 17% corresponded to
housekeeping genes involved in information-related processes
(Table 1 and 3). The most abundant functional family was that
of transporters, and within it, amino acid transporters (Figs. 5 and
6). Transporter systems can tell about nutrient pools or substrates
that are present in the environment and that the organisms use. The largest group of transporters in Km3 consisted of the multi-
subunit ABC family (64,4% of the identified transporters) and the
most represented of this family were transporters for dipeptides/
oligopeptides and branched chain amino acids (11,2% and 4.3%
sequences, respectively). TRAP transporters, which allow substrate
accumulation using an electrochemical ion gradient rather that
ATP hydrolysis, were also frequently encountered as well as
transporters for carboxylic acids (6.5%), while only 5.7% were
sugar/polymer transporters (Fig. 6). The relative high number of
peptide and branched chain amino acid transporters suggests that
proteins, perhaps associated with sinking marine snow, are an
important carbon source for deep-sea microbes. By contrast to
shallow waters, with sugars forming an easily accessible labile pool of
organic matter, recalcitrant forms of dissolved organic carbon to
biological degradation such amides predominate in deep waters [35]. Approximately 10% of the identifiable Km3 genes were related
to energy production and conversion (Figs. 5 and 6). PLoS ONE | www.plosone.org Metagenomic comparison of deep Mediterranean
samples and the water column at ALOHA station samples and the water column at ALOHA station
The availability of metagenomic sequences from different depths
at the Pacific ALOHA station makes it possible to test whether
warmer Mediterranean temperatures at similar high depth (3,000–
4,000 m) can affect community structure significantly. Of course
other environmental parameters, such as salinity or biogeography
may affect it as well. However, despite slight differences between
the aphotic ALOHA and the deep Km3 metagenomic libraries,
the equivalent sequence volume produced per library together
with the overall similar general patterns of taxa found (Figs. 2 and
3), gene content (Figs. 5 and 6) and aminoacid usage (data not
shown) allows a reasonable comparison between them. We made
TBLASTX searches of our Km3 sequences against each one of the
depth-related metagenomic libraries in the ALOHA water column
to construct a similarity matrix that was analyzed by neighbour-
joining (Fig. 7A). The sequence datasets were additionally used to
construct coverage maximal unique matches (MUMs) plots
(Fig. 7B). The 3,000 m deep Km3 metagenome recruited most Approximately 10% of the identifiable Km3 genes were related
to energy production and conversion (Figs. 5 and 6). The best
represented pathways were oxidative phosphorylation (131 hits)
followed by carbon fixation pathways (129 hits) and nitrogen
metabolism (80 hits). In agreement with the deep origin of the
sample, genes related to photosynthesis were minoritary. By
contrast, genes involved in the degradation of different kinds of
compounds, including notably biopolymers and xenobiotics, and
catabolic pathways in general were fairly abundant. Among them
were several acetone decarboxylases and dehalogenases and
KEGG-pathways associated with the degradation of limonene
and
pinene,
1-and
2-methylnaphthalene,
glycosaminoglycan,
benzoate, 1,2-dichloroethane, nitrobenzene, gamma-hexachloro-
cyclohexane, ethylbenzene and fluorene. This reinforces the idea
that microorganisms living at this depth are adapted to degrade PLoS ONE | www.plosone.org September 2007 | Issue 9 | e914 September 2007 | Issue 9 | e914 8 Mediterranean Metagenomics Figure 5. Comparison of COG distribution of fosmid-ends in Km3 and ALOHA water column. Fosmid-ends were classified according to the COG
database both Km3 and ALOHA [14] datasets were analyzed (see methods). doi:10.1371/journal.pone.0000914.g005 Figure 5. Comparison of COG distribution of fosmid-ends in Km3 and ALOHA water column. Fosmid-ends were classified according to the COG
database both Km3 and ALOHA [14] datasets were analyzed (see methods). doi:10.1371/journal.pone.0000914.g005 pressure, appears to be the major stratifying factor for microbial
communities. Metagenomic comparison of deep Mediterranean
samples and the water column at ALOHA station Other factors might also have an effect, such as the
limited transport of deep-ocean microbes to the Mediterranean
through the Gibraltar sill. However, since identical o nearly
identical
sequences
for
conserved
(16S
rRNA
gene)
and,
furthermore, variable (16S-23S rRNA intergenic spacer) markers
have been retrieved from the deep Mediterranean and open
oceans [8,38], the colonization of the Mediterranean by deep
oceanic microorganisms is possible. Therefore, temperature rather
than other physic-chemical or biogeographical parameters seems
the most influential stratification factor in these waters. hits from the ALOHA aphotic water column, as expected. Surprisingly, contrary to the initial expectation of a higher
similarity with the 4,000 m deep sample, enduring analogous
pressures, the most abundant and highest MUMs were observed
with intermediate deep-water libraries, particularly that of 770 m. This relationship was not limited to sequence similarity, but also
gene types (metabolism and cell physiology) and even the
frequency of mobile elements (IS, phage related, integrons) in
the Mediterranean 3,000 m-deep sample seemed more alike to the
upper section of the aphotic zone in the Pacific. We interpret this
result as being essentially the consequence of the warmer
temperature (13.9uC) of deep Mediterranean waters. Most other
biologically relevant parameters are remarkably similar (Table 4). As a matter of fact, although much deeper, the Km3 sample has in
common with the ALOHA 500 and 770 m deep libraries
intermediate temperatures, 4.8 to 7.2uC, instead of the 1.4uC
characterizing
the
4,000 m-deep
library. The
200 m
deep
ALOHA library, although having also a relatively similar
temperature (18uC) to Km3 shares many features and genes with
the photic region, and falls apart in neighbour-joining analyses
(Fig. 7A). Therefore, in the absence of light, temperature, and not hits from the ALOHA aphotic water column, as expected. Surprisingly, contrary to the initial expectation of a higher
similarity with the 4,000 m deep sample, enduring analogous
pressures, the most abundant and highest MUMs were observed
with intermediate deep-water libraries, particularly that of 770 m. This relationship was not limited to sequence similarity, but also
gene types (metabolism and cell physiology) and even the
frequency of mobile elements (IS, phage related, integrons) in
the Mediterranean 3,000 m-deep sample seemed more alike to the
upper section of the aphotic zone in the Pacific. We interpret this
result as being essentially the consequence of the warmer
temperature (13.9uC) of deep Mediterranean waters. Metagenomic comparison of deep Mediterranean
samples and the water column at ALOHA station Most other
biologically relevant parameters are remarkably similar (Table 4). As a matter of fact, although much deeper, the Km3 sample has in
common with the ALOHA 500 and 770 m deep libraries
intermediate temperatures, 4.8 to 7.2uC, instead of the 1.4uC
characterizing
the
4,000 m-deep
library. The
200 m
deep
ALOHA library, although having also a relatively similar
temperature (18uC) to Km3 shares many features and genes with
the photic region, and falls apart in neighbour-joining analyses
(Fig. 7A). Therefore, in the absence of light, temperature, and not DISCUSSION This is the second large sequencing effort carried out in the deep
ocean, the only precedent being the central Pacific gyre water
column study at the ALOHA station [14]. In our case a single
depth (3,000 m) was sampled at very pristine waters in the Ionian
Sea, and its study adds interesting complementary information to
the previous work in two ways. First, it provides a second
geographic location belonging to a very different water mass, not
only distant from the Pacific sampling site but also differing in PLoS ONE | www.plosone.o PLoS ONE | www.plosone.org September 2007 | Issue 9 | e914 9 Mediterranean Metagenomics Figure 6. Distribution of Km3 fosmid-ends in KEGG categories. A, Detailed KEGG categories. B, Major KEGG categories and classification by type of
substrate of Km3 fosmid-ends identified as transporters. * Other transporters. doi:10.1371/journal.pone.0000914.g006 6. Distribution of Km3 fosmid-ends in KEGG categories. A, Detailed KEGG categories. B, Major KEGG categories and classification by type of
te of Km3 fosmid-ends identified as transporters * Other transporters Figure 6. Distribution of Km3 fosmid-ends in KEGG categories. A, Detailed KEGG categories. B, Major KEGG categories and classification by type of
substrate of Km3 fosmid-ends identified as transporters. * Other transporters. doi:10.1371/journal.pone.0000914.g006 PLoS ONE | www.plosone.org September 2007 | Issue 9 | e914 10 Mediterranean Metagenomics Figure 7. Normalized metagenome comparison of 3000 m-deep Mediterranean Km3 and Pacific ALOHA water column. For normalization,
of 6,853 sequences (size of the smallest library compared, ALOHA 130 m) from each library were randomly selected and compared. A, Neig
joining analysis of fosmid-end sequences in Km3 and different depths in ALOHA. Temperature, salinity, and the total number of sequences ava
for each library are shown on the right; Jackknife values, at nodes. B, Normalized MUMmer plots showing the number of maximal unique ma
(MUM ) h
d b
th
3000
d
K
3
d th
diff
t ALOHA
t
i
lib
i
MUM
di t ib t d
f
ti
f th i id Figure 7. Normalized metagenome comparison of 3000 m-deep Mediterranean Km3 and Pacific ALOHA water column. For normalization, a total
of 6,853 sequences (size of the smallest library compared, ALOHA 130 m) from each library were randomly selected and compared. A, Neighbour
joining analysis of fosmid-end sequences in Km3 and different depths in ALOHA. PLoS ONE | www.plosone.org DISCUSSION Temperature, salinity, and the total number of sequences available
for each library are shown on the right; Jackknife values, at nodes. B, Normalized MUMmer plots showing the number of maximal unique matches
(MUMs) shared by the 3000 m deep Km3 and the different ALOHA metagenomic libraries. MUMs are distributed as a function of their identity
(ordinates) and the type of COG to which they belong (abscises). Average identity values are indicated for each pair of libraries compared. The
number of MUMs having more that 80% identity are given to the right of each panel. doi:10.1371/journal.pone.0000914.g007 Figure 7. Normalized metagenome comparison of 3000 m-deep Mediterranean Km3 and Pacific ALOHA water column. For normalization, a total
of 6,853 sequences (size of the smallest library compared, ALOHA 130 m) from each library were randomly selected and compared. A, Neighbour
joining analysis of fosmid-end sequences in Km3 and different depths in ALOHA. Temperature, salinity, and the total number of sequences available
for each library are shown on the right; Jackknife values, at nodes. B, Normalized MUMmer plots showing the number of maximal unique matches
(MUMs) shared by the 3000 m deep Km3 and the different ALOHA metagenomic libraries. MUMs are distributed as a function of their identity
(ordinates) and the type of COG to which they belong (abscises). Average identity values are indicated for each pair of libraries compared. The
number of MUMs having more that 80% identity are given to the right of each panel. doi:10.1371/journal.pone.0000914.g007 notable difference of the deep Mediterranean (Table 4) is the lower
concentrations of inorganic nutrients N and P (about an order of
magnitude lower) and, contrastingly, a higher biomass density in the
Mediterranean that seems to be at least as active as in the deep global
ocean. Thus, these nutrients do not seem to be limiting. Actually various fundamental parameters, notably temperature. Further-
more the Gibraltar sill also precludes deep ocean currents from
reaching the Deep Med and would isolate this habitat from the
input of psycrophiles from Antarctic waters which relatives seem to
populate the global ocean bathypelagic regions [39]. Another PL September 2007 | Issue 9 | e914 PLoS ONE | www.plosone.org PLoS ONE | www.plosone.org 11 Mediterranean Metagenomics Table 4. ALOHA and Km3 oceanographic data. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . DISCUSSION . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . North Pacific ALOHA
Mediterranean Km3
coordinates
22u459N, 158uW
36u309N, 15u409E
max.depth (m)
4800
3243
depth (m)
10
70
130
200
500
770
4000
3010
Sampling Time
Oct. 7th 2002
Oct. 7th 2002
Oct. 6th 2002
Oct. 6th 2002
Oct. 6th 2002
Dec. 21st 2003
Dec. 21st 2003
Nov. 17th 2004
Temp. (uC)
26.40 (24.8361.27)*
24.93 (23.5861.00)*
22.19 (21.3760.96)*
18.53 (18.3961.29)*
7.25 (7.2260.44)*
4.78 (4.8660.21)*
1.46 (1.4660.01)*
13.93 (13.8060.05)*
Salinity (PSU)
35.08 (35.0560.21)*
35.21 (35.1760.16)*
35.31 (35.2060.10)*
35.04 (34.9660.18)*
34.07 (34.0660.03)*
34.32 (34.3260.04)*
34.69 (34.6960.00)*
38.74 (38.6960.03)*
Chl (mg/Kg)
0.08 (0.0860.03)*
0.18 (0.1560.05)*
0.10 (0.1560.06)*
0.02 (0.0260.02)*
ND
ND
ND
ND
DOC (mM/Kg)
78 (90.6614.3)*
79 (81.4611.3)*
69 (75.269.1)*
63 (60.469.8)*
47 (47.866.3)*
39.9 (41.564.4)*
37.5 (42.364.9)*
54.265.85*
Oxygen (mM/Kg)
204.6 (209.364.5)*
217.4 (215.865.4)*
204.9 (206.666.2)*
198.8 (197.667.1)*
118.0 (120.5618.3)*
32.2 (27.964.1)*
147.8 (147.861.3)*
203.7 (202.6661.2)*
DIP (nmol/Kg)
41.0 (56.0633.7)*
16 (43.1625.1)*
66.2 (106.0649.7)*
274.26109.1*
2153 (20516175.7)*
3070 (3000647.1)*
2558 (2507619)*
159.0622.6*
N+N (nmol/Kg)
1.0 (2.663.7)*
1.3 (14.7660.3)*
284.8 (282.96270.2)*
1161.96762.5*
28850 (2846062210)*
41890 (409406500)*
36560 (359706290)*
47066133.3*
SLCA (ml/Kg)
1.3060.37*
1.3460.37*
1.7260.56*
5.3160.74*
45.3765.75*
92.0664.08*
160*
8.3260.24*
HPP (cell6104 ml21)
30.2616.2*
25.269.9*
19.966.9*
13.0362.5*
5.1961.5*
3.1560.7*
0.5560.06*
3.161.73*
POC (mM C / Kg)
2.1660.54*
1.9760.35*
1.2960.36*
0.5560.15*
0.3960.13*
0.3060.13*
-
1.92560.56*
Values shown are those from the same CTD casts as the samples (DeLong et al. 2006 and this work). DISCUSSION *Archival data are from ALOHA HOT-DOGS database (http://hahana.soest.hawaii.edu/hot/hot-dogs/) or in the case of Km3 from
the ICES oceanographic database (http://www.ices.dk/ocean) and correspond to several datasets collected at the depth and approximate location (less than 50 NM away) as the samples. Values in parentheses are the average
value6standard deviation. Abbreviations are Temp, Temperature; Chl, chlorophyll; DOC, dissolved organic carbon; DIP, dissolved inorganic phosphate; N+N, nitrate plus nitrite; SLCA, silicate; HPP, heterotrophic picoplankton (DAPI
counts); POC, particulate organic carbon. d i 10 1371/j
l
0000914 t004
. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 12 PLoS ONE | www.plosone.org September 2007 | Issue 9 | e914 PLoS ONE | www.plosone.org 12 Mediterranean Metagenomics or some cases of sharp ecotype differentiation [38,44] In this sense,
temperature might be the second most relevant environmental
factor operating in the global open ocean, the first being
accessibility to light as energy source, while pressure would seem
less critical in determining community structure and lifestyles in
the deep ocean, at least down to about 4,000 m. This does not
imply that piezophilic microbes are not important but are
probably much more relevant in very deep trenches. By contrast,
temperature is a crucial parameter that requires specific long-
studied molecular adaptations [21,45,46]. Low temperatures in
most bathypelagic habitats prevent the metabolism of many
microbes beyond a certain threshold. By contrast, in the
Mediterranean, the persistence of warm temperatures down to
bathypelagic waters would allow the persistence of mesopelagic
microbial communities adapted to aphotic regions but unable to
cope with near-zero temperatures where more psychrophilic
organisms dominate. archival data of biomass estimators, like temperature, are more
similar to the mesopelagic global ocean than the deep. Hence,
common observations in deep Mediterranean and Pacific metagen-
omes may reasonably be taken as general deep ocean traits. y
y
g
p
We found that the assignment of fosmid-ends to already
sequenced microbial genomes, something similar to the ‘‘genome
fragment recruitment’’ used recently by Rusch et al. DNA extraction and fosmid library construction DNA extraction and fosmid library construction
Sample filters were thawed on ice and then treated with 1mg/ml
lysozyme and 0.21 mg/ml proteinase K (final concentrations). Nucleic acids were extracted with phenol-chloroform-isoamyl
alcohol (25:24:1) and chloroform-isoamyl alcohol (24:1), and then
concentrated with sterile water using a microconcentrator (Cen-
tricon 100, Amicon). DNA integrity was checked by agarose gel
electrophoresis. A fosmid genomic library was constructed from
approximately 1.1 mg of DNA from the 0.2–5 mm plankton
fraction using the CopyControlTM Fosmid Library Production Kit
(Epicentre) as described by the manufacturer’s instructions. A total
of 20,767 fosmid clones were obtained, which corresponds to ca. 725–830 Mpb environmental DNA assuming an average insert
size of 35–40 Kbp. At any rate, our vision of the deep ocean ecosystem functioning
is changing. Not only chemolithoautotrophy (crenarchaeota)
appears to be significant, but also mixed strategies including
lithoheterotrophy may be as important as pure heterotrophy. Thus, we detected a considerable number of cox genes encoding
different
subunits
of
the
carbon
monoxide
dehydrogenase,
CODH, responsible for the aerobic oxidation of CO. Initially
thought to be exclusive of autotrophs, CO oxidation is being
discovered in a plethora of organisms, including members of the
marine Roseobacter clade [23,36,37]. Though present in photic
layers, CODH genes are more abundant in deep layers of the
ALOHA water column [14]. This strongly suggests that deep-sea
microorganisms oxidize carbon monoxide (and perhaps other
reduced substrates) released from tectonically active areas or
anaerobic microenvironments, as alternative or complementary
energy sources to heterotrophy. This energy metabolism versatility
would be advantageous in this highly depleted environment, where
secondary production might be boosted by chemolithotrophy much
in the way that phototrophy helps heterotrophy at the surface [43]. DISCUSSION to analyze
metagenomic libraries from the Global Ocean Sampling transect
[13], was very useful to analyze our data and predict microbial
lifestyles. However, these analyses are to be taken cautiously as
many of our sequences did not match known genes or could not be
confidently assigned to defined taxa (Table 1). Certainly, many
more marine genomes covering the whole phylogenetic spectrum
would be needed to have a picture of better resolution. Yet from
the taxa and gene functional categories identified in this way, some
conclusions can be drawn about the lifestyle and ecosystem
functioning in the deep Mediterranean. Except for the crenarch-
aeota, most of the remaining lineages in deep Mediterranean
waters are likely heterotrophs, as confirmed by the classification of
gene functions and metabolic pathways (Table 1, Figs. 5 and 6),
including transporters, particularly for amino acids and carboxylic
acids, and catabolic routes involved in complex organic degrada-
tion, e.g. xenobiotics. This is in agreement with an essential role of
the heterotrophic deep-sea microbes in the mineralization of
organic carbon [40,41]. In many ways, they are to the marine
phytoplankton what the soil microbiota are to the forest. The
presence of microbial groups typically found in soil (Rhizobiales,
Actinobacteria, Acidobacteria) would indeed be consistent with
the ecological role of the deep ocean as an ‘‘invisible soil’’ for the
‘‘invisible forest’’ [40]. Our own analysis show that these groups
appear also at the ALOHA aphotic zone samples (Figs. 2 and 3). These lineages might live attached to sinking particles. The
presence of planctomycetes, often associated to sinking particles
[42], also points in this direction. In most marine metagenomic
studies carried out do date, particles were excluded by restrictive
pre-filtration (0.8 mm), partly with the objective of excluding
eukaryotic (including picoeukaryotic) cells [12,13]. As we used
5 mm pore-sized filters for the pre-filtration step, it might be possible
that we captured more biomass from marine snow particles. PLoS ONE | www.plosone.org Sample collection 250 l of seawater were collected by using Niskin bottles mounted
on a General Oceanics rosette from a depth of 3,010 m (sea-
bottom at 3,243 m depth) at the Ionian Km3 station (36u299980N,
15u399970E) in November 17th 2004 during a cruise of the R/V
Urania. Water temperature was 13.93uC and salinity 38.75 PSU. Seawater was sequentially filtered through a 5 mm pore size poly-
carbonate filter and the filtrate passed through 0.22 mm pore size
Sterivex filters (Durapore, Millipore) using a peristaltic pumping
system. Sterivex filters were filled with lysis buffer (40 mM EDTA,
50 mM Tris/ HCl, 0.75M sucrose) and stored at 220uC, until
DNA extraction. ACKNOWLEDGMENTS Data deposition: The sequences reported in this paper have been
submitted to GenBank, accession numbers EF597680-EF597722 and
EI942868-EI951915. Screening and fosmid-end sequencing g
q
g
The library was pooled in groups of 96 clones. DNA from pooled
cultures was extracted using the QIAprep Spin Miniprep Kit
(Qiagen) and then PCR-screened for the presence of archaeal and
bacterial 16S rRNA genes. Different primer combinations were
used for archaeal 16S rRNA gene amplification using 21F (59-
TTCCGGTTGATCCTGCCGGA), Ar109 (59-AC(G/T)GCTG-
CTCAGTAACACGT), ANMEF (59-GGCTCAGTAACACGT-
GGA) and 1492R (59-GGTTACCTTGTTACGACTT). In the
case of bacteria, we amplified 16S rRNA gene together with the
adjacent intergenic spacer (ITS) using 27F (59-AGAGTTT-
GATCCTGGCTCAG) and 23S1R (59-GGGTTTCCCCATT-
CGGAAATC). In this way, only bacterial fosmids containing ITSs
of different size to that of Escherichia coli were detected. PCR
reactions were carried out under the following standard condi-
tions: 35 cycles (denaturation at 94uC for 15 s, annealing at 50uC The comparison of our deep Mediterranean data with those
obtained in the Pacific ALOHA water column suggests that, in the
absence of light, temperature becomes the major stratifying factor
for community structure (Fig. 7). This effect of temperature seen
with depth corroborates analogous temperature-dependent pat-
terns in surface waters in the recent GOS metagenomic study [13] PLoS ONE | www.plosone.org September 2007 | Issue 9 | e914 13 Mediterranean Metagenomics for 30 s, extension at 72uC for 2 min) preceded by 2 min
denaturation at 94uC and followed by 7 min extension at 72uC. Twenty-eight 16S rRNA gene-containing archaeal clones and
sixteen bacterial clones were detected in the library. The genes
were sequenced (Genome Express, Meylan, France) and the
closest relatives in databases searched using BLAST [47]. In
parallel, the insert terminal sequences of ca. 5,000 fosmid clones
were sequenced at the Go¨ttingen Genomics Laboratory, Germany
(http://www.g2l.bio.uni-goettingen.de). A total of 9,048 high
quality sequence reads were obtained (average length 794 bp),
which implies approximately 7.2 Mbp sequence, i.e. roughly two
prokaryotic genome equivalents. uio.no/ahoammer/past) by cluster analysis. Node support was
assessed by Jackknife matrix resampling [51]. Cumulative pairwise
bitscore values were normalized by dividing each one by the
cumulative bistscore value derived from the TBLASTX of one
dataset versus itself and the number of HSPs of each case. Fosmid-end sequence analysis q
y
Fosmid end sequences were revised and cleaned of vector
contaminant sequences using Sequencher 4.1.4 software (Gene
Codes Corp.). For taxonomic binning, sequences were queried
against the NCBI non-redundant (nr) protein database using
BLASTX using a cut-off value of ,1e-50. Top BLAST high-
scoring pairs (HSPs) were tabulated according to the NCBI
taxonomic identifier for each sequence. For COG assignments,
sequences were compared to the cluster of orthologous genes
(COG) databases using BLAST (rpsblast (-p F)) using a cut-off
value of 1e-7. Also, sequences were compared to the KEGG
database using BLASTX. Results were tabulated, and used to
determine the proportion of sequences contained in each COG
category or KEGG pathway. To calculate the amino acid usage
pattern, ORFs for each data sample were identified using the
automated genome annotation software Glimmer 2.02 [48]. The
frequency of each amino acid was represented as suggested by [49]. Author Contributions Conceived and designed the experiments: FR PL DM. Performed the
experiments: AM JA. Analyzed the data: FR AM PL DM. Contributed
reagents/materials/analysis tools: FR AM. Wrote the paper: FR PL. Other: Provided sequencing: GG AS. Conceived and designed the experiments: FR PL DM. Performed the
experiments: AM JA. Analyzed the data: FR AM PL DM. Contributed
reagents/materials/analysis tools: FR AM. Wrote the paper: FR PL. Other: Provided sequencing: GG AS. Comparative analysis of marine metagenomic
libraries In order to compare the Km3 library with that of the Sargasso Sea
[12] and the North-Pacific Subtropical Gyre ALOHA station [14],
coverage plots were generated by using the Promer program
implemented in MUMmer 3.18, using the ‘‘maxmatch’’ option
[50] and visualized using the MUMmer-plot program (http://
mummer.sourceforge.net/). For sequence analysis, resulting delta
files were converted into coordinate files and sequence analysis by
using the ‘show-coords’ option. To estimate cumulative protein
sequence differences in Km3 and the water column at the ALOHA
station, we made TBLASTX searches of the complete set of
sequences from every single library versus all the others. The
bitscores of the top HSPs from every single sequence from one set
versus another were summed to yield a cumulative pairwise bitscore
value that was normalized and used to construct a distance matrix. The matrix was analyzed using PAST software (v. 1.58) (http://folk. Phylogenetic analyses y
g
y
Archaeal 16S rRNA gene sequences detected in Km3 fosmids
were aligned using ClustalX [52] with those from the ALOHA
water column and those from available Group I crenarchaeotal
genomes and selected Group I and II archaeal genome fragments. We then made a preliminary neighbour-joining tree with the 244
used sequences in order to make a selection of representative
sequences to be included in a maximum likelihood tree. In the case
of bacteria, we included the closest relatives to the identified Km3
sequences by BLAST, as well as representative members of the
detected bacterial phyla. Sequences were aligned using Clustal X,
and the alignment manually edited using the ED program of the
MUST package [53]. Gaps and ambiguously aligned positions
were excluded from our analyses. Maximum likelihood trees were
reconstructed
using
PhyML
[54]
applying
a
general
time
reversible model of sequence evolution (GTR), and taking
among-site rate variation into account by using a six-category
discrete approximation of a distribution and a proportion of
invariable sites. ML bootstrap proportions were inferred using
1000 replicates. For phylogenetic analysis of the Cox proteins,
TBLASTX
searches
were
carried
out,
the
corresponding
sequences recovered from GenBank and a multiple alignment
generated using Clustal X and manually refined as mentioned
above. Maximum likelihood trees were reconstructed using
PhyML [54] with the JTT model of sequence evolution and
taking among-site rate variation into account by using a six-
category discrete approximation of a distribution and a proportion
of invariable sites. ML bootstrap proportions were inferred using
1000 replicates. Cox phylogenetic trees are available upon request. Phylogenetic trees were viewed using the program TREEVIEW
[55]. 9. Moreira D, Rodriguez-Valera F, Lopez-Garcia P (2004) Analysis of a genome
fragment of a deep-sea uncultivated Group II euryarchaeote containing 16S
rDNA, a spectinomycin-like operon and several energy metabolism genes.
Environ Microbiol 6: 959–969. 10. Moreira D, Rodrı´guez-Valera P, Lo´pez-Garcı´a P (2006) Genome fragments
from mesopelagic Antarctic waters reveal a novel deltaproteobacterial group
related to the myxobacteria. Microbiology 152: 505–517. Mediterranean Metagenomics Greaves RB, Warwicker J (2007) Mechanisms for stabilisation and the
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fragment of a deep-sea uncultivated Group II euryarchaeote containing 16S
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389–405. 10. Moreira D, Rodrı´guez-Valera P, Lo´pez-Garcı´a P (2006) Genome fragments
from mesopelagic Antarctic waters reveal a novel deltaproteobacterial group
related to the myxobacteria. Microbiology 152: 505–517. 5. DeLong EF (2005) Microbial community genomics in the ocean. Nat Rev
Microbiol 3: 459–469. PLoS ONE | www.plosone.org PLoS ONE | www.plosone.org 14 September 2007 | Issue 9 | e914 September 2007 | Issue 9 | e914 Mediterranean Metagenomics Mediterranean Metagenomics Murphy PJ, Heycke N, Trenz SP, Ratet P, de Bruijn FJ, et al. (1988) Synthesis of
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Use of the software Seed Vigor Imaging System (SVIS®) for assessing vigor of carrot seeds
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469 469 Scientia Agricola Scientia Agricola
http://dx.doi.org/10.1590/1678-992X-2016-0220 Scientia Agricola Introduction were conducted using this technique and successfully
evaluated seed vigor, for crops such as soybean seeds
(Hoffmaster et al., 2003), corn (Hoffmaster et al., 2005),
melon (Marcos-Filho et al., 2006), peanut (Marchi et al.,
2011), cucumber (Chiquito et al., 2012) and okra (Kikuti
and Marcos Filho, 2013). Carrot seed quality depends on the growth stage
and the general condition of the plant. The vegetative
and flowering periods for carrot plants are usually very
long. This leads to the formation of seeds with different
levels of quality, leading to difficulties in standard estab
lishment and growth, contributing to excessive use of
seeds, which raises production costs. Therefore, fast and
accurate procedures for the assessment of seed quality
are needed. The aim of this study was to verify the possibility
of using the computerized system of seedling analysis
(SVIS®) to detect differences in vigor between lots of car
rot seeds when compared to the information provided
by traditionally used vigor tests. Seed vigor can be evaluated by the physiological,
biochemical and stress tolerance tests which are com
monly used for carrot and other species (Pereira et al.,
2008; Chiquito et al., 2012; Kikuti and Marcos Filho,
2013). Computerized image analysis of seedlings has
been used for seed vigor evaluation in several species;
these are non-destructive methods and can provide ob
jective information in a short period of time with less
human interference (McCormac et al., 1990; Marcos
Filho et al., 2006). Use of the software Seed Vigor Imaging System (SVIS®) for assessing vigor of carrot José Luís de Marchi1*, Silvio Moure Cicero1 ABSTRACT: Seed vigor has traditionally been evaluated by physiological, biochemical and stress
tolerance tests. More recently, with the use of computerized image analysis, objective informa
tion has become accessible in a relatively short period of time, with less human interference. The
aim of this study was to verify the efficiency of computerized seedling image analysis by Seed
Vigor Imaging System (SVIS®) to detect differences in vigor between carrot (Daucus carota L.)
seed lots as compared to those provided by traditional vigor tests. Seeds from seven lots from
the Brasilia cultivar were subjected to a germination test, first count of germination, speed of
germination, accelerated aging with saline solution and seedling emergence; furthermore, a vig
or index, growth index and uniformity index were determined by the Seed Vigor Imaging System
(SVIS®) during four evaluation periods. The results obtained by the computerized seedling analy
sis (vigor index and growth index) show that SVIS® is efficient in assessing carrot seed vigor. Keywords: Daucus carota L., Daucus carota subsp. Sativus, quality control, physiological poten
tial, seed analysis 1University of São Paulo/ESALQ − Crop Production Dept.,
Av. Pádua Dias, 11 − 13419-900 − Piracicaba, SP − Brazil. *Corresponding author <jlmarchi@usp.br>
Edited by: Paulo Cesar Sentelhas 1University of São Paulo/ESALQ − Crop Production Dept.,
Av. Pádua Dias, 11 − 13419-900 − Piracicaba, SP − Brazil. *Corresponding author <jlmarchi@usp.br> Edited by: Paulo Cesar Sentelhas Received June 02, 2016
Accepted November 28, 2016 Materials and Methods The study was carried out in Piracicaba, in the
state of São Paulo, Brazil (22°46’24” S, 47°36’33” W, 582
m above sea level). The experiment was conducted on
carrot seeds (Daucus carota L. ‘Brasilia’) provided by a
seed company, produced and harvested under the same
environmental conditions in the region of Bage, in the
state of Rio Grande do Sul. During processing, the seed
company separated the seeds into 7 lots presenting dif
ferences in physical purity and germination (Table 1). They were examined over 4 evaluation periods, with
3 months separating the 1st, 2nd, and 3rd periods, and
6 months between the 3rd and 4th periods. Seeds were
packed into polyethylene bags and stored under con
trolled ambient conditions (30 % U.R. and 10 °C). The
seeds were subjected to the following tests. The feasibility of using computerized image anal
ysis was first demonstrated by McCormac et al. (1990)
who determined the average length of the primary
roots of tomato, lettuce and cauliflower seedlings. Simi
larly, in researches conducted by Geneve and Kester
(2001) on cauliflower, tomato and impatiens seeds, and
Tohidloo and Kruse (2009) on radish seeds using seed
lings imaging analysis systems, were able to determine
correlations between seedling growth and seedling
emergence. Germination speed The germination speed index was determined
alongside the standard germination test (MAPA, 2009);
evaluations of normal seedlings were performed daily
until 14 days after sowing. Only seeds that produced a
normal seedling were counted as germinated. The ger
mination speed index was calculated according to the
formula proposed by Maguire (1962). Accelerated aging Following the methodology described by Marcos
Filho (2006), a single layer of seeds was distributed on
wire mesh attached to plastic boxes (11 × 11 × 3 cm)
filled with 40 mL saturated NaCl solution and kept at
41 °C in a chamber. After treatment, 4 replicates of 50
seeds were used to test for germination as described. Table 2 presents results obtained from traditional
vigor tests. The germination test showed differences be
tween lots in all the evaluation periods, wherein lots 1
and 2 showed the highest percentage germination as op
posed to lots 6 and 7 showing the lowest. Furthermore,
the vigor tests done in the 1st period indicated lots 1 and
2 as having higher vigor than lots 6 and 7. The other
lots were rated as intermediate in physiological quality. This classification could not be verified in the 2nd pe
riod of evaluation, except for the accelerated aging test
which classified only the first lot as having the best per
formance. Seedling vigor imaging system (SVIS®) Table 1 − Lots from carrot seeds (Daucus carota L. ‘Brasilia’) used
in the study and their differences in terms of germination (G) and
physical purity (P) as informed by the seed company who supplied
the seeds for this research g
g
g
g y
(
)
Four replicates of 50 seeds per lot were processed
as follows: two rows of 25 seeds each were distributed
in plastic boxes (15 × 23 × 4 cm) on two blue blotter
papers moistened with distilled water at a ratio of 2.8
times the paper’s dry mass (this ratio was specifically ad
justed for this research by previous tests) and inserted in
a germination chamber at 20 ± 1 °C at an inclination of
25 degrees in relation to the base of the chamber, in the
absence of light, in order that the seedlings grew parallel
to the blotter. Seedlings were scanned 6 days after sow
ing. The images were captured by a scanner operated by
Photosmart software with a resolution of 100 dpi. The
captured images were analyzed by SVIS® software. The
program generates vigor, growth of seedlings and uni
formity of development indexes, as described by Sako
et al. (2001). Germination test Four replications of 50 seeds for each lot were dis
tributed in plastic boxes on filter paper moistened with
distilled water at a ratio of 2.5 times the paper’s dry
mass, and maintained at a constant temperature of 20
°C. Evaluations were made at 7 and 14 days after sow
ing, according to the criteria established by the Rules for
Seed Analysis for this species (MAPA, 2009). The results
were expressed in terms of percent of normal seedlings
for each lot. The vigor index values (0 to 1000) are based on the
speed and uniformity of seedling development in rela
tion to the maximum possible values for 6 day old car
rot seedlings. The growth index (0 to 1000) is calculated
by the software based on the length of the hypocotyl -
radicle axis. The uniformity index values (0 to 1000) are
based on deviations from the standard seedling develop
ment set in software. The experimental design was completely random
ized, and the means compared by the Scott-Knott test at
5 % probability. Subsequently Pearson correlation coeffi
cients (r) between the results from the SVIS® test and the
results from the other vigor tests were calculated. The
significance of the r values was verified by the t test at 5
% and 1 % probability. Germination first count The counts were performed simultaneously with
the germination test and the percent of normal seedlings
were evaluated 7 days after sowing. Results The moisture content of the seeds varied between
lots and times of analysis, from 6.1 % to 7.0 % (Table 2). This small variation in moisture content is an important
fact to be taken into consideration in the evaluation of
physiological potential, since variations greater than 1 %
between samples may affect the vigor test results (Mar
cos Filho, 2006; Tekrony, 2003). Seed moisture content In this context, Sako et al. (2001) developed an au
tomated system for assessing the vigor of lettuce seeds
called the Seed Vigor Imaging Sistem (SVIS®). The pro
cess involves scanning the seedlings and then generating
vigor, growth and uniformity indexes. Further studies Determined at 105 ± 3 °C for 24 h in duplicate
samples of intact seeds as recommended by the Rules for
Seed Analysis (MAPA, 2009). The results were expressed
in terms of percentage water content (fresh weight ba
sis). Sci. Agric. v.74, n.6, p.469-473, November/December 2017 470 Imaging techniques for carrot seeds Marchi & Cicero Table 1 − Lots from carrot seeds (Daucus carota L. ‘Brasilia’) used
in the study and their differences in terms of germination (G) and
physical purity (P) as informed by the seed company who supplied
the seeds for this research. Seed Lot
G
P
------------------------------------------------ % ------------------------------------------------
1
86
100
2
86
99.1
3
85
100
4
84
99.6
5
83
100
6
83
100
7
82
99.8 Seedling vigor imaging system (SVIS®) Imaging techniques for carrot seeds Imaging techniques for carrot seeds Marchi & Cicero Table 2 − Total germination (G), seed water content (W), seedling emergence (E), accelerated ageing with saturated salt solution (EA), first count
of germination (1st GC), germination velocity index (GVI), emergence velocity index (EVI) of seven lots of carrot seeds, cv. Brasília, obtained in
the first evaluation period (before storage), in the 2nd evaluation period (after 3 months storage), in the 3rd evaluation period (after 6 months
storage) and in the 4th evaluation period (after 12 months storage). i
p
g ,
p
g ,
p
storage) and in the 4th evaluation period (after 12 months storage). Imaging techniques for carrot seeds Evaluation Period
Lots
G
W
E
EA
1st GC
GVI
EVI
----------------------------------------------------------------------------------------------------------------------------------- % -----------------------------------------------------------------------------------------------------------------------------------
1
87 a*
6.3
75 a
58 a
66 a
6.8 a
6.9 a
2
86 a
6.4
77 a
55 a
62 abc
6.5 a
7.1 a
3
85 a
6.4
74 ab
52 ab
65 ab
6.3 ab
6.8 a
1st
4
82 ab
6.4
69 abc
42 ab
70 a
6.7 a
6.4 ab
5
84 a
6.1
66 abc
38 b
59 abc
6.4 ab
5.9 ab
6
80 b
6.2
63 bc
34 b
46 c
5.7 b
5.6 b
7
81 b
6.5
61 c
33 b
50 bc
5.8 b
5.6 b
CV (%)
5.9
1.4
7.2
20.1
13.5
8.1
7.1
1
86 a
6.8
80 a
51 a
51 a
6.5 a
6.9 a
2
82 a
6.8
75 ab
46 b
49 a
6.2 a
6.3 a
3
74 b
6.9
66 b
43 b
41 ab
5.5 b
6.1 ab
2nd
4
66 bc
6.7
56 c
37 c
35 b
4.8 bc
5.1 b
5
67 bc
6.5
56 c
33 c
35 b
4.8 bc
5.0 b
6
60 c
6.8
50 cd
25 d
31 b
4.2 c
4.3 bc
7
63 c
7.0
48 d
23 d
32 b
4.6 c
4.1 c
CV(%)
6.5
1.5
7.6
21.2
20.5
8.2
7.3
1
86 a
6.4
63 a
55 a
44 a
6.0 a
4.7 a
2
86 a
6.5
62 a
54 a
38 a
5.8 a
4.7 a
3
78 b
6.4
62 a
53 ab
36 ab
5.3 a
4.7 a
3rd
4
74 b
6.3
61 ab
52 b
37 ab
5.1 b
4.5 ab
5
72 c
6.2
61 ab
45 c
37 ab
5.0 bc
4.4 ab
6
77 bc
6.5
51 c
36 d
30 c
4.5 c
3.9 b
7
67 c
6.5
47 c
33 d
33 c
4.1 c
4.0 b
CV(%)
6.1
1.2
6.8
19.6
12.5
8.3
6.9
1
74 a
6.6
57 a
62 a
39 a
5.2 a
4.6 a
2
72 a
6.5
50 a
60 a
34 a
5.1 a
4.6 a
3
62 a
6.8
47 a
46 b
32 a
4.9 a
3.9 ab
4th
4
71 b
6.8
46 ab
45 b
35 a
5.1 b
4.4 ab
5
65 b
6.3
47 b
52 bc
32 ab
4.7 c
3.9 b
6
59 b
6.5
42 c
40 c
30 b
4.1 c
3.8 c
7
60 c
6.7
41 c
45 c
31 c
3.8 c
3.7 c
CV(%)
5.9
2.9
6.0
16.1
9.5
8.5
6.7
*Different letters indicate a statistically significant difference (p < 0.05) according to Tukey’s test. Seedling emergence in the greenhouse Four replicates of 50 seeds per lot were distributed
in multi-cell styrofoam trays containing Plantmax HT
substrate. The trays were kept in a greenhouse equipped
with an intermittent fogging system. The number of
normal seedlings was evaluated daily, at the same hour
(10h00), between the 1st and 14th day after sowing to es
tablish the emergence speed index, which, in addition to
the germination speed index, was calculated according
to the formula proposed by Maguire (1962). In the 3rd evaluation period, the vigor tests showed
that lots 1, 2 and 3 returned a higher performance than
the others, and that lots 6 and 7 again showed a lower
performance. Sci. Agric. v.74, n.6, p.469-473, November/December 2017 471 Sci. Agric. v.74, n.6, p.469-473, November/December 2017 Imaging techniques for carrot seeds Brasília, obtained in the 1st
evaluation period (before storage), on the 2nd evaluation period
(after 3 months storage), in the 3rd evaluation period (after 6
months storage) and in the 4th evaluation period (after 12 months
storage). Table 3 − Vigor index (V), growth (Gr) and uniformity (U) of carrot
seedlings obtained by software SVIS® analysis of seven lots of
carrot seeds, cv. Brasília, obtained in the 1st evaluation period
(before storage), in the 2nd evaluation period (after 3 months
storage), in the 3rd evaluation period (after 6 months storage) and
in the 4th evaluation period (after 12 months storage). Table 3 − Vigor index (V), growth (Gr) and uniformity (U) of carrot
seedlings obtained by software SVIS® analysis of seven lots of
carrot seeds, cv. Brasília, obtained in the 1st evaluation period
(before storage), in the 2nd evaluation period (after 3 months
storage), in the 3rd evaluation period (after 6 months storage) and
in the 4th evaluation period (after 12 months storage). Evaluation period
Lots
V
Gr
U
1
476 a*
354 a
762 a
2
464 a
337 ab
764 a
3
462 a
331 ab
770 a
1st
4
441 a
294 ab
784 a
5
468 a
341 a
781 a
6
356 b
187 c
754 a
7
312 ab
154 bc
782 a
CV (%)
6.7
12.1
5.5
1
521 a
411 ab
827 a
2
488 ab
378 bc
752 b
3
469 ab
368 bc
801 a
2nd
4
482 ab
351 bc
811 a
5
377 a
285 a
795 a
6
368 b
206 c
772 a
7
384 b
258 c
787 a
CV(%)
10.1
13.2
8.2
1
456 a
315 a
788 a
2
432 a
243 a
795 a
3
421 a
263 a
802 a
3rd
4
425 a
250 ab
817 a
5
420 a
240 b
849 a
6
381 b
199 b
815 a
7
406 b
236 b
799 a
CV(%)
5.8
11.4
5.2
1
352 a
145 a
719 a
2
341 a
162 a
756 a
3
368 a
178 a
735 a
4th
4
382 ab
228 a
742 a
5
375 b
267 a
767 a
6
373 b
211 b
753 a
7
353 b
200 b
716 a
CV(%)
7.57
10.9
5.6
*Different letters indicate a statistically significant difference (p < 0.05) by
Tukey’s test. storage). Imaging techniques for carrot seeds periods are summarized in Table 3. The data show that
lots 6 and 7 could be classified as having lower levels
of vigor and growth as compared to the others. Lots 1
and 2 ranked among those with higher levels of vigor
and growth across all 4 evaluation periods. Statistical
analysis of the uniformity index data did not depict
any significant results in any of the four evaluation
periods. Similarly, analysis of the 4th period showed lots
1, 2 and 3 as having the highest vigor except for the
accelerated aging test which indicated only lots 1 and
2 had the best performance. Moreover, lots 6 and 7
had the lowest level of vigor except for the first count
of germination which found only lot 7 with the lowest
vigor. The results reinforce the higher vigor of lots 1
and 2 over that of 6 and 7. Thus, lots 1 and 2 stood
out from the rest and lots 6 and 7 showed an all-round
lower performance. It is notable that although the
germination test indicated high levels of physiologi
cal potential in the lots, the vigor tests identified lots
with significant differences in performance, thereby
providing important additional information regarding
seed quality (Marcos Filho, 2005). Table 4 presents correlation analysis between
the traditionally used tests (Table 2) against the re
sults from the imaging analysis test (Table 3). The data
shows that the vigor tests presented positive correla
tion coefficients (p < 0.01 and 0.01 ≤ p < 0.05) with
the variables’ vigor index and growth index and non-
significant correlation coefficients (p ≥ 0.05) with the
variable uniformity index across all 4 evaluation pe
riods. Statistical analyses for vigor index, growth and
uniformity index generated by SVIS® in all evaluation Sci. Agric. v.74, n.6, p.469-473, November/December 2017 472 Imaging techniques for carrot seeds Marchi & Cicero Table 4 − Correlation coefficients (r) between the averages of
the results from total germination (G), seedling emergence (E),
accelerated ageing with saturated salt solution (EA), 1st count of
germination (1st GC), germination velocity index (GVI), emergence
velocity index (EVI) and vigor index (V), growth (Gr) and uniformity
(U) of carrot seedlings obtained by software SVIS® analysis
of seven lots of carrot seeds, cv. Imaging techniques for carrot seeds Evaluation period
Variables
V
Gr
U
G
0.9583*
0.8681*
0.4827 NS
E
0.8652*
0.8725*
-0.5209 NS
1st
EA
0.7824
0.9899**
-0.6932 NS
1st GC
0.9053*
0.9490**
-0.7627 NS
GVI
-0.8314NS
0.9323*
-0.6015 NS
EVI
-0.7981 NS
0.9009*
-0.7194 NS
V
G
U
G
0.9645*
0.9490*
0.4618 NS
E
0.8665*
0.8798*
0.7948 NS
2nd
EA
0.9040*
0.9770 *
0.7287 NS
1st GC
0.8665*
0.8948 *
0.8184 NS
GVI
0.8532*
0.9289*
-0.6006 NS
EVI
0.9333*
0.9218*
0.7407 NS
V
G
U
G
0.8850*
0.9048*
0.6555 NS
E
0.8108 NS
0.9827*
0.8280 NS
3rd
EA
0.8658*
0.9899*
-0.7702 NS
1st GC
0.8667*
0.8575*
-0.6555 NS
GVI
0.6610 NS
0.9141*
0.7774 NS
EVI
0.7756 NS
0.9284*
0.7152 NS
V
G
U
G
1,0000**
0.9999**
-0.8289 NS
E
0.9562*
0.9497*
0.7756 NS
4th
EA
0.9880**
0.8101 NS
0.6146 NS
1st GC
0.9827**
0.8594 *
0.5187 NS
GVI
0.9527*
0.8594*
0.7248 NS
EVI
0.9439*
0.8763*
0.7264 NS
*Significant by t test at 5 % probability; **Significant according to t test at 1
% probability; NS = not significant according to t test. Acknowledgments Ministério da Agricultura, Pecuária e Abastecimento [MAPA]. 2009. Rules for Seed Analysis = Regras para Análise de
Sementes. Secretaria de Defesa Agropecuária, Brasília, DF,
Brazil (in Portuguese). To São Paulo State Foundation for Research Sup
port (FAPESP) for the founding and resources to conduct
the research. Pereira, R.S.; Nascimento, W.N.; Vieira, J.V. 2008. Carrot seed
germination and vigor in response to temperature and umbel
orders. Scientia Agricola 65: 145-150. Conclusions Computerized image analysis of seedlings using
the software SVIS® was effective in determining the vigor
of carrot seeds and has a level of sensitivity comparable
to traditional vigor tests. Marcos Filho, J. 2005. Cultivated Plants Seed Physiology =
Fisiologia de Sementes de Plantas Cultivadas. FEALQ,
Piracicaba, SP, Brazil (in Portuguese). McCormac, A.C.; Keefe, P.D.; Draper, S.R. 1990. Automated vigor
testing of field vegetables using image analysis. Seed Science
and Technology 18: 103-112. Imaging techniques for carrot seeds Marchi & Cicero ing to the authors, this behavior was due to uniform
germination of the seeds which is related to the high
vigor of the same. The variable uniformity index (Table
4) shows non-significant coefficients with the other vigor
tests (p ≥ 0.05) throughout all 4 evaluation periods. This
can be attributed to similarity in physiological potential
of seed lots assessed in the present research work. Gomes Júnior, F.G.; Chamma, H.M.C.P.; Cicero, S.M. 2014. Automated image analysis of seedlings for vigor evaluation of
common bean seeds. Acta Scientiarum 36: 195-200. Hoffmaster, A.L.; Fujimura, K.; McDonald, M.B.; Bennett, M.A. 2003. An automated system for vigour testing three-day-old
soybean seedlings. Seed Science and Technology 31: 701-713. Hoffmaster, A.L.; Fujimura, K.; McDonald, M.B.; Bennett,
M.A.; Evans, A.F. 2005. The Ohio State University Seed Vigor
Imaging System (SVIS) for soybean and corn seedlings. Seed
Technology 27: 7-24. Other authors have successfully verified signifi
cant coefficients between computerized image analysis
results and those obtained by traditional vigor tests for
various species such as melon (Marcos Filho et al., 2006)
soybean (Marcos Filho et al., 2006), peanut (Marchi et
al., 2011) and bean (Gomes Júnior et al., 2009). How
ever, significant correlation values were not observed
for rapeseed (Tohildloo and Kruse, 2009) nor sunflower
seeds (Caldeira et al., 2014). Kikuti, A.L.P.; Marcos Filho, J. 2013. Seedling imaging analysis
and traditional tests to assess okra seed vigor. Journal of Seed
Science 35: 443-448. Maguire, J.D. 1962. Speed of germination-aid in selection and
evaluation for seedling emergence and vigor. Crop Science 2:
176-177. Marchi, J.L.; Cicero, S.M.; Gomes Junior, F.G. 2011. Using
computerized analysis of seedlings to evaluate the physiological
potential of peanut seeds treated with fungicide and insecticide. Revista Brasileira de Sementes 33: 652-662 (in Portuguese, with
abstract in English). Thus, with the results obtained in this research,
it was possible to conclude that data obtained with the
SVIS® software (vigor index and growth index), provided
similar results to the recommended vigor tests, provid
ing sensitivity in the evaluation of carrot seed vigor in a
shorter period of time and with less human interference. Marcos Filho, J.; Bennett, M.A.; McDonald, M.B.; Evans, A.F.;
Grassbaugh, E.M. 2006. Assessment of melon seed vigour by an
automated computer imaging system compared to traditional
procedures. Seed Science and Technology 34: 485-497. Sci. Agric. v.74, n.6, p.469-473, November/December 2017 Discussion In addition, the data from the correlation analysis
(Table 4) shows that the vigor index and the growth in
dex can be successfully used to access carrot seed vigor. Germination, germination velocity index, first count of
germination, seedling emergence, emergence velocity
index and accelerated ageing with saturated salt solu
tion (EA) presented significant coefficients (p < 0.01 and
0.01 ≤ p < 0.05) with the variables vigor index and the
growth index, generated by the SVIS® software, across all
4 evaluation periods, with few exceptions. Seedling image analysis permitted the identifica
tion of physiological differences between seed lots in all
evaluation periods. However, the vigor index and seedling
growth index enabled the separation of lots at 3 levels of
vigor, as did the traditional vigor tests, identifying lots 1
and 2 as having the highest performance, lots 6 and 7 with
the lowest, and the remaining lots as having intermedi
ate vigor between these levels. Using SVIS®, similar results
were obtained with seeds of other species, which present
ed an association between lots showing different vigor lev
els and the traditional vigor tests such as lettuce (Sako et
al., 2001), corn (Otoni and McDonald, 2005), melon (Mar
cos Filho et al., 2006) and bean (Gomes Júnior et al., 2014). However, uniformity of seedling development did
not differ between seed lots for all evaluation periods
(Table 3). Similar behavior was observed by Kikuti and
Marcos Filho (2013) and Marcos Filho et al., 2006 study
ing okra seeds and soybean seeds, respectively. Accord Sci. Agric. v.74, n.6, p.469-473, November/December 2017 473 References Caldeira, C.M.; Carvalho, M.L.M.; Oliveira, J.A.; Coelho,
S.V.B.; Kataoka, V.Y. 2014. Sunflower seed vigor determined
by computerized seedling analysis. Científica 42: 346-353 (in
Portuguese, with abstract in English). Sako, Y.; McDonald, M.B.; Fujimura, K.; Evans, A.F.; Bennett,
M.A. 2001. A system for automated seed vigour assessment. Seed Science and Technology 29: 625-636. Tohidloo, G.; Kruse, M. 2009. Development of an image analysis
aided seedling growth test for winter oilseed rape and
verification as a vigour test. Seed Science and Technology 37:
98-109. Chiquito, A.A.; Gomes Júnior, F.G.; Marcos Filho, J. 2012. Assessment of physiological potential of cucumber seeds using
the software seedling vigor imaging system (SVIS). Revista
Brasileira de Sementes 34: 255-263. Gomes Júnior, F.G.; Mondo, V.H.V.; McDonald, M.B.; Bennett,
M.A. 2009. Evaluation of priming effects on sweet corn seeds
by SVIS. Seed Technology Journal 33: 95-100.
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https://openalex.org/W4396545456
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https://link.springer.com/content/pdf/10.1007/s40544-023-0840-9.pdf
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English
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Core-rim structured MXene@SiO2 composites as oil-based additives for enhanced tribological properties
|
Friction
| 2,024
|
cc-by
| 7,908
|
Core-rim structured MXene@SiO2 composites as oil-based
additives for enhanced tribological properties Yuhong CUI1, Shenghua XUE1, Tiantian WANG1, Shujuan LIU1, Qian YE1,*, Feng ZHOU1,2,*, Weimin LIU1,2
1 State Key Laboratory of Solidification Processing, Center of Advanced Lubrication and Seal Materials, School of Materials Science
and Engineering, Northwestern Polytechnical University, Xi'an 710072, China
2 State Key Laboratory of Solid Lubrication, Lanzhou Institute of Chemical Physics, Chinese Academy of Sciences, Lanzhou 730000, China
Received: 08 August 2023 / Revised: 18 September 2023 / Accepted: 16 October 2023
© The author(s) 2023. Abstract: Herein, we have prepared SiO2 particles uploaded MXene nanosheets via in-situ hydrolysis of
tetraetholothosilicate. Due to the large number of groups at the edges of MXene, SiO2 grows at the edges first,
forming MXene@SiO2 composites with a unique core-rim structure. The tribological properties of MXene@SiO2
as lubricating additive in 500 SN are evaluated by SRV-5. The results show that MXene@SiO2 can reduce the
friction coefficient of 500 SN from 0.572 to 0.108, the wear volume is reduced by 73.7%, and the load capacity is
increased to 800 N. The superior lubricity of MXene@SiO2 is attributed to the synergistic effect of MXene and
SiO2. The rolling friction caused by SiO2 not only improves the bearing capacity but also increases the interlayer
distance of MXene, avoiding accumulation and making it more prone to interlayer slip. MXene@SiO2 is
adsorbed on the friction interface to form a physical adsorption film and isolate the friction pair. In addition,
the high temperature and high load induce the tribochemical reaction and form a chemical protection film
during in the friction process. Ultimately, the presence of these protective films results in MXene@SiO2 having
good lubricating properties. Keywords: Ti3C2Tx MXene; SiO2 nanoparticles; lubricating additives; protective film Keywords: Ti3C2Tx MXene; SiO2 nanoparticles; lubricating additives; protective film use of different nano-additives can improve the
lubrication effect and carrying capacity of the base oil
[8]. Therefore, it is particularly important to develop
a series of efficient and green oil-based lubricating
additives. ISSN 2223-7690
CN 10-1237/TH ISSN 2223-7690
CN 10-1237/TH Friction 12(8): 1728–1740 (2024)
https://doi.org/10.1007/s40544-023-0840-9 * Corresponding authors: Qian YE, E-mail: yeqian213@nwpu.edu.cn; Feng ZHOU, E-mail: zhouf@licp.cas.cn Yuhong CUI1, Shenghua XUE1, Tiantian WANG1, Shujuan LIU1, Qian YE1,*, Feng ZHOU1,2,*, Weimin LIU1,2
1 State Key Laboratory of Solidification Processing, Center of Advanced Lubrication and Seal Materials, School of Materials Science
and Engineering, Northwestern Polytechnical University, Xi'an 710072, China
2 State Key Laboratory of Solid Lubrication, Lanzhou Institute of Chemical Physics, Chinese Academy of Sciences, Lanzhou 730000, China
Received: 08 August 2023 / Revised: 18 September 2023 / Accepted: 16 October 2023
© The author(s) 2023. 2.1 Materials TEOS (>99%) was obtained from Shanghai Aladdin
Biochemical Technology Co., Ltd. Hydrochloric acid
(HCl) and ethyl alcohol absolute were purchased from
Sinopharm Chemical Reagent Beijing Co., Ltd. Lithium
fluoride (LiF) and ammonium hydroxide (NH3·H2O)
were provided by Energy Chemical. Ti3AlC2 MAX
came from Jinzhou Haixin Metal Materials Co., Ltd. All reagents are of analytical grade and can be used
directly without further purification. In addition to 2D materials, spherical nanoparticles
are also widely used as high-performance additives,
such as copper nanoparticles [25], liquid metals [26],
carbon nanospheres [27], etc. SiO2 is a lubricating
material with excellent mechanical properties due
to its high hardness and thermal stability. The
approximately spherical SiO2 can be used as a rolling
bearing to roll into the high-pressure contact area
of the friction pair, thereby improving the extreme
pressure characteristics of the lubricating oil. In
addition, the surface of nano SiO2 particles contains
a large amount of hydroxyl groups and unsaturated
residual bonds, which can form a solid adsorption
film on the surface of the friction pair, significantly
improving the anti-friction and anti-wear performance
of the lubricating oil [28, 29]. For example, Peng et al. [30] studied the effect of different sizes of SiO2 on the
tribological properties of liquid paraffin. It was found
that the smaller the size, the greater the load-bearing
capacity and wear resistance of liquid paraffin. 1 Introduction The ideal
combination of MXene and HS produced synergistic
lubrication effects through physical interactions and
tribochemical reactions. properties of MXene can be traced to their unique
layered structure with weak van der Waals forces
between layers, which provide a fairly low shear
strength for layering [18, 19]. In addition, 2D MXene
is prone to adhesion to different surfaces, passivating
the contact points and forming a beneficial protective
film. However, the most common drawback of 2D
MXene as lubricating materials is their inability to
work under high contact pressure and sliding
speed [20, 21]. In addition, when MXene is used as a
lubricating additive in base oil, the hydrophilic groups
on the polar surface limit their dispersion stability and
cause aggregation in non-polar media. Fortunately,
the lipophilicity can be adjusted by functionalization
and recombination through the rich functional groups
on the surface of MXene [22]. For example, Guo et al. [23] used poly [2-(Perfluorooctyl) ethyl methacrylate)]
to modify the MXene and as a lubricant additive, the
fluorinated MXene significantly improved the friction
reduction and wear resistance of perfluoropolyether. Zhou et al. [24] successfully prepared MXene/HS
composites with self-dispersion ability in polyalphaolefin
(PAO) 10 through hydrothermal reaction. The ideal
combination of MXene and HS produced synergistic
lubrication effects through physical interactions and
tribochemical reactions. Razavi et al. [31] found that adding SiO2 nanoparticles
to lithium-based lubricating grease can increase the
stiffness of the oil film, reduce direct contact of the
friction surface, and improve the tribological and
rheological properties of lubricating grease. In this work, a novel layered MXene@SiO2
nanocomposite was prepared by in-situ growing SiO2
nanoparticles on MXene nanosheets through controlled
hydrolysis of tetraethylorthosilicate (TEOS). Due to
the large number of functional groups at the edge
of MXene, SiO2 first grew at the edge of MXene
to maintain structural stability, forming a unique
non-uniform core-rim structure. The structure evolution
and tribological properties of MXene@SiO2 with
different SiO2 loadings in base oil 500 SN were
investigated, and the lubrication mechanism was also
discussed in-detail. 1 Introduction Friction, as one of the most common phenomena,
often occurs on the surfaces of two objects with
relative motion. Although friction plays a positive role
in situations such as vehicle movement and human
walking, the energy loss caused by friction is inevitable
[1–3]. According to statistics, energy losses caused by
friction and wear account for about one-third of
global energy consumption [4]. To solve this problem,
the liquid lubricants have been applied to various
mechanical equipment to reduce direct contact between
solids, resulting in low friction and low wear [5]. However, the performance of traditional base oils has
always been limited, resulting in poor lubrication
performance and low film forming ability [6, 7]. The Over the past two decades, various two-dimensional
(2D) materials have been used in tribological research,
including MoS2 [9], black phosphorus [10], and
graphene and its derivatives [11, 12], etc. Since
Gogotsi et al. found MXene in 2011, the family of 2D
nanomaterials has been significantly expanded, and
broken new ground in tribology [13]. The chemical
formula of MXene is Mn+1XnTx (n = 1, 2, 3, 4), where
M represents the transition metal (Ti, Nb, Mo, etc.),
X represents the C or N element, and Tx represents the
end functional group [14–17]. The excellent tribological Friction 12(8): 1728–1740 (2024) 1729 properties of MXene can be traced to their unique
layered structure with weak van der Waals forces
between layers, which provide a fairly low shear
strength for layering [18, 19]. In addition, 2D MXene
is prone to adhesion to different surfaces, passivating
the contact points and forming a beneficial protective
film. However, the most common drawback of 2D
MXene as lubricating materials is their inability to
work under high contact pressure and sliding
speed [20, 21]. In addition, when MXene is used as a
lubricating additive in base oil, the hydrophilic groups
on the polar surface limit their dispersion stability and
cause aggregation in non-polar media. Fortunately,
the lipophilicity can be adjusted by functionalization
and recombination through the rich functional groups
on the surface of MXene [22]. For example, Guo et al. [23] used poly [2-(Perfluorooctyl) ethyl methacrylate)]
to modify the MXene and as a lubricant additive, the
fluorinated MXene significantly improved the friction
reduction and wear resistance of perfluoropolyether. Zhou et al. [24] successfully prepared MXene/HS
composites with self-dispersion ability in polyalphaolefin
(PAO) 10 through hydrothermal reaction. 2.3 Preparation of MXene@SiO2 composites SiO2 nanoparticles were in-situ grown on MXene
nanosheets by hydrolysis of TEOS [33]. Typically,
10 mL of MXene nanosheet dispersion was added
to a mixture of 100 mL ethanol and water (1:1) and
stirred for 30 min. Then, 6 mL NH3·H2O was added
into the above solution, and TEOS with different
weights were slowly dropped into the solution,
and stirred at room temperature for 6 h to obtain
MXene@SiO2 composites with different SiO2 loadings. After the reaction, in order to remove the residual
solvent, the product was centrifuged and washed
with deionized water. Finally, MXene@SiO2 composite
materials were collected by freeze-drying method. The products with TEOS additions of 0.2, 0.4, and
0.6 mL were named MXene@SiO2-1, MXene@SiO2-2,
and MXene@SiO2-3, respectively. 2.2 Fabrication of single layer or few layer MXene
nanosheets Based on our previous work, single-layer or few-layer
dispersions of Ti3C2Tx MXene nanosheets were
prepared [32]. First, 1 g of LiF and 20 mL of HCl (9 M)
were magnetically stirred in a reaction vessel of
polytetrafluoroethylene for 10 min to form a uniform
solution. Then, 1 g of Ti3AlC2 MAX powder was
slowly added to the mixture and magnetically stirred
at 35 °C for 24 h. After the reaction, the mixture was
washed by centrifugation using deionized water. First,
the solution was washed several times by centrifugation
at 4,000 rpm until the upper solution turned black. Then increased the speed to 8,000 rpm, continue www.Springer.com/journal/40544 | Friction www.Springer.com/journal/40544 | Friction 1730 Friction 12(8): 1728–1740 (2024) tester (SRV-5). The friction pair consists of a steel ball
and a steel disc. The ball (ø 10 mm, hardness: 60 ± 2
HRC, mean roughness: 20 nm) and disc (ø 24 mm ×
7.9 mm, hardness: 62 ± 2 HRC) were all made of AISI
52100 steel. Variable load test: under the conditions
of amplitude of 1 mm, temperature of 50 °C, and
frequency of 25 Hz, the load started at 50 N and
increased by 50 N every 5 min. Frequency conversion
test: under the condition of amplitude of 1 mm,
temperature of 50 °C and load of 150 N. The frequency
increased from 5 to 50 Hz, increasing by 5 Hz every
5 min. Variable temperature test: under the condition
of amplitude of 1 mm, frequency of 25 Hz and load
of 150 N. The temperature rose from 40 to 120 °C,
increasing by 10 °C every 5 min. centrifugal washing, and finally increased the speed
to 10,000 rpm, continue centrifugal washing until
the upper solution turned black and viscous. After
centrifugation, the upper layer solution was taken
for ultrasonic treatment, and the MXene nanosheets
separated from the upper layer were collected by
centrifugation. 3 Results and discussion The preparation process of MXene@SiO2 composites
was shown in Scheme 1. Ti3C2Tx MXene nanosheets
were obtained by selective removal of the Al atomic
layer from Ti3AlC2 MAX by in-situ formation of HF
etching from a mixed HCl–LiF solution. Afterwards,
2D MXene with single or fewer layers can be obtained
by ultrasonication. The H, O, and F atoms in the
etching medium bond with the surface unsaturated
Ti atoms, forming surface end groups such as –OH,
–O, or –F on the surface of MXene, resulting in the
final formation of MXene materials with mixed groups
on the surface. As shown in Figs. 1(a)–1(d), due to
the high number of functional groups at the edge
of MXene, it provided a large number of nucleation
sites for TEOS hydrolysis. Therefore, when a small
amount of TEOS was added, SiO2 preferentially grew
at the edge of the MXene layer, forming a unique
core-rim structure. As TEOS increased, SiO2 gradually
diffused from the edge of the MXene to the surface. | https://mc03.manuscriptcentral.com/friction 2.4 Characterization Morphological characteristics of MXene, MXene@SiO2-1,
MXene@SiO2-2, and MXene@SiO2-3 were characterized
by transmission electron microscope (TEM, Talos
F200X) and scanning electron microscopy (SEM,
Tescan Clara GMH). Fourier infrared spectra (FTIR,
Bruker, TENSOR II) was used to measure the
surface functional groups of different samples. X-ray diffraction (XRD, Thermo Scientific 7000)
patterns were conducted in the range of 5°–90°, and
the scanning speed was 5°/min. X-ray photoelectron
spectroscopy (XPS, PHI 5000 VersaProbe III) were
used to analyze the surface chemical state. The full
XPS spectrum range was 0–1,100 eV and the step size
was 1 eV. For the narrow spectrum, each element was
scanned 5 times and cycled twice, and the step size
was 0.125 eV. Using three-dimensional (3D) surface
profiler to observe the wear status of scratches. The morphologies of different samples were
observed by SEM and TEM. The original precursor
of Ti3AlC2 MAX was an irregularly layered bulk
material (Fig. S1 in the Electronic Supplementary
Material (ESM)) [34]. MXene nanosheets were obtained
by sonication after removing the Al layer with HCl–LiF
solution (Fig. 1(e)). The TEM image in Fig. 1(i) showed
the transparent state of MXene, which indicated that
the prepared MXene had a monolayer or few-layer The tribological properties of different additives
were studied using a micro-action friction and wear 1731 Friction 12(8): 1728–1740 (2024) Scheme 1 Schematic diagram of the preparation process of MXene@SiO2. Fig. 1 (a–d) Structural changes of MXene@SiO2 with different levels of TEOS. SEM and TEM images of (e, i) M
(f, j) MXene@SiO2-1, (g, k) MXene@SiO2-2, and (h, l) MXene@SiO2-3. High angle annular dark field (HAADF) images and e
mapping analysis of Ti and Si of (m) MXene@SiO2-1, (n) MXene@SiO2-2, and (o) MXene@SiO2-3. Scheme 1 Schematic diagram of the preparation process of MXene@SiO2. Scheme 1 Schematic diagram of the preparation process of MXene@SiO2. Fig. 1 (a–d) Structural changes of MXene@SiO2 with different levels of TEOS. SEM and TEM images of (e, i
(f, j) MXene@SiO2-1, (g, k) MXene@SiO2-2, and (h, l) MXene@SiO2-3. High angle annular dark field (HAADF) images a
mapping analysis of Ti and Si of (m) MXene@SiO2-1, (n) MXene@SiO2-2, and (o) MXene@SiO2-3. Fig. 1 (a–d) Structural changes of MXene@SiO2 with different levels of TEOS. SEM and TEM images of (e, i) MXene,
(f, j) MXene@SiO2-1, (g, k) MXene@SiO2-2, and (h, l) MXene@SiO2-3. 2.4 Characterization High angle annular dark field (HAADF) images and element
mapping analysis of Ti and Si of (m) MXene@SiO2-1, (n) MXene@SiO2-2, and (o) MXene@SiO2-3. www.Springer.com/journal/40544 | Friction 1732 Friction 12(8): 1728–1740 (2024) structure. The hexagonal crystal structure of MXene
was confirmed by selected area electron diffraction
[35]. Figures 1(f)–1(h) showed the SEM images of
MXene@SiO2-1, MXene@SiO2-2, and MXene@SiO2-3
at TEOS addition amounts of 0.2, 0.4, and 0.6 mL. It can be seen that all samples maintained a lamellar
structure. As can be seen from the TEM images, the
edges of MXene@SiO2-1 and MXene@SiO2-2 were
covered with particles and became rough when a
small amount of TEOS was added, which indicated
that SiO2 nanoparticles first grew at the edge of the
MXene nanosheets (Figs. 1(j) and 1(k)). The elemental
mapping analysis in Fig. S2 in the ESM determined
the elemental composition of MXene@SiO2, including
Si, Ti, O, and C elements. Meanwhile, the Ti element
was surrounded by Si element, which proved its
unique core-rim structure (Figs. 1(m) and 1(n)). Compared with MXene@SiO2-1 and MXene@SiO2-2,
the SiO2 nanoparticles in MXene@SiO2-3 were uniformly
distributed on the edge and surface of the MXene
and their sizes gradually increased. near 3,451.4 cm-1 corresponding to the stretching
vibration of –OH. The peaks at 1,626.2 and 561.2 cm-1
were due to C=C and Ti–O bonds, respectively. In
addition, the peaks of MXene@SiO2 at 1,089.4 and
466.7 cm-1 were caused by asymmetric or bending
vibrations of Si–O–Si and tensile vibrations of Si–O
[36, 37]. As the loading amount of SiO2 increased, the
peak value of Si–O and Si–O–Si bonds became larger
and larger. Figure 2(b) showed the XRD patterns of
the different samples, from which it can be seen
that all the samples had a distinct characteristic peak
below 10°, corresponding to the (002) crystal plane of
MXene. After loading SiO2, the position of the (002)
peak was gradually shifted to a smaller angle, which
was manifested as an increase in the interlayer spacing
[38]. The surface chemical states of the MXene@SiO2
composites were further explored by XPS spectroscopy. As shown in Fig. 2(c), the XPS full spectra of
MXene@SiO2-1, MXene@SiO2-2, and MXene@SiO2-3
showed the appearance of additional Si 2p peaks
compared to MXene, which indicated the successful
complexation of MXene with SiO2. In Figs. | https://mc03.manuscriptcentral.com/friction 2.4 Characterization At the same time, the stroke of the steel ball
on the steel plate increased sharply, and after reaching
stability, the stroke remained at 1 mm (Fig. S6 in the
ESM). The COF curves of MXene and MXene@SiO2-1
were similar, with a sudden surge at the end of
preloading, but compared to 500 SN, the average
COF decreased from 0.180 to 0.140 and 0.141. This
was because when the amount of TEOS added
was relatively small, only a small amount of SiO2
nanoparticles were present at the edge of MXene. Although it improved the lipophilicity of MXene to
some extent, due to its small size and insufficient
quantity, MXene still exhibited partial stacking
phenomenon. In contrast, MXene@SiO2-2 showed
good friction reduction performance, not only avoiding
friction peaks, but also maintaining a stable COF
during operation, with an average COF of 0.108. The
addition of MXene@SiO2-3 also avoided the initial
friction peak, but the average COF rose to 0.127
compared to MXene@SiO2-2. This implied that too
little or too much SiO2 is not conducive to improving
lubrication performance (Fig. 3(c)). As shown in Fig. S4 in the ESM, the dispersion
stability of MXene, MXene@SiO2-1, MXene@SiO2-2,
and MXene@SiO2-3 in 500 SN were investigated. First,
Ti3C2Tx MXene, MXene@SiO2-1, MXene@ SiO2-2, and
MXene@SiO2-3 were fully dispersed in the base oil
500 SN through ultrasonic treatment to obtain a stable
black mixture, and the concentration of all mixtures
was 2.4 wt%. After that, the samples were left to stand
to observe the precipitation state. From Fig. S4 in the
ESM, we can see that after ultrasonic treatment, all
additives can be dispersed in 500 SN to form a uniform
mixture. When the samples were left for five days,
the color of the upper solution became lighter,
indicating that all samples had a small amount of
precipitation. After eight days, the upper solution in
500 SN containing MXene turned yellow and a large
amount of precipitation appeared, which was due
to the large number of hydrophilic groups on the
surface of MXene. Compared with MXene@SiO2-1 and
MXene@SiO2-2, 500 SN containing MXene@SiO2-3
had more precipitation. This showed that excessive
SiO2 will increase the weight of MXene nanosheets,
and appropriate SiO2 will occupy part of the
hydrophilic groups on the surface of MXene, resulting
in an increase in lipophilicity. 2.4 Characterization 2(d) and
2(e), the gray line with circle icon represented the
raw measured data, the red line represented the peak
fitted data, and the areas filled with different colors The surface functional groups of MXene,
MXene@SiO2-1, MXene@SiO2-2, and MXene@SiO2-3
were measured by FTIR spectroscopy, and the results
were shown in Fig. 2(a). All samples showed a peak Fig. 2 (a) FTIR spectra, (b) XRD patterns, and (c) XPS full spectra of MXene, MXene@SiO2-1, MXene@SiO2-2, and MXene@SiO2-3. High-resolution XPS spectra of MXene@SiO2-2: (d) Ti 2p, (e) O 1s, and (f) Si 2p. Fig. 2 (a) FTIR spectra, (b) XRD patterns, and (c) XPS full spectra of MXene, MXene@SiO2-1, MXene@SiO2-2, and MXene@SiO2-3. High-resolution XPS spectra of MXene@SiO2-2: (d) Ti 2p, (e) O 1s, and (f) Si 2p. | https://mc03.manuscriptcentral.com/friction | https://mc03.manuscriptcentral.com/friction 1733 Friction 12(8): 1728–1740 (2024) in the concentration range of 1.2 wt%–2.8 wt%. As
shown in Fig. 3(a), when the concentration was too
low or high, the COF stabilized and tended to a
straight line at the beginning of the friction, whereas
the COF gradually rose in the later part of the run,
and the average COF reached the lowest value at
2.4 wt% (Fig. S5 in the ESM). This was because when
the concentration was too low, a continuous and
stable protective film cannot be formed, while when
the concentration was too high, excessive sample
deposition prevented the formation of a friction film
and increased wear on the contact surfaces [41, 42]. To
further compare the tribological properties of MXene,
MXene@SiO2-1, MXene@SiO2-2, and MXene@SiO2-3,
the COF versus over time were measured at a
concentration of 2.4 wt% (Fig. 3(b)). The COF of
the base oil 500 SN sharply increased within 100 s,
generated a large friction noise and seizing failure
occurred. At the same time, the stroke of the steel ball
on the steel plate increased sharply, and after reaching
stability, the stroke remained at 1 mm (Fig. S6 in the
ESM). The COF curves of MXene and MXene@SiO2-1
were similar, with a sudden surge at the end of
preloading, but compared to 500 SN, the average
COF decreased from 0.180 to 0.140 and 0.141. This
was because when the amount of TEOS added
was relatively small, only a small amount of SiO2
nanoparticles were present at the edge of MXene. 2.4 Characterization Although it improved the lipophilicity of MXene to
some extent, due to its small size and insufficient
quantity, MXene still exhibited partial stacking
phenomenon. In contrast, MXene@SiO2-2 showed
good friction reduction performance, not only avoiding
friction peaks, but also maintaining a stable COF
during operation, with an average COF of 0.108. The
addition of MXene@SiO2-3 also avoided the initial
friction peak, but the average COF rose to 0.127
compared to MXene@SiO2-2. This implied that too
little or too much SiO2 is not conducive to improving
lubrication performance (Fig. 3(c)). Figures 3(d)–3(f) compared the lubrication
performance of different samples under extreme represented different peak information. The high-
resolution Ti 2p spectrum of MXene@SiO2-2 can
accumulate five characteristic peaks corresponding to
C–Ti (457.8 eV), Ti 2p3/2 (459.1 eV), Ti–O (461.5 eV),
and Ti 2p1/2 (463.9 eV) (Fig. 2(d)). In the O 1s spectrum,
the peaks located at 527.6, 530.5, 531.3, and 532.1 eV
were caused by lattice O, Ti–O, C–Ti–(OH)x, and
Si–O, respectively (Fig. 2(e)). The peaks at 101.5 and
102.1 eV in the high-resolution Si 2p spectrum were
attributed to Si–C and Si–O (Fig. 2(f)). As shown
in Fig. S3 in the ESM, the peak of C 1 s spectrum
consisted of C–Ti (281.9 eV), C–C (284.6 eV), C–OH
(286.1 eV), and C=O bonds (288.4 eV) [39, 40]. in the concentration range of 1.2 wt%–2.8 wt%. As
shown in Fig. 3(a), when the concentration was too
low or high, the COF stabilized and tended to a
straight line at the beginning of the friction, whereas
the COF gradually rose in the later part of the run,
and the average COF reached the lowest value at
2.4 wt% (Fig. S5 in the ESM). This was because when
the concentration was too low, a continuous and
stable protective film cannot be formed, while when
the concentration was too high, excessive sample
deposition prevented the formation of a friction film
and increased wear on the contact surfaces [41, 42]. To
further compare the tribological properties of MXene,
MXene@SiO2-1, MXene@SiO2-2, and MXene@SiO2-3,
the COF versus over time were measured at a
concentration of 2.4 wt% (Fig. 3(b)). The COF of
the base oil 500 SN sharply increased within 100 s,
generated a large friction noise and seizing failure
occurred. 2.4 Characterization The coefficient of friction (COF) and wear volume
were used to evaluate the anti-friction and anti-wear
performance of different samples. The COF curves of
all samples over time were measured using SRV-5,
and the results were shown in Fig. 3. The concentration
of additives significantly affected the lubrication
performance of lubricating oil. Therefore, we measured
the COF of MXene@SiO2-2 at 150 N, 25 Hz, and 50 °C Figures 3(d)–3(f) compared the lubrication
performance of different samples under extreme
conditions. Figure 3(d) showed lubrication failure of
base oil 500 SN at 100 N. The addition of MXene and
MXene@SiO2-1 can increase the carrying capacity of
500 SN to 200 N. This indicated that when there were www.Springer.com/journal/40544 | Friction Friction 12(8): 1728–1740 (2024) 1734 Fig. 3 (a) COF curves of MXene@SiO2-2 at different concentrations. (b) COF curves and (c) average COF of 500 SN, MXene,
MXene@SiO2-1, MXene@SiO2-2, and MXene@SiO2-3 (2.4 wt%). COF curves of all additives with the change of (d) load, (e) frequency,
and (f) temperature. Fig. 3 (a) COF curves of MXene@SiO2-2 at different concentrations. (b) COF curves and (c) average COF of 500 SN, MXene,
MXene@SiO2-1, MXene@SiO2-2, and MXene@SiO2-3 (2.4 wt%). COF curves of all additives with the change of (d) load, (e) frequency,
and (f) temperature. of friction reduction, at a concentration of 2.4 wt%,
the wear depth and wear volume of MXene@SiO2-2
were the smallest (Figs. S7–S9 in the ESM). Figure 4
compared the morphology of wear and scratch marks
after lubricated by 500 SN, MXene, MXene@SiO2-1,
MXene@SiO2-2, and MXene@SiO2-3. The wear scratches
after lubricated by 500 SN showed wide and deep
grooves, and the maximum wear depth was 2.357 μm. The corresponding SEM images clearly showed a
large number of grooves and uneven particles on the
worn surface. These uneven particles further accelerated
the wear of the interface (Figs. 4(a1)–4(a4)). As shown
in Figs. 4(b1)–4(b4), after adding MXene to 500 SN,
the wear depth decreased to 2.095 μm. However,
SEM images showed that there were still quite a
few grooves on the surface. The addition of
MXene@SiO2-1 slightly increased the wear depth, but
the grooves on the wear surface became shallower
(Figs. 4(c1)–4(c4)). | https://mc03.manuscriptcentral.com/friction 2.4 Characterization Compared with 500 SN, the addition
of MXene@SiO2-2 resulted in a significant reduction
in the wear width and wear depth, with the maximum
wear depth decreasing to 1.098 μm, while the wear
surface became relatively smooth, with very few and
shallow grooves appearing (Figs. 4(d1)–4(d4)). After fewer SiO2 particles, it was difficult to form a friction
film that supported the load, so the load resistance
will not be significantly improved. The load carrying
capacity of 500 SN reached 800 N with the addition
of MXene@SiO2-2. While with the addition of
MXene@SiO2-3, the load carrying capacity dropped
to 400 N. This indicated that appropriate SiO2 can
serve as a rolling bearing to form a protective film
that can support the load to compensate for the low
loading capacity of MXene. When SiO2 was excessive
or large in size, it was not conducive to continuous
entry into the contact area of the friction pair, resulting
in a decrease in load carrying capacity. In different
frequency and temperature tests, MXene@SiO2-2
also exhibited the best tribological performance, with
the lowest COF and maintaining stability (Figs. 3(e)
and 3(f)). This showed that MXene@SiO2-2 can adapt
to heavy-duty, high-speed, and high-temperature
operating conditions and maintain excellent lubrication
performance. In order to further evaluate the wear resistance of
different samples, the wear scratches on the lower
disk of the friction pair were characterized by 3D
profilometer and SEM. Consistent with the results Friction 12(8): 1728–1740 (2024) 1735 Fig. 4 3D images, wear depth, and SEM images on the wear scar of the disk lubricated by (a1–a4) 500 SN, (b1–b4) MXene,
(c1–c4) MXene@SiO2-1, (d1–d4) MXene@SiO2-2, and (e1–e4) MXene@SiO2-3. Fig. 4 3D images, wear depth, and SEM images on the wear scar of the disk lubricated by (a1–a4) 500 SN, (b1–b4) MXene,
(c1–c4) MXene@SiO2-1, (d1–d4) MXene@SiO2-2, and (e1–e4) MXene@SiO2-3. and 57.1%. Loading appropriate SiO2 can significantly
improve the wear resistance of the sample. Compared
with 500 SN, after adding MXene@SiO2-2, the wear
volume decreased to 1.41×105 μm3, reduced by 73.7%. Figure 5(b) summarized the friction reduction and
anti-wear properties of all the samples, and
MXene@SiO2-2 outperformed the other samples in all
the evaluated metrics (average COF, loading capacity,
wear volume, and wear depth), reflecting the
superiority of its tribological properties. adding MXene@SiO2-3, the maximum wear depth
decreased to 1.382 μm and grooves still appeared on
the wear surface (Figs. 4(e1)–4(e4)). 2.4 Characterization In addition, the
element mapping analysis of the worn surface after
MXene@SiO2-2 lubrication was shown in Fig. S10 in
the ESM. C, Ti, Si, O, and Fe elements were uniformly
distributed on the worn surface. This indicated that
appropriate interaction between SiO2 and MXene can
easily form a friction film on the contact surface of
steel, promoting sliding by reducing friction, thereby
reducing wear trajectory [43]. XPS spectra of wear surface after MXene@SiO2-2
lubrication was investigated to further analyze the
chemical composition of the friction protection film
and the lubrication process. The full XPS spectrum of
Fig. 6(a) showed not only major Fe and O elements,
but also the presence of Ti, C, and Si elements, which
was consistent with the results of elemental mapping
analysis in Fig. S10 in the ESM. As shown in Fig. 6(b),
two characteristic peaks of Fe3O4 and Fe2O3 can be The wear volume of the lower disk of the friction
pair after lubrication of different samples was shown
in Fig. 5(a). The wear volume after base oil lubrication
was as high as 5.36×105 μm3. With the addition of
MXene, the wear volume dropped to 3.01×105 μm3,
reduced by 43.8%. When loading a small or excessive
amount of SiO2, the wear volume after MXene@SiO2-1
and MXene@SiO2-3 lubrication was decreased by 44.7% www.Springer.com/journal/40544 | Friction Friction 12(8): 1728–1740 (2024) 1736 Fig. 5 (a) Wear volume of wear scar on lower disk lubricated by 500 SN, MXene, MXene@SiO2-1, MXene@SiO2-2, and
MXene@SiO2-3. (b) Comparison of tribological properties of different samples. Fig. 5 (a) Wear volume of wear scar on lower disk lubricated by 500 SN, MXene, MXene@SiO2-1, MXene@SiO2-2, and
MXene@SiO2-3. (b) Comparison of tribological properties of different samples. Fig. 6 (a) XPS full spectrum and high-resolution XPS spectra of (b) Fe 2p, (c) O 1s, (d) Ti 2p, (e) C 1s, and (f) Si 2p on the wear scar
of the disk. Fig. 6 (a) XPS full spectrum and high-resolution XPS spectra of (b) Fe 2p, (c) O 1s, (d) Ti 2p, (e) C 1s, and (f) Si 2p on the wear scar
of the disk. The C1s peak was composed of C–C, C–OH, and
C=O bonds (Fig. 6(e)). The peaks of Si 2p at 101.4 and
102.2 eV were caused by Si–C and Si–O (Fig. 6(f)) [43,
44]. 2.4 Characterization Therefore, it can be inferred from the above XPS
analysis that MXene@SiO2 can be deposited on the
wear surface to form a physical adsorbed film. Due
to the high load and high temperature at the sliding
interface, MXene@SiO2 induced frictional chemical
reaction, forming a chemical protective film mainly
composed of TiO2, Fe2O3, and Fe3O4. The physical
and chemical film adsorbed on the worn surface and fitted in the Fe 2p peak, which indicated that part of
the Fe element was oxidized during the friction
process. In the O 1s spectrum, the peaks located at
530.2, 531.9, and 532.6 eV were attributed to Ti–O,
Si–O, and Fe–O bonds, respectively. The Fe–O bond
corresponded to the oxide of Fe in Fe 2p, and the
Ti–O and Si–O peaks originated from MXene and
SiO2, respectively (Fig. 6(c)). The XPS spectrum of Ti
2p in Fig. 6(d) consisted of four characteristic peaks,
corresponding to Ti–O (457.9 eV), Ti2+ (458.8 eV), Ti
2p1/2 (463.7 eV), and TiO2-xFx (464.9 eV), respectively. | https://mc03.manuscriptcentral.com/friction Friction 12(8): 1728–1740 (2024) 1737 played an effective protective role on the friction
interface [45]. 4 Conclusions In this work, SiO2 modified MXene nanocomposite
materials were synthesized via a simple self-growth
method. The growth position of SiO2 can be controlled
by controlling the addition of tetraethylorthosilicate
(TEOS), resulting in the formation of MXene@SiO2
composites with a unique non-uniform core-rim
structure. The prepared MXene@SiO2 had good
dispersion stability in base oil 500 SN and thus exhibited
excellent tribological properties. When added at a
concentration of 2.4 wt%, the coefficient of friction
(COF) of 500 SN reduced from 0.572 to 0.108, the
wear volume decreased from 5.36×105 to 1.41×105 μm3,
and the load capacity increased to 800 N. Its excellent
tribological properties were due to the synergistic
effect of MXene and SiO2. The laminar structure of
MXene facilitated interlayer slip during friction, and
the spherical structure of SiO2 can be used as a rolling
bearing to enhance the load carrying capacity. In
addition, the good dispersion stability of MXene@SiO2
ensured a continuous supply of samples to form
a stable and continuous protection film to isolate
the contact surface of the friction partner. This
study enriched the application of MXene-based
nanocomposites as lubrication additives and had
great potential in mechanical lubrication system. The lubrication mechanism of MXene@SiO2 as an
additive in 500 SN was shown in Scheme 2. Because
SiO2 improved the lipophilicity of MXene, MXene@SiO2
had good dispersion stability in the base oil 500 SN. Therefore, in the process of friction, MXene@SiO2 can
enter the contact area of the friction pair with the
flow of the base oil and adsorbed on the wear surface. Under the bidirectional action of pressure and shear
force, SiO2 widened the interlayer distance between
MXene nanosheets, making it more prone to interlayer
slip and fully utilizing the interlayer shear mechanism. SiO2 with high hardness and thermal stability can be
rolled into the high-pressure contact area as a rolling
bearing to enhance bearing capacity. In addition,
MXene@SiO2 broke into smaller fragments to fill in
the pits and valleys of the friction vice, smoothing
the contact surface and acting as a repair. In the
rapid reciprocating operation during friction, the high
temperature and high load induced friction chemical
reaction to occur, forming a chemical reaction film
dominated by Fe oxide and Ti oxide to improve the
interaction at the interface. In summary, the good
lubricating properties of MXene@SiO2 were attributed
to the effect of synergistic lubrication. Scheme 2 Anti-friction and anti-wear mechanism of MXene@SiO2 composites. Declaration of competing interest [5] Zhai W Z, Zhou K. Nanomaterials in superlubricity. Adv
Funct Materials 29(28): 1806395 (2019) The authors have no competing interests to declare
that are relevant to the content of this article. The
authors Feng ZHOU and Weimin LIU are the Editorial
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Commons Attribution 4.0 International License, which
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her master degree from Northwestern
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Advanced Lubrication and Seal Materials at School
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at
Northwestern
Polytechnical
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and got his Ph.D. degree in organic
chemistry at Lanzhou University the
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Engineering, 2013, and one National Award for
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enhanced tribological properties. Tribol Lett 70(2): 1–13
(2022) [36] Gong K L, Yin L, Shi C L, Qian X D, Zhou K Q. Dual
char-forming strategy driven MXene-based fire-proofing
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of groove-textured surfaces with Sn-Ag–Cu and MXene–Ti3C2
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107099 (2021) [37] Hui X B, Zhao R Z, Zhang P, Li C X, Wang C X, Yin L W. Low-temperature reduction strategy synthesized Si/Ti3C2
MXene composite anodes for high-performance Li-ion
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M. Dialkyl dithiophosphate-functionalized gallium-based
liquid-metal nanodroplets as lubricant additives for antiwear
and friction reduction. ACS Appl Nano Mater 3(10): 10115–
10122 (2020) [38] Wei H W, Dong J D, Fang X J, Zheng W H, Sun Y T,
Qian Y, Jiang Z X, Huang Y D. Ti3C2Tx MXene/polyaniline
(PANI) sandwich intercalation structure composites constructed
for microwave absorption. Compos Sci Technol 169: 52–59
(2019) www.Springer.com/journal/40544 | Friction 1740 Friction 12(8): 1728–1740 (2024) [39] Zhang Y Y, Chen P, Wang Q Y, Wang Q A, Zhu K, Ye K,
Wang G L, Cao D X, Yan J, Zhang Q A. High-capacity and
kinetically accelerated lithium storage in MoO3 enabled by
oxygen vacancies and heterostructure. Adv Energy Mater
11(31): 2101712 (2021) [42] Xie H J, Wang Y X, Wang P, Liu S J, Ye Q, Liu W M. Poly(tannic acid)-functionalized onion-like carbon nanoparticles
derived from candle soot serving as potent lubricant additives. | https://mc03.manuscriptcentral.com/friction References He serves as an
editorial board member of Tribology International,
Journal of Fiber Bioengineering and Informatics, and
Friction, etc. Feng ZHOU. He is a full professor
in Lanzhou Institute of Chemical
Physics, Chinese Academy of
Sciences, China, and the director
of State Key Laboratory of Solid
Lubrication. He gained his Ph.D. degree in 2004 and spent three
years (2005–2008) in the Department of Chemistry,
University of Cambridge as a research associate. He has published more than 300 journal papers
that received more than 25,000 citations and has | https://mc03.manuscriptcentral.com/friction
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Consumers’ Perceptions and Attitudes toward Products Preventing Microfiber Pollution in Aquatic Environments as a Result of the Domestic Washing of Synthetic Clothes
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Sustainability
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Article Article Received: 30 January 2020; Accepted: 11 March 2020; Published: 13 March 2020 Abstract:
Microfibers released by synthetic clothes have a significant negative effect on the
environment. Several solutions have been proposed and evaluated for their effectiveness, but
studies have failed to address the human-centered aspects of these products. In this research, the
possibilities and needs from a consumer perspective for a new filtering system for domestic washing
machines were examined. First, a quantitative (questionnaire) and a qualitative (interviews and
observations) exploration were done to understand the desired requirements from a user perspective. Next, the acceptance of various existing solutions for microfiber catching was investigated. To verify
these requirements, a new concept was designed and evaluated with a questionnaire. The results
were analyzed using descriptive statistics. It can be concluded that the problem of microfibers is
not well known, and the impact of people’s washing behavior is underestimated. Since microfibers
are almost invisible, the effectiveness needed to be proven. Effectiveness is seen as the most
important characteristic of a product that captures microfibers, followed by durability. Both factors
ensure long-term usage. However, changing washing habits is not evident, and usage should be
straightforward and user-friendly to save time, especially considering the new cleaning actions, which
should be clear and unambiguous. Abstract:
Microfibers released by synthetic clothes have a significant negative effect on the
environment. Several solutions have been proposed and evaluated for their effectiveness, but
studies have failed to address the human-centered aspects of these products. In this research, the
possibilities and needs from a consumer perspective for a new filtering system for domestic washing
machines were examined. First, a quantitative (questionnaire) and a qualitative (interviews and
observations) exploration were done to understand the desired requirements from a user perspective. N
t th
t
f
i
i ti
l ti
f
i
fib
t hi
i
ti
t d T
if Keywords: microfibers; plastic pollution; laundry and maintenance; awareness; microfiber filter;
consumer perception Els Du Bois 1,* 1
Department of Product Development, Faculty of Design Sciences, University of Antwerp,
2000 Antwerpen, Belgium; laure.herweyers@uantwerpen.be (L.H.); linda.scheelen@uantwerpen.be (L.S.);
regan.watts@uantwerpen.be (R.W.) 1
Department of Product Development, Faculty of Design Sciences, University of Antwerp,
2000 Antwerpen, Belgium; laure.herweyers@uantwerpen.be (L.H.); linda.scheelen@uantwerpen.be (L.S.);
regan.watts@uantwerpen.be (R.W.) 1
Department of Product Development, Faculty of Design Sciences, University of Antwerp,
2000 Antwerpen, Belgium; laure.herweyers@uantwerpen.be (L.H.); linda.scheelen@uantwerpen.be (L. regan.watts@uantwerpen.be (R.W.) g
p
(
)
2
Department of Biology, Faculty of Sciences, University of Antwerp, 2000 Antwerpen, Belgium;
camilla.catarcicarteny@uantwerpen.be 2
Department of Biology, Faculty of Sciences, University of Antwerp, 2000 Antwerpen, Belgium;
camilla.catarcicarteny@uantwerpen.be y
p
*
Correspondence: els.dubois@uantwerpen.be; Tel.: +32-32658893 Sustainability 2020, 12, 2244; doi:10.3390/su12062244 sustainability sustainability sustainability sustainability Consumers’ Perceptions and Attitudes toward
Products Preventing Microfiber Pollution in Aquatic
Environments as a Result of the Domestic Washing of
Synthetic Clothes Laure Herweyers 1
, Camilla Catarci Carteny 2
, Linda Scheelen 1, Regan Watts 1 and
Els Du Bois 1,* 1. Introduction Plastics are the primary source of litter found in oceans and inland waters [1]. Besides large plastic
items that mostly float on the surface, microscopic plastic particles (<5 mm in their largest dimension)
cause considerable environmental problems to the oceans [2]. One specific type of microplastics
are microfibers released from the washing of synthetic fabrics [3], which are nonrenewable and
nonbiodegradable and take up more than 60% of global fiber consumption [4,5]. In this paper,
“microfibers” are fibers from a synthetic source. Currently, most wastewater treatment plants are not
equipped with tertiary treatment and filter out only around 50% of microfibers [6]. Even the most
advanced wastewater treatment plants are not able to capture all the microfibers [7,8]. Consequently,
significant amounts of microfibers end up in the oceans [2]. In this research, the possibilities and www.mdpi.com/journal/sustainability Sustainability 2020, 12, 2244; doi:10.3390/su12062244 www.mdpi.com/journal/sustainability 2 of 14 Sustainability 2020, 12, 2244 needs for a filtering device for domestic washing machines aiming to prevent microfibers released by
synthetic clothes from reaching the environment are examined. 1.2. Tackling Microfiber Pollution Removing the fibers from contaminated sources is a very expensive and difficult task [4], thus
tackling this problem at the source is desirable. Microfiber pollution can be stopped at multiple levels:
the production of textiles, the fabrication, usage, and washing of synthetic garments, and wastewater
treatment plants among others [4]. The most advanced wastewater treatment plants (WWTPs) stop
more or less 90% of the microplastics [7,8,11], although none of the WWTPs that exist now are
specifically designed to capture microplastics [16]. On top of that, most WWTPs are not equipped
with a tertiary treatment, which means they stop only around 50% of all passing microfibers [6]. At
the moment, the WWTP in Flanders, which is taken as our field of investigation, is not adjusted to
the removal of microplastics from wastewater [17]. In developing countries, with less infrastructure,
it is common that wastewater is not collected and treated [18]. Even if the WWTP were completely
effective in removing all microfibers from the wastewater, the extracted microplastics often still enter
the environment through the sludge being employed as soil fertilizer [5,11,19,20]. Concentrations of
microplastics in the seabed where sewage sludge was dumped until 1998 in the UK were three times
higher than at other reference sites [3]. In conclusion, this means that WWTPs, as well as untreated
sewage, septic tanks, or greywater, can be side-pathways into the environment for microfibers [7,21]. On the European scale, the influence of industrial laundry is smaller than the sum of laundry done in
all households [8]. Thus, we made the choice to focus on intervening at the level of domestic washing. Furthermore, this solution can increase the microplastic issue awareness among consumers, in contrast
with solutions focusing on industrial laundry or wastewater treatment plants. 1.1. Microfibers The most common synthetic microfiber materials are polyamide 6, polyethylene terephthalate
(polyester), and polypropylene [4,9]. Polyester is the dominant microfiber pollutant, with an annual
production of 70 million tons in 2018 [4]. The main sources of microfiber pollution are domestic
laundry, the textile industry, landfills, domestic drainages, and dumping of synthetic clothes in rivers or
oceans [4]. This research is focused on household laundry. It is known that polyester, polyamide, and
acrylic garments release the most microfibers. [10] In a typical washing load, the number of released
fibers can vary greatly, depending on the content of the load [8,11]. Fleece fabrics (also polyester)
release up to two million fibers [8]. Although synthetic–natural blends might release fewer fibers
than pure polyester [12], due to their combined properties [11], mixing materials is not desirable for
future recycling possibilities [13]. The known textile parameters influencing microfiber shedding are
fiber type (diameter, length, tensile strength), yarn type (spinning type, yarn structure), fabric type
(composition, structure, weight) and the chemical or mechanical finishing [5,8]. The construction
quality of the garments is an additional important factor, having fewer fibers released when the
quality is higher [5,14,15]. Although natural materials (such as cotton) and artificial materials from a
natural source (e.g., viscose) degrade in natural water and are not as harmful as synthetics, they can
contain toxic additives and dyes that may be harmful to the environment [5,14,16]. Since cotton and
other non-synthetic fibers often release even more fibers than synthetics during a typical washing
cycle [10,16], it is interesting to also consider capturing other types of fibers. 1.4. Outline
1.4. Outline The research aims to investigate the possibilities and needs from a consumer perspective of a
filtering device for domestic washing machines. This paper reports upon the criteria for the adoption
and acceptance by potential consumers of a new design concept for catching microfibers in a domestic
context. Both qualitative and quantitative research was done to understand the critical aspects of
the design and the attitude of people toward the idea of the product, as well as the evaluation of
existing products. Evaluating these products from a consumer and behavioral perspective is important
to explore the likelihood of adoption, thus the potential success of the proposed solutions [26]. In
summary, the questions that we aim to answer are: How aware are people of the microfiber problem? What action do people already take? How do people critique existing solutions? What do people
consider the most relevant properties concerning a new design? What variables can convince people
to buy a product? We initiated a Design Inclusive Research process in order to translate the resulting
insights into a new design and test this concept against the nuances of our understandings. The goal of
including design into the research process is to create new opportunities for generating knowledge [27]. Design Inclusive Research combines analytic research methods with synthetic/constructive design
methods. Consequently, the research approach is composed of three phases as visualized in Figure 1:
(i) explorative research actions (analysis), (ii) creative design actions (synthesis), and (iii) evaluative
research actions (evaluation). The research aims to investigate the possibilities and needs from a consumer perspective of a
filtering device for domestic washing machines. This paper reports upon the criteria for the adoption
and acceptance by potential consumers of a new design concept for catching microfibers in a domestic
context. Both qualitative and quantitative research was done to understand the critical aspects of the
design and the attitude of people toward the idea of the product, as well as the evaluation of existing
products. Evaluating these products from a consumer and behavioral perspective is important to
explore the likelihood of adoption, thus the potential success of the proposed solutions [26]. In
summary, the questions that we aim to answer are: How aware are people of the microfiber problem? What action do people already take? How do people critique existing solutions? What do people
consider the most relevant properties concerning a new design? 1.3. Influence of Household Laundry Washing machine conditions have a considerable influence on the number of fibers released. Synthetic fabrics become soiled faster, and are therefore washed more frequently [22]. The mass of
recovered fibers is significantly greater for top-loader than front-loader machines. While top-loader
machines are most common in North America, the front loader machine is dominant in Europe [21],
where 87% of European citizens own a washing machine and 3% go to a laundromat. In developing 3 of 14
3 of 14 Sustainability 2020, 12, 2244
Sustainability 2020, 12, x FO countries, such as Brazil, China, and India, over 30% of residents use hand washing. However, a
growth of washing machine usage is predicted in the near future [23]. growth of washing machine usage is predicted in the near future [23]. During domestic washing, both mechanical and chemical factors can influence fiber shedding:
mechanical influential factors are temperature cycle axis direction rotations per minute the During domestic washing, both mechanical and chemical factors can influence fiber shedding:
mechanical influential factors are temperature, cycle, axis direction, rotations per minute, the quantity
of water, and capacity of the machine. Chemical influencers are the type and quantity of detergent, the
use of fabric softener, and the presence of other products [5,8,24]. Most fibers are released during the
first washing of the garment. After that, the fiber shedding decreases and stabilizes [8,11,14,25]. When
the piece starts to wear down, the fiber release will start increasing again [15,21]. mechanical influential factors are temperature, cycle, axis direction, rotations per minute, the
quantity of water, and capacity of the machine. Chemical influencers are the type and quantity of
detergent, the use of fabric softener, and the presence of other products [5,8,24]. Most fibers are
released during the first washing of the garment. After that, the fiber shedding decreases and
stabilizes [8,11,14,25]. When the piece starts to wear down, the fiber release will start increasing
again [15,21]. 2.1.1. Quantitative Study with Survey A structured survey was done using the Qualtrics platform (Utah, USA). In total, we received 434
answers, of which 411 were valid. Invitations to participate to the survey were sent out in Flanders
(Belgium) by email or social media with a link to the questionnaire. The sampled population consists
of Flemish respondents of all ages. The survey was deliberately not distributed among product
developers nor design engineering practitioners and students since they could influence the validity
of the sample, as it is assumed that designers have a different view and approach toward product
semantics [28]. Snowball sampling [29] was used to recruit a large number of participants at low cost. In order to reach a broad range of socio-economic groups, people of different education and income
classes were asked to distribute the survey further among their acquaintances. However, we are aware
of the fact that, when using this technique sample, representativeness is not ensured and should be
discussed further to define what level of generalization can be done to which population with any
level of confidence [30]. Within the respondents, 69% was female and 31% male; 87% of the female respondents do laundry,
while among the men, only 55% do their own laundry. This variation is comparable to existing data on
washing behavior as reported by Nielsen (2016) [23]. Between age 26 and 40, 98% of women and 86%
of men do their laundry themselves, while within the age group of 41–60 years old, 60% of men and
99% of women do their own laundry. The survey was divided into two main sections. In the first section, the aim was to get insights
in consumer awareness on the problem of microfiber pollution and the impact of their washing
habits. At first, general demographic multiple-choice questions were asked—i.e., age and gender—to
monitor equal distribution. Next, several questions were asked about laundry habits and ecological
behavior regarding the washing of clothes—for example, about washing temperatures and the
frequency people run their washing machine on a non-full load. Furthermore, the knowledge
and awareness of participants about the plastic soup and microfiber pollution were investigated,
asking how important they considered these problems. In previous studies, it is shown that better
knowledge of environmental issues can, although in a limited way, influence people’s ecological buying
behavior [31–33]. Consequently, we were interested in discovering how these understandings would
influence people’s washing behavior. 1.4. Outline
1.4. Outline What variables can convince people
to buy a product? We initiated a Design Inclusive Research process in order to translate the resulting
insights into a new design and test this concept against the nuances of our understandings. The goal
of including design into the research process is to create new opportunities for generating knowledge
[27]. Design Inclusive Research combines analytic research methods with synthetic/constructive
design methods. Consequently, the research approach is composed of three phases as visualized in
Figure 1: (i) explorative research actions (analysis), (ii) creative design actions (synthesis), and (iii)
evaluative research actions (evaluation). Figure 1. Outline of the research approach. Figure 1. Outline of the research approach. Figure 1. Outline of the research approach
Figure 1. Outline of the research approach. 4 of 14 Sustainability 2020, 12, 2244 This research was part of a larger project in which, in addition to this behavior study, research
was done to investigate the technical possibilities to catch microfibers when washing clothes. Both
research actions happened simultaneously and supported the final design of the new concept. 2.1.1. Quantitative Study with Survey In the second section, the aim was to investigate the critical aspects for fiber capturing products
to change the attitude of people. Therefore, the participants were asked to give their thoughts on
existing solutions for microfiber pollution from domestic laundry. The questions were mostly multiple
choice (single answer or multiple answer), with two Likert scales and one rank order. Based on these
questions, the aim was to consider from a designerly perspective what the most ideal (i.e., user friendly
and effective) solutions are for catching microfibers in domestic washing. 2.1.2. Products Included in This Research 2.1. Explorative Research Approach The executed research is twofold. First, a quantitative study was executed. Next, an in-depth
qualitative study was done to understand the reasonings and details behind the findings of the
first study. 2.1.2. Products Included in This Research Several novel solutions for filtering out microplastics in domestic washing machines have been
developed in the last few years. Three varying products that were on the market during the time of 5 of 14 Sustainability 2020, 12, 2244 this research were used in the last section of the survey: Cora Ball [34], Guppyfriend [35], and Filtrol
160 [36]. Besides this, more products that tackle this problem already existed but were not on the
market yet and thus not included in the research. Examples are XFiltra [37], PlanetCare [38], and
FiberFree [39]. this research were used in the last section of the survey: Cora Ball [34], Guppyfriend [35], and Filtrol
160 [36]. Besides this, more products that tackle this problem already existed but were not on the
market yet and thus not included in the research. Examples are XFiltra [37], PlanetCare [38], and
FiberFree [39]. •
The Cora Ball (Vermont, USA) is inspired by the ability of corals to capture tiny particles from the
water. It is placed in the washing machine tub with the clothes, where it captures released fibers. After washing, the fibers must be removed from the Cora Ball by hand. The products costs 29.99
euros, and independent research concluded it captures on average 26% of microfibers [26]. •
The Guppyfriend (Germany) is a laundry bag in which the synthetic clothes are put during
washing. A fine polyamide mesh captures the fibers. The fibers must be removed by hand after
every wash cycle. The product costs around 30 euros. •
The Filtrol 160 (Maine, USA) is an external filter located at the drain of the washing machine. Every
8 to 15 washing cycles the filter bag must be cleaned by turning the bag upside down, after the
residue has had time to dry first. The manual suggests emptying the bag outside, thus spreading
the microplastics into the environment. The bag will last 1–2 years. The complete product with
one filter bag costs 120 euros and is only available in the United States of America. The main
purpose of the Filtrol 160 is protecting the septic tank: capturing microfibers is an extra feature. Since the Filtrol 160 was only available in the United States of America and the Cora Ball had a
production delay at the time, only the Guppyfriend was included in the qualitative research part. 2.1.3. Qualitative Observation and In-Depth Interview 2.1.3. Qualitative Observation and In-Depth Interview In the second phase of the research, qualitative research was done in order to get more in-depth
answers to the following questions: (R1) Who is aware of the microfiber problem and to what extent? (R2) What is the difference in the perception of people who already act sustainably in their daily lives
versus people who do not? (R3) What are the reasons to (not) be willing to use a product that tackles
microfiber pollution? (R4) What are the main problems with the Guppyfriend (a washing bag for
synthetic clothes) regarding user experience, effectiveness, price-quality, and time consumption? (R5)
What are the relevant properties the new product should have and is the most effective way to convince
people to use the new product? A semi-structured interview was constructed to ask people about their
awareness of the problem, their knowledge of the Guppyfriend and whether they considered it a good
solution. It consisted of a fixed order of (open) questions, so the interviewees could make suggestions
and comments, or explain themselves further. The test subjects were asked to test the Guppyfriend in
a real-life situation with their own standard washing load and to fill in a task sheet; in the meantime,
they were observed, and comments were noted. After the test was finished, they were interviewed
further to evaluate their experience with the Guppyfriend. The testing experience ended with general
questions about what they would expect from the new product and how they could be convinced to
buy it. In total, eight observations plus interviews were done, with a gender distribution of five women
and three men and an age variation of 18–25 (2), 25–60 (3), 60+ (3). Before use, five out of eight people
were not aware of the microfiber problem, which is comparable with the results of the quantitative
survey. None of the respondents had ever heard of the Guppyfriend or knew its function. Most of
them thought it was a washing bag for delicate clothes. This increases the validity of the observations
and interviews as people had no previous experience. The “grounded theory” [40] was applied to analyze the results; in this way, results could be
analyzed in a reliable way. The answers were coded and put into categories. This process consists of
three phases—open coding, axial coding, and selective coding. Atlas was used to create the codes. The
structured questions (mostly using the Likert scale) were analyzed semi-quantitatively. 2.3. Evaluation The developed concept was used in a final evaluative survey and distributed among a wide
range of people. The survey was distributed in three languages: Dutch, English, and French. The
aim of the survey was to identify what people think of the new product concept. What is the degree
of acceptance? Who would buy the product at the predetermined price? What payment formula is
the most desirable? Price was used as a variable to get insights into people’s willingness, as it was
mentioned as a crucial factor during the exploration. A structured interview was made in Qualtrics. The survey was distributed online and received 227 valid answers. The questions were mostly multiple
choice (single) and two sliders. The sample consists of Belgian and international respondents of all ages. The first blocks asked for demographic data and the eco-friendly behavior level of the respondents. Next, the product was presented and finally, the respondents were asked whether they would buy it
or not. 3. Results 3.1. Explorative Quantitative Study 3.1.1. Consumer Awareness Regarding Microfiber Pollution and the Impact of Their Washing Habits Concerning the respondents’ washing behavior, most people (55,4%) wash mostly at 40 ◦C; 37%
wash at 30 ◦C; and 7% at 60 ◦C. Only 0.6 % wash regularly at 90 ◦C, and 57% of respondents always
wash a full machine. Regarding the awareness of the plastic soup and microfiber pollution issues, 62%
of people over 60 years old are not aware, while 73% of respondents aged between 25 and 40 are aware. This means people over 60 are the least aware compared to other age groups, and people between 25
and 40 are most aware. This is in line with other studies [41]. In total, 68% of the respondents know
of the plastic soup problem. In contrast, only 37% know about the existence of microfibers, and its
relation to the problem. Respondents under the age of 25 are the least aware of the synthetic fiber
problem (29%). People age 41–60 and above 60 are most informed about the problem, but still, less than
half of the respondents in those age categories know that synthetic fibers can cause a problem (43%). 2.2. Design and Synthesis Based on the findings of the explorative phase, a list of requirements was put together as a basis for
the design of a new concept. The purpose of the design was to verify the conclusions of the exploration
as a whole and explore new possibilities to learn. Moreover, in this design-inclusive research project, the
design activities were also used as reflective practice to reason upon the conclusions of the exploration. 2 3 Evaluation 2.1.3. Qualitative Observation and In-Depth Interview Before usage, questions were asked regarding the problem of microfiber pollution and its urgency
as well as about the test subjects’ first impression of the effectivity of the product and the manner of 6 of 14 Sustainability 2020, 12, 2244 cleaning. During product use, participants were asked to fill in a task sheet to allow post evaluation. Questions included the clearness of the manual, the amount and type of clothes that were used for
the experiment, whether the clothes fitted within the Guppyfriend bag, and what type of washing
detergent was used (liquid, powder, etc.). After usage, questions were asked about the cleanness and
smell of the clothes, the actual cleaning of the product, and the overall evaluation of the complete
user journey. 3.1.2. Evaluation of Existing Products Based on the participants’ evaluation of the existing products, we found that the most relevant
indicated property is effectiveness (1). Durability (2) comes in second place. Usability (3) and price
(4) are considered more important than extra time (5) spent. Based on this list, we could conclude
that time is considered less relevant compared to the other aspects. Yet, it is important to note that
75% of respondents also indicated that they do not want to spend more than five minutes extra on
the product per washing cycle. Appearance (6) is the least important for the majority (78%). Besides,
it is interesting to see that, in another question price (48%), usability (18%) and convenience (13%) 7 of 14 Sustainability 2020, 12, 2244 are considered the most important factors to decide on buying or not buying a microfiber filtering
product. This suggests price is more important to respondents during the purchase decision, whereas
effectiveness, durability, and usability are more important during usage. Detailing the durability of the
product, almost unanimously, 91% of the respondents want a reusable solution. Awareness creation and supporting people’s sustainable behavior is considered as an important
(side)function of these types of products. This was confirmed in the study, as on average, people
consider it as important (4/5) to see or know the impact they have on the environment by using the
solution. On the other hand, there seemed to be less need to share the environmental impact of the
filter with other people (only 1/5 score by most people). In contrast to our expectations, there is no
significant difference between the different age categories. Regarding the physical installation of their washing machine, the drain of the washing machine is
easily accessible for 77% of the respondents, which means that 23% (almost a quarter) cannot reach the
drain on a frequent basis or after complete installation. Consequently, for those people, the solution
offered by removable cartridges mounted at the drain, such as the Filtrol 160, is not applicable. Considering the economic motivator or demotivator of cost, 42% of the respondents are willing to
pay 20 to 50 euros for a solution that lasts 3–5 years. 23% does not want to spend more than 20 euros
and only 12% would pay more than 100 euros. A financial advantage when purchasing the product is
mostly chosen by people that are willing to pay 20–50 euros and less than 20 euros. 3.1.2. Evaluation of Existing Products Since they do not
want to pay too much for the solution, they welcome a financial advantage. To conclude, 68% of the respondents that do not want to pay more than 20 euro on a solution
chose the Cora Ball, because of the low price and its convenience. 23% chose the Filtrol 160, which is a
lot more expensive than the Cora ball but gives a more effective and durable impression, confirming
the importance of effectivity as stated earlier. Of the respondents that are willing to pay more than 100
euros, 69% chose the Filtrol 160, which is the most expensive solution, although 26% would choose the
Cora ball and only 5% the Guppyfriend. Overall, the Guppyfriend is the least favorite solution (16% in
total), and the Cora Ball the most popular (49%). From these results, it can be stated that the Filtrol
160 is considered the most effective and durable, but a lot of people are held back by the high price
and lack of user-friendliness. The Cora Ball is the most user-friendly and convenient, but people are
skeptical about the effectiveness. Next to the functionality and requirements regarding the product
itself, external measurements that could persuade people to adopt the product are examined. From an
economic perspective, we found that when asked for a desirable reward for their ecological behavior,
49% of the respondents choose a financial advantage when purchasing the product (for example a
reduction in price). After that follows a donation to an environmental NGO (23%) and receiving a free
product when purchasing the solution (16%). A financial advantage when collecting microfibers (9%)
and a voucher (3%) are less popular options. 3.2. Explorative Qualitative Study Based on the qualitative research, the following results came out. When asked on what would be
the best way to make people use the product, seven out of eight responded said it is most important to
make people aware of the problem, thus focusing on expanding knowledge and literacy. During use, most people use fluid detergent (6/8), 3/8 use powder, and 2/8 use capsules. Only
one person reported her clothes were less clean in the Guppyfriend, and they all stated their clothes
smelled the same as the clothes washed without the Guppyfriend. For half of the respondents, all their
synthetic clothes from the washing load fit into the Guppyfriend. The other half had to leave some
clothes out of the bag. Four people reported the Guppyfriend was too small to fit all their synthetic
clothes. Some suggested making a filter(bag) that includes all of the clothes, for example around the
drum. Someone else said the Guppyfriend should be a lot bigger because otherwise they would have
to wash their synthetic clothes in a half-empty machine. Most people were positive about the manual (average of 8/10 considered the manual clear). However, some reported ambiguity with the number of clothes that can fit in the Guppyfriend. The 8 of 14 Sustainability 2020, 12, 2244 manual says at one point “3 medium size clothes” and at another point “maximum half full,” which
does not always mean the same. Furthermore, it was not always clear what materials should be put
inside the Guppyfriend, as it was mentioned that only synthetics should be included. However, not
everyone knows which materials are synthetic. Although everyone knew cotton is a natural material,
there was some confusion about viscose and cellulose, which are artificial but not synthetic materials. Two people reported they cut out the labels after buying the pieces, so they could not know which
clothes to put inside the Guppyfriend. Evaluation of the manual is important to get an idea of how
intuitive the product is and how much information should be provided. Furthermore, respondents were asked how they would intuitively clean the Guppyfriend. Several
people (3) answered ‘rinsing under the tap’, which would cause a counterproductive effect. However,
after a first thought, they quickly reconsidered and answered they would turn the Guppyfriend inside
out to take out the fibers and put them in the bin (residual waste). 3.2. Explorative Qualitative Study Two people had questions about the
destination of the fibers: “Are they burned? Where do I put them? Recyclable waste, residual waste,
or perhaps hazardous waste?” One person asked whether the fibers are recycled and how that could
be possible. p
When cleaning the Guppyfriend, two people could not find any fibers at all. Five people reported
the fibers were too small and not visible enough. Mostly the older interviewees could not see the fibers
well. One of them used a magnifying glass. Because of the size of the fibers, the results did not look
very spectacular. This demotivated several people. They stated one really has to believe in the impact. Not everyone reacted the same way: one person stated he would not use the Guppyfriend since it does
not seem to capture any fibers. However, another one said although they could not see many fibers in
the bag, they believed in the impact and would continue using it. Six out of eight respondents found the cleaning of the Guppyfriend difficult and annoying. The
two remaining respondents did not find any fibers. The main reasons for complaints were the small
fiber size, the diffusion of the fibers over the whole bag and the disposal of the fibers. A lot of fibers
were thrown on the ground or fell on the ground by accident as it was not clear where the fibers were
after washing. Some people collected the fibers on a piece of paper, after which they threw the whole
package in residual waste. Someone suggested using disposable filters. Seven out of eight respondents stated they would “sometimes” use the Guppyfriend in the future. Two said they might forget to use it after a while. The overall score given to the usability of the
Guppyfriend was 5/10. Seven out of eight respondents thought informing people and making them
aware of the negative effects of microplastic fiber pollution was the most important aspect to motivate
people. Six respondents wanted to see their impact on the environment. The order of relevant properties was almost the same as at the survey. Only usability and
durability were interchanged. Providing proof of the effectiveness of the solution remains a key factor
in convincing people to buy our product. It was mentioned by all eight respondents. 3.3. Preliminary Conclusion Based on the Exploration 3.2. Explorative Qualitative Study At last, all respondents stated they would prefer a different solution: either a product that filters
all the wastewater (2/8), such as the Filtrol 160, or a device built into the machine (6/8). One person
suggested shifting from consumer to industrial laundry, but, as previously mentioned, in the literature,
it is found that the impact of all household laundry is bigger than that of industrial laundry. 3.3. Preliminary Conclusion Based on the Exploration Based on the explorative research actions, it can be concluded that •
Besides providing a product, also information should be given. People need to be made aware of
the problem and expand their knowledge. •
Besides providing a product, also information should be given. People need to be made aware of
the problem and expand their knowledge. •
The most important property is visible effectiveness and proof that the solution works. Therefore,
the visibility of the fibers and/or the contact of the users with the fibers seemed to be given as
crucial arguments. •
The most important property is visible effectiveness and proof that the solution works. Therefore,
the visibility of the fibers and/or the contact of the users with the fibers seemed to be given as
crucial arguments. •
Usability is the second most important factor, with a specific focus on convenience—(i) people
should be able to wash all their clothes with the product, so they do not need to think about the •
Usability is the second most important factor, with a specific focus on convenience—(i) people
should be able to wash all their clothes with the product, so they do not need to think about the 9 of 14 Sustainability 2020, 12, 2244 textile material; (ii) people do not easily change their washing behavior; as such, if the effort would
be too large, they would probably abandon the product and revert to their old washing routine. textile material; (ii) people do not easily change their washing behavior; as such, if the effort would
be too large, they would probably abandon the product and revert to their old washing routine. •
As the cleaning process is a new step in their washing habits, this phase should be easy and clear. People should not be able to do it the wrong way - as their first reaction is often to rinse it under
the tap, which will allow the fibers to enter the wastewater again. 3.4.1. User-Related Design Requirements 3.4.1. User-Related Design Requirements The following user-related requirements are extrapolated from the results of the explorative
research: •
The operating and cleaning processes should be short and unambiguous; •
The operating and cleaning processes should be short and unambiguous;
•
The product or marketing of the product should raise awareness of the problem;
•
The product should be accessible from the front of the machine;
•
The impact should be visible for the user(s), to keep them motivated;
•
The scientifically proven effectiveness should be communicated objectively;
•
The product should be durable and last for several years;
•
The cleaning process should not rely on the visibility of the fibers;
•
The location of the fibers should be clear to support optimal cleaning;
•
Synthetic materials should not have to be selected or separated first;
•
The product should be perceived as sustainable by itself (energy consumption, . . . );
•
The product should allow a full load to be washed. •
The operating and cleaning processes should be short and unambiguous;
•
The product or marketing of the product should raise awareness of the problem;
•
The product should be accessible from the front of the machine;
•
The impact should be visible for the user(s), to keep them motivated;
•
The scientifically proven effectiveness should be communicated objectively;
•
The product should be durable and last for several years;
•
The cleaning process should not rely on the visibility of the fibers;
•
The location of the fibers should be clear to support optimal cleaning;
•
Synthetic materials should not have to be selected or separated first;
•
The product should be perceived as sustainable by itself (energy consumption, . . . );
•
The product should allow a full load to be washed. 3.2. Explorative Qualitative Study Next, the process of cleaning
should not require too much time or should not be necessary every time. •
Many respondents also want to know where the fibers will go after disposal, showing that the
impact on the environment is very valuable, as can be concluded from the survey. •
Many respondents also want to know where the fibers will go after disposal, showing that the
impact on the environment is very valuable, as can be concluded from the survey. 3.4. Synthesis and Design of the Product Concept 3.4. Synthesis and Design of the Product Concept 3.4.1. User-Related Design Requirements 3.5. Evaluation of the Concept
3.5. Evaluation of the Concept When asked, almost all participants were interested in a product that tackles microplastic fiber
pollution from domestic washing machines: in fact, 96% of respondents answered 'yes'. The purpose
and working principles were both clear to 98% of respondents. 95% would use the product if they
got it for free. The two participants who were willing to use a microfiber filter, but do not want to use
this one, indicated that their washing machine is currently completely built-in, so they do not have
any place to put the filter on top of their machine. When asked, almost all participants were interested in a product that tackles microplastic fiber
pollution from domestic washing machines: in fact, 96% of respondents answered ’yes’. The purpose
and working principles were both clear to 98% of respondents. 95% would use the product if they got
it for free. The two participants who were willing to use a microfiber filter, but do not want to use this
one, indicated that their washing machine is currently completely built-in, so they do not have any
place to put the filter on top of their machine. On average people estimate the product costs 157 euro, whereas the estimated selling prices was
calculated to be at least 185 euros. However, 47% of respondents stated they would buy the product
for 185 euro. It should be noticed that the largest group of people who would buy the product are
people with a master's degree (55%). This is not unexpected since often people with a higher degree
have a higher-paid job and thus more financial resources. When looking at the working situation, the
majority of self-employed people would buy the product (68%). The explanation for this is similar to
the one previously stated. However, this is still a very positive result, since it was predicted the price
could pose an issue. No less than 90% would use the product for 20 euro a year. From this, it can be
deduced that a rental system, where people rent the product for a certain amount per year, could be
a good alternative to just selling the product to customers. On average people estimate the product costs 157 euro, whereas the estimated selling prices was
calculated to be at least 185 euros. However, 47% of respondents stated they would buy the product
for 185 euro. 3.4.2. Concept Design The following product Fibio is an external filtering device that captures fibers that are shed by
the domestic washing of synthetic clothes. It is placed on top of a front loader washing machine and
connected directly to the drain of the washing machine (Figure 2). It fits the top surface of the washing
machine (60 x 60 cm) and is 15 cm high. It needs no electricity and works purely mechanically. Other
products can still be placed on top and it also serves as a stacking kit to put a dryer on top. The
product consists of three filters, that can be removed as drawers. During simultaneous research, the
principle of the concept employing three filters (of different mesh sizes) showed a 97% efficiency in
preventing the microfibers reaching the wastewater [42]. When the dot (right of the front panel, see
Figure 3) is red, the filter is clogged. By pushing the drawer, it opens, and the filter can be cleaned with
a vacuum cleaner or a scraper. Since the fibers need to be dry, the user has to wait a couple of hours
(approximately half a day). 10 of 14
cleaned
ouple of Sustainability 2020, 12, 2244
g
)
,
with a vacuum cleaner Figure 2. Fibio product integrated in the washing environment. Figure 2. Fibio product integrated in the washing environment. FOR PEER REVIEW Figure 2. Fibio product integrated in the washing environment. Figure 2. Fibio product integrated in the washing environment. FOR PEER REVIEW Figure 2. Fibio product integrated in the washing environment. Figure 2. Fibio product integrated in the washing environment. OR PEER REVIEW Figure 2. Fibio product integrated in the washing environment. Figure 2. Fibio product integrated in the washing environment. OR PEER REVIEW Figure 3. Fibio filtering product, showing a clogged filter. Figure 3. Fibio filtering product, showing a clogged filter. Figure 3. Fibio filtering product, showing a clogged filter. Figure 3. Fibio filtering product, showing a clogged filter. 4. Discussion More demographic questions should have been asked to get more data out of the study, especially
the first explorative questionnaire. Furthermore, the participants were selected by snowball sampling,
which allows little control on the distribution of the participants. Regarding the topic of the questionnaire (ecological knowledge and behavior), the answers could
be influenced by the participants tending to give the desired answers instead of the reality. Their
knowledge is expanded while doing the questionnaire, which influences the answers later. The study
lets participants report their intention to buy or use certain products, which does not say anything
about actual behavior. According to the results, more women wash than men, but studies reveal the share of men is
increasing [23]. This is due to the higher rate of divorces resulting in a higher amount of men living
alone and having to do their laundry [23]. Although most people wash at 40 ◦C, the number of people
that wash at 30 ◦C is increasing compared to some years ago [23]. There is not enough correlation to
state that people who wash at 30 ◦C are more ecologically minded than people that do not. There are
many other potential reasons for this behavior. Here, 57% of respondents always wash a full machine. This number is also increasing due to rising awareness of the importance of sustainability [43]). This
means a transition is happening towards more environmentally friendly behavior. Respondents gave
contradictory answers regarding the extra time they are willing to spend on using a product that
captures microfibers. They agree that using a solution is important, and one should be willing to
sacrifice time, but when they are concretely confronted with the actual time, they will have to spend
each day, they are less enthusiastic. It is important to take into account that there is a difference in what
people say and what they actually do, which is called the attitude-behavior gap [44]. In this research,
only people’s intention to take action is examined. Only three products were included in the research, although more solutions exist. The alternatives
were not on the market while doing this research (November 2017), but should be included in a larger
comparison in the future. The survey results were very descriptive. In further studies, it would be
interesting to find stronger correlations between different survey results. 4. Discussion The respondents in the
quantitative surveys could only give their opinion on the products through pictures, not while using it. 3.5. Evaluation of the Concept
3.5. Evaluation of the Concept It should be noticed that the largest group of people who would buy the product are
people with a master’s degree (55%). This is not unexpected since often people with a higher degree
have a higher-paid job and thus more financial resources. When looking at the working situation, the
majority of self-employed people would buy the product (68%). The explanation for this is similar to
the one previously stated. However, this is still a very positive result, since it was predicted the price
could pose an issue. No less than 90% would use the product for 20 euro a year. From this, it can be
deduced that a rental system, where people rent the product for a certain amount per year, could be a
good alternative to just selling the product to customers. When looking at the people that already live and behave sustainably (have a green energy
supplier, use reusable bottles, buy expensive but ecological clothes, etc.), it can be seen that, as
expected, mainly, people who already act toward ecological living and sustainability are interested
in the product. They would be the early adopters. This intention is most significant for people who
pay attention to the origin and material of clothes; 61% of this group would buy the product. When looking at the people that already live and behave sustainably (have a green energy supplier,
use reusable bottles, buy expensive but ecological clothes, etc.), it can be seen that, as expected, mainly,
people who already act toward ecological living and sustainability are interested in the product. They
would be the early adopters. This intention is most significant for people who pay attention to the
origin and material of clothes; 61% of this group would buy the product. 11 of 14 Sustainability 2020, 12, 2244 No correlation is found between the number of people in one household or the presence of
children, and the willingness to clean the filters. The filter needs to be cleaned every 15–17 washing
cycles and takes 10 minutes. The absolute majority of respondents would not mind cleaning the filters
with this frequency (95%). 5. Conclusions Microscopic plastic particles released by synthetic clothes (microfibers) cause considerable
environmental problems to the oceans and inland waters. In this research, consumer laundry behavior
and knowledge of the problem, supplemented by the possibilities and needs for a filtering device
for domestic washing machines that aims to prevent microfibers released by synthetic clothes from
reaching the environment, were examined. Based on a survey with 411 respondents, user observation with eight test subjects, and evaluation
of a new design concept by means of a survey with 227 respondents, the following propositions could
be constructed: Proposition 1: In contrast to the fact that the problem of the plastic soup and microplastics is
relatively well known, the problem of microfibers is not. Hence, the impact of people’s washing
behavior is also underestimated/not recognized. Proposition 2: Effectiveness is seen as the most important characteristic for products that support
consumers in their washing habits to catch microfibers. This effectiveness should be not only be
scientifically proven, but also visual/experienced by the users to see and recognize their reduced effect Sustainability 2020, 12, 2244 12 of 14 on the environment. Respondents argued that this feedback probably offers the largest opportunity for
long term usage. on the environment. Respondents argued that this feedback probably offers the largest opportunity for
long term usage. Proposition 3: Next to effectiveness, durability is considered a very important factor that
determines the willingness to adopt a product that tackles the microfiber problem. This is a logical
addition to the effectiveness characteristic. Both factors ensure long term usage. Proposition 4: In order to spend the least amount of time on operating the product, thus
encouraging consumers to keep on using the product for a long time, the usage should be straightforward
and user friendly. Next to the technical side, the human-centered side is important to consider. Proposition 5: Cost is seen as a less important factor, but nonetheless something to carefully
consider. To distribute the product widely, which is necessary to tackle the plastic fiber issue, people
from all socio-economic classes should be able to purchase the product. Proposition 6: As cleaning is an important and new action in the washing habit, it should be fast,
easy and foolproof (i.e., avoid possibility to clean by rinsing for example). The suggested amount of
cleaning every 15–17 washing cycles, duration of cleaning: 10 minutes, was considered as achievable. 5. Conclusions Current research is limited by the fact that none of the products are used over a longer period of
time, whereas this would be essential for microfiber catching. Future research is needed to effectively
experience long term behavior change and usage, and to investigate the possibilities to recycle the
collected fibers. Many respondents also want to know where the fibers will go after disposing and how
they should be disposed optimally. This circular thinking could encourage people better to optimally
use a washing machine filter. Additional research can be done to investigate the possibilities to close
the loop for the collected fibers. Author Contributions: Conceptualization, L.H. and E.D.B.; methodology, L.S.; validation, R.W., C.C.C., and L.S.;
formal analysis, L.H..; investigation, L.H. and C.C.C.; data curation, L.H.; writing—original draft preparation,
L.H. and E.D.B.; supervision, R.W., E.D.B., and L.S. 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. Conflicts of Interest: The authors declare no conflict of interest. Ethical Statement: All subjects agreed upfront to give consent for inclusion before they participated in the study. Author Contributions: Conceptualization, L.H. and E.D.B.; methodology, L.S.; validation, R.W., C.C.C., and L.S.;
formal analysis, L.H..; investigation, L.H. and C.C.C.; data curation, L.H.; writing—original draft preparation,
L.H. and E.D.B.; supervision, R.W., E.D.B., and L.S. All authors have read and agreed to the published version of
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A review from textile perspective with a focus on domestic washings. Sci. Total Environ. 2017, 598, 1116–1129. [CrossRef] [PubMed] comte, M.; Janssen, C. De Verwijdering Van Microplastics in Rioolwaterzuiveringsinstallaties: Een Case-Study
or Vlaanderen; Ghent University: Ghent, Belgium, 2015. 7. Leslie, H.; Moester, M.; de Kreuk, M.; Vethaak, D. Verkennende Studie Naar Lozing Van Microplastics
Door Rwzi’s. Available online: https://pure.tudelft.nl/portal/en/publications/verkennende-studie-naar-
lozing-van-microplastics-door-rwzis(d980ca07-b54b-409a-a17d-bfa72b7655f8)/export.html (accessed on 28
January 2020). 13 of 14 13 of 14 Sustainability 2020, 12, 2244 8. De Falco, F.; Gullo, M.P.; Gentile, G.; Di Pace, E.; Cocca, M.; Gelabert, L.; Brouta-Agnésa, M.; Rovira, A.;
Escudero, R.; Villalba, R.; et al. Evaluation of microplastic release caused by textile washing processes of
synthetic fabrics. Environ. Pollut. 2018, 236, 916–925. [CrossRef] . Gago, J.; Carretero, O.; Filgueiras, A.V.; Viñas, L. References Microfibres from apparel and home textiles: Prospects for including
microplastics in environmental sustainability assessment. Sci. Total Environ. 2019, 652, 483–494. [CrossRef] 23. Nielsen The Dirt on Cleaning:
Men Share More of the Load Than You Think. Available
online: https://www.nielsen.com/lk/en/press-releases/2016/the-dirt-on-cleaning-men-share-more-of-the-
load-than-you-think/ (accessed on 27 January 2020). 24. Hernandez, E.; Nowack, B.; Mitrano, D.M. Polyester Textiles as a Source of Microplastics from Households:
A Mechanistic Study to Understand Microfiber Release During Washing. Environ. Sci. Technol. 2017, 51,
7036–7046. [CrossRef] 25. Sillanpää, M.; Sainio, P. Release of polyester and cotton fibers from textiles in machine washings. Environ. Sci. Pollut. Res. 2017, 24, 19313–19321. [CrossRef] 26. McIlwraith, H.K.;
Lin, J.;
Erdle, L.M.;
Mallos, N.;
Diamond, M.L.;
Rochman, C.M. Capturing
microfibers—Marketed technologies reduce microfiber emissions from washing machines. Mar. Pollut. Bull. 2019, 139, 40–45. [CrossRef] 27. Horváth, I. Differences between ‘research in design context’ and ‘design inclusive research’ in the domain of
industrial design engineering. J. Des. Res. 2008, 7, 61–83. [CrossRef] 28. Khalaj, J.; Pedgley, O. A semantic discontinuity detection (SDD) method for comparing designers’ product
expressions with users’ product impressions. Des. Stud. 2019, 62, 36–67. [CrossRef] 14 of 14 Sustainability 2020, 12, 2244 29. Goodman, L.A. Snowball sampling. Ann. Math. Stat. 1961, 32, 148–170. [CrossRef] 30. Hair, J.; Money, A.H.; Samouel, P.; Page, M. Research Methods for Business; John Wiley and Sons: Chichester,
UK, 2007; ISBN 9780470034040. 31. Heo, J.; Muralidharan, S. What triggers young Millennials to purchase eco-friendly products:
The
interrelationships among knowledge, perceived consumer effectiveness, and environmental concern. J. Mark. Commun. 2019, 25, 421–437. [CrossRef] 32. Kaiser, F.G.; Fuhrer, U. Ecological Behavior’s Dependency on Different Forms of Knowledge. Appl. Psychol. 2003, 52, 598–613. [CrossRef] 33. Gardner, G.T.; Stern, P.C. Environmental Problems and Human Behavior; Allyn & Bacon: Needham Heights,
MA, USA, 1996. 34. Rozalia The Cora Ball. Available online: www.coraball.com (accessed on 5 January 2020). 35. Waste, S.M. Guppyfriend. Available online: https://en.guppyfriend.com/ (accessed on 5 January 2020). 36. Wexco Environmental Filtrol 160. Available online: https://filtrol.net/filtrol-160/ (accessed on 5 Janua 37. Xeros XFiltra. Available online: https://www.xerostech.com/technology (accessed on 5 January 2020). 8. Planet Care Planet Care Microfiber Filter. Available online: https://www.planetcare.org/en/ (accessed
January 2020). 9. Keppler, C.; Omo-Lamai, S. Fibrefree. Available online: https://www.jamesdysonaward.org/en-US/2
project/fibrefree/ (accessed on 5 January 2020). 40. Glaser, B.G.; Strauss, A.L. Discovery of Grounded Theory: Strategies for Qualitative Research; Routledge by Taylor
and Francis: Abingdon Oxon, UK, 2017; ISBN 9780203793206. 41. Locritani, M.; Merlino, S.; Abbate, M. References Assessing the citizen science approach as tool to increase awareness on
the marine litter problem. Mar. Pollut. Bull. 2019, 140, 320–329. [CrossRef] [PubMed] 42. Herweyers, L.; FIBIO. Tackling Microplastic Fibre Pollution from Domestic Washing Machines; University of
Antwerp: Antwerp, Belgium, 2018. 43. A.I.S.E. Activity and Sustainability Report; International Association for Soaps, Detergents and Maintenance
Products: Auderghem, Brussels, 2014. 44. Kollmuss, A.; Agyeman, J. Mind the Gap: Why do people act environmentally and what are the barriers to
pro-environmental behavior? Environ. Educ. Res. 2002, 8, 239–260. [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/).
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Congenital Spondylolysis, Lumbosacral Region
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Open Peer Review on Qeios Open Peer Review on Qeios Congenital Spondylolysis, Lumbosacral
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i National Cancer Institute National Cancer Institute Qeios ID: CF6VXA · https://doi.org/10.32388/CF6VXA Qeios · Definition, February 7, 2020 Source National Cancer Institute. Congenital Spondylolysis, Lumbosacral Region. NCI Thesaurus. Code C34502. Code C34502. A defect in the pars interarticularis of the vertebral arch of a lumbar or sacral vertebra
that is present at the time of birth. 1/1
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High-resolution combinatorial patterning of functional nanoparticles
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ARTICLE Results Electric field-assisted patterning of NPs. The EFASP process is
schematically illustrated in Fig. 1a. A charged nanopattern is first
written on a fluorine polymer substrate (electret) by applying a
localized high voltage (-40 to -90 V) using a conductive atomic
force microscope (AFM) tip. Here, the localized high voltage
decomposes the fluorine polymer surface with nanoscale preci-
sion and creates de-fluorinated nanopatterns, which can be used
for effectively attracting colloidal nanoparticles (Fig. 1b, c). Then,
an oil dispersion of NPs is applied to the substrate. NPs in the
nonpolar solvent is enriched at the areas of electrostatic nano-
patterns due to the electrostatic attraction and adsorbed on the
patterned areas because of their high surface energy. In the
unpatterned area, no adsorption occurs since the surface energy
of the fluoride substrate is low and all NPs are carried away by the
solution. With this method, we can accurately assemble perovskite
quantum dots (QDs) in an area of 100 × 800 μm2, as shown in the
photoluminescence (PL) image of Nanjing University Logo,
composed of 9481 pixels, approximately 4.7 × 105 10-nm CsPbBr3
NPs (Fig. 1d). No nonspecific adsorption was found in the
uncharged area, as shown in the enlarged PL, SEM, AFM images
in Fig. 1e. In other words, the error ratio (i.e., the ratio of the
number between nonspecific adsorbed and correctly printed NPs)
is lower than 2 × 10-6. This extremely low error ratio ensures the
EFASP a reliable nanofabrication technique. Moreover, EFASP
enjoys a very high resolution and accuracy. The pitch size can
reach 200 nm (125,000 DPI), or even a smaller value, as
supported by the Kelvin probe force microscopy (KPFM)
potential maps (Fig. 1f, g) and the corresponding AFM height
maps of the printed structure (Fig. 1h, i), with the positioning
accuracy
better
than
10 nm
(Supplementary
Fig. 1). The
nanoprinting method is robust and fast, which can be completed
by not only spin coating but also brushing or dip coating of the
NP dispersion in just seconds. (Supplementary Movie 1) y
The difficulty of achieving robust nanopatterning of func-
tional NPs is rooted in the complexity of the NPs behaviors at
the solution/substrate interface25. To align NPs at defined
locations with nanometer precision, it requires a series of
interactions between NPs and substrate. High-resolution combinatorial patterning
of functional nanoparticles Xing Xing1,5, Zaiqin Man1,5, Jie Bian1,5, Yadong Yin
2✉, Weihua Zhang
1,3✉& Zhenda Lu
1,4✉ Xing Xing1,5, Zaiqin Man1,5, Jie Bian1,5, Yadong Yin
2✉, Weihua Zhang
1,3✉& Zh Fast, low-cost, reliable, and multi-component nanopatterning techniques for functional col-
loidal nanoparticles have been dreamed about by scientists and engineers for decades. Although countless efforts have been made, it is still a daunting challenge to organize dif-
ferent nanocomponents into a predefined structure with nanometer precision over the milli-
meter and even larger scale. To meet the challenge, we report a nanoprinting technique that
can print various functional colloidal nanoparticles into arbitrarily defined patterns with a
200 nm (or smaller) pitch (>125,000 DPI), 30 nm (or larger) pixel size/linewidth, 10 nm
position accuracy and 50 nm overlay precision. The nanopatterning technique combines
dielectrophoretic enrichment and deep surface-energy modulation and therefore features
high efficiency and robustness. It can form nanostructures over the millimeter-scale by simply
spinning, brushing or dip coating colloidal nanoink onto a substrate with minimum error
(error ratio < 2 × 10−6). This technique provides a powerful yet simple construction tool for
large-scale positioning and integration of multiple functional nanoparticles toward next-
generation optoelectronic and biomedical devices. 1 College of Engineering and Applied Sciences, State Key Laboratory of Analytical Chemistry for Life Science, and Jiangsu Key Laboratory of Artificial
Functional Materials, Nanjing University, Nanjing 210093, PR China. 2 Department of Chemistry, University of California, Riverside, CA 92521, USA. 3 MOE
Key laboratory of Intelligent Optical Sensing and Manipulation, Nanjing University, Nanjing 210023, PR China. 4 Research Center for Environmental
Nanotechnology (ReCENT), Nanjing University, Nanjing 210023, PR China. 5These authors contributed equally: Xing Xing, Zaiqin Man, Jie Bian. ✉email: yadong.yin@ucr.edu; zwh@nju.edu.cn; luzhenda@nju.edu.cn 1 NATURE COMMUNICATIONS | (2020) 11:6002 | https://doi.org/10.1038/s41467-020-19771-0 | www.nature.com/naturecommunications TURE COMMUNICATIONS | (2020) 11:6002 | https://doi.org/10.1038 ARTICLE NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-020-19771-0 N N
anofabrication, the process of making miniature struc-
tures with nanometer precision, is the foundation of
integrated electronics that has profound impacts on our
modern society. With advanced photolithographic tools, people
can now produce transistors with feature sizes below 10 nm
over 12 inch Si wafers at high yields. However, when it comes to
the emerging areas, such as photonic, optoelectronic, and bio-
medical nanodevices, where materials are often incompatible
with the conventional CMOS processes, more nanofabrication
tools are highly desirable. Results It needs long-range
particle-substrate attraction to enrich the NPs on the substrate
in order to realize efficient and fast assembly, strong short-
range attraction to fix the NPs at the designed locations, and
counter-interactions to avoid nonspecific deposition of NPs at
undesired areas. Moreover, all these interactions are sensitive to
the subtle changes of assembly parameters, such as the surface
property of the substrate, solvent polarity, and particle mor-
phology, and they are often coupled and affecting each other. A
robust nanoprinting technique will need to carefully optimize
these interactions to enable effective NP assembly. Combinatorial patterning. The EFASP technique can be directly
extended to color patterning by repeating the writing/deposition
cycles. Here, we used a dual-color pattern with two different NPs,
green CsPbBr3 and red CsPbI3 QDs as an example to illustrate the
process (Fig. 2a). First, CsPbBr3 QDs were printed, forming a
hollow NJU pattern. Then, we scanned the as-formed pattern with
AFM, aligned the probe using the topography image as the refer-
ence, and wrote a new pattern for the second NP deposition cycle
(Fig. 2b, c). This process guarantees the overlay accuracy between
different printing cycles, and in our work, it reaches 58 nm (Sup-
plementary Fig. 3). After that, as shown in Fig. 2d we deposited
CsPbI3 QDs by spin coating, and complete the second color part for
the binary pattern. Figure 2e shows the PL images with green and
red bandpass filters, and no spatial overlap was found between the
green and red areas, indicating that there is no undesired cross-
contamination between the two separate printing cycles. This can
be further confirmed with micro-area PL spectra (Fig. 2f), in which
every pixel only exhibits a single PL peak. y
In this work, we report an electric field-assisted surface-
sorption nano-printing (EFASP) method for patterning multi-
ple functional nanoparticles with high resolution, precision,
and scalability. As an additive nanofabrication method, it uti-
lizes a tip-based high-voltage writing process to generate
nanoscale de-fluorinated patterns in a fluorinated surface,
which not only enables electrostatic trapping but also creates a
high local surface potential in contrast to the fluorinated area,
both favoring highly efficient site-specific NP assembly. By
combining long-range electrostatic attractions in the solvent,
short-range surface adsorption, and low surface energy of the
fluoride substrate, EFASP allows fast, nanometer precision
printing of various functional NPs over large areas with high
reproducibility. High-resolution combinatorial patterning
of functional nanoparticles One possible solution is the additive
fabrication through wet chemical self-assembly, which can
organize
pre-synthesized colloidal nanoparticles (NPs) as
functional building blocks at the desired positions to build
devices
from bottom up1–3. With the recent significant
advances in colloidal synthesis, NPs of metal, semiconductor,
and dielectrics with unique electrical, magnetic, and optical
properties can now be produced routinely in large quantity and
high quality4,5. However, until now it still remains a great
challenge in finding robust assembly approaches to effectively
introduce NPs of different compositions and functions to the
pre-designed locations6,7, although several methods have been
proposed in the past two decades to tackle this issue, including
colloidal self-assembly8,9, microcontact printing10,11, dip-pen
nanolithography12,
inkjet
printing13,
optical
tweezers14,
biomolecule-induced assembly15, patterning within predefined
features16 or chemically modified surface17, nanoxerography18–23,
and so on. These previous methods are not yet ready for broad
practical applications as they suffer from various limitations such
as small scale, slowness, low resolution, and inflexibility with the
choice of NPs and substrates. Techniques for robust, fast, multi-
component NP patterning with true nanometer precision and
high scalability are still highly demanded, which, if made available,
are believed to revolutionize the manufacturing processes toward
many advanced nanodevices7,24. NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-020-19771-0 a
C
F F
C
O O
V
C
F F
C
F F
C
F F
C
F F
C
F F
- - - r (nm)
Electrical potential
b
0
50
100
Fele
1
- - -
+
+
- -
r b d (nm)
Potential
Uele
0
-Uspin
c
0
100
–100
- - -
C
F F
C
O O
C
F F
2
d
Udefluo-Ufluo
Ufluo c Potential f
0 V
–2.8 V d 0 V
g
–1.5 V f d g e
23
nm i 32
nm
h 20
nm
i i h h e Fig. 1 Nanoprinting of perovskite QDs by EFASP. a Schematic illustration of the EFASP process, which involves high-voltage electrostatic nanopattern
generation, surface modification, and site-specific NP assembly by electrical trapping. b Electrical trapping potential in a nonpolar solvent as a function of
the distance from the center of the written charge (dash circle 1 in a). The electric fields can extend for hundreds of nanometers, leading to the high
efficiency of NP collection. c Surface potential modulation along the nanopattern surface (dash circle 2 in a) De-fluorination through high voltage induces
significant surface energy modulation, providing strong short-range interactions to fix the NPs. d A large-scale photoluminescence (PL) image obtained by
assembling CsPbBr3 NPs using the EFASP process, with a total area of 100 × 800 μm2 with 9481 pixels, a pitch of 800 nm, and approximately 4.7 × 105 10-
nm CsPbBr3 NPs. Scale bar, 50 μm. e High-magnification PL, SEM, and AFM height images of the marked area in d. Scale bar, 2 μm. f–i Extremely high-
resolution EFASP can be produced by modulating patterns, reaching a pitch of 200 nm (125,000 DPI). The high-magnification KPFM potential map and
corresponding AFM height map after NP assembly (f and h, scale bar: 2 μm) and their details (g and i, scale bar: 500 nm). The corresponding large area PL
image is shown in Supplementary Fig. 2. and then mapped its electrostatic potential distribution using the
KPFM. As shown in Fig. 3a, the fields were strongly localized in
the vicinity of the charge line, causing electrostatic forces, Fele on
the surrounding NPs. each printing cycle are shown in Supplementary Fig. 4. Again, no
cross-contamination is observed in each pixel, further confirming
the robustness of EFASP for printing multiple functional NPs. NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-020-19771-0 r (nm)
d (nm)
Electrical potential
Potential
Uele
0
-Uspin
a
b
c
d
e
1
2
C
F F
C
O O
V
C
F F
C
F F
C
F F
C
F F
C
F F
- - -
f
0 V
0 V
32
nm
20
nm
23
nm
g
i
0
50
100
0
100
–100
- - -
C
F F
C
O O
C
F F
2
d
Fele
1
- - -
+
+
- -
r
h
Udefluo-Ufluo
Ufluo
–2.8 V
–1.5 V
Fig. 1 Nanoprinting of perovskite QDs by EFASP. a Schematic illustration of the EFASP process, which involves high-voltage electrostatic nanopattern
generation, surface modification, and site-specific NP assembly by electrical trapping. b Electrical trapping potential in a nonpolar solvent as a function of
the distance from the center of the written charge (dash circle 1 in a). The electric fields can extend for hundreds of nanometers, leading to the high
efficiency of NP collection. c Surface potential modulation along the nanopattern surface (dash circle 2 in a) De-fluorination through high voltage induces
significant surface energy modulation, providing strong short-range interactions to fix the NPs. d A large-scale photoluminescence (PL) image obtained by
assembling CsPbBr3 NPs using the EFASP process, with a total area of 100 × 800 μm2 with 9481 pixels, a pitch of 800 nm, and approximately 4.7 × 105 10-
nm CsPbBr3 NPs. Scale bar, 50 μm. e High-magnification PL, SEM, and AFM height images of the marked area in d. Scale bar, 2 μm. f–i Extremely high-
resolution EFASP can be produced by modulating patterns, reaching a pitch of 200 nm (125,000 DPI). The high-magnification KPFM potential map and
corresponding AFM height map after NP assembly (f and h, scale bar: 2 μm) and their details (g and i, scale bar: 500 nm). The corresponding large area PL
image is shown in Supplementary Fig. 2. Results The advantages of EFASP also include combi-
natorial patterning of multiple functional nanoparticles for
realizing multi-color printing by conveniently repeating the
writing and assembly cycles. Combinatorial patterning is rare, and it has been only limited
to the assembly of two types of NPs in conventional electric field-
assisted assembly processes26,27. More types of NPs may be
assembled on the same substrate by successive assembly cycles,
but it usually causes the damage or pollution of the previous
assemblies. To further demonstrate the capability of combinator-
ial patterning, we printed a pseudo-color image with four
different NPs. Here15-nm Fe2O3 NPs were used to create the
white color, and NaYF4:Yb,Er, CsPbBr3 and CdSe@ZnS NPs were
used to produce the magenta, green and red colors in the image
captured by the dark-field microscopy (Fig. 2g). The images in NATURE COMMUNICATIONS | (2020) 11:6002 | https://doi.org/10.1038/s41467-020-19771-0 | www.nature.com/naturecommunications 2 ARTICLE NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-020-19771-0 NATURE COMMUNICATIONS | (2020) 11:6002 | https://doi.org/10.1038/s41467-020-19771-0 | www.nature.com/naturecommunications NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-020-19771-0 This work represents the large-scale deterministic assembly of
NPs with multiple types of compositions and functionalities. Although persistent endeavors have been made to achieve high-
quality multi-step NP assembly, the previous works failed majorly
because the nonspecific adsorption accumulates the assembly
errors, and the later cycles inevitably damage the previously
assembled structures. In EFASP, however, the error accumulation
problem is minimized because the error ratio is extremely low
(<2 × 10-6) in a single step; and the strong surface adsorption
ensures a high endurance of the printed structures to the
successive assembly cycles. We can retrieve the charge density of the 1D pattern using the
measured potential distribution, and further calculate the electro-
static forces on the NPs in a given solution28 (see Supplementary
Information Calculation). In our system, the charge density is
typically at ~ 1 C/m2 level. The Fele is the sum of the Coulomb
forces, FCoul, and gradient forces (dielectrophoretic forces), Fgra. Since nonpolar solvents are used and NPs are neutral, Coulomb
forces are weak, and the trapping potential is mainly determined by
gradient forces. For the case of perovskite QDs in a nonpolar
solvent, the trapping potential is approximately 0.1 eV, and trapping
forces is over 1 pico-Newton level at the surface (Fig. 3b). The usage of nonpolar solvent in this work brings several
advantages comparing with the case of a commonly used polar
solution, particularly water. First, it avoids the screening effects,
and the electric fields can extend for hundreds of nanometers,
leading to a high collection efficiency of NPs. On the contrary, the
electric fields only extend for tens of nanometers in water (when
ionic strength is 10-3 M) due to the screening effect29. Secondly,
the dielectric constant of water (as well as other polar solution) is
larger than that of NPs. This makes gradient forces repulsive and Electrostatic potential and forces. The high performance of
EFASP is the result of joint forces of long-range electrostatic
interactions and short-range adsorption interactions between
NPs and substrate. To have a quantitative understanding of the
process, we measured the interaction strengths and calculated
how they influence the detailed performance of EFASP. To determine the strength of electrostatic interactions, we first
wrote a charged line of 10 μm by applying -90 V on the AFM tip, 3 ARTICLE NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-020-19771-0 V
a
b
c
d
g
e
f
400
600
800
Wavelength/nm
Intensity/a.u. NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-020-19771-0 The white
color is created by 15-nm γ-Fe2O3 NPs, while the magenta, green and red colors are produced by NaYF4:Yb,Er, CsPbBr3 and CdSe@ZnS NPs, respectively. Scale bar, 10 μm. d
h
d
ffi
f
f
h
h d
h
f
d fi
d h
d
Distance (nm)
0
100
200
300
-0.16
-0.12
-0.08
-0.04
0
Trapping potential (eV)
0
1.0
2.0
3.0
Gradient force (pN)
Trapping force
Trapping potential
Potential (V)
0.0
-2.0
-4.0
0
2.0
X (m)
1.0
3.0
4.0
0
2.0
Z (m)
-
-
-
Fele
Binding energy (eV)
XPS signal (a.u.)
286
290
294
298
a
b
c
76°
112°
Fluoride area
De-fluoride area
x
y
z
Fig. 3 Quantitative analysis of NP–substrate interactions. a Electrostatic potential distribution along the x-z plane induced by a charged line with 10 μm
length (y axis) and 50 nm width (x axis), which is written by applying a voltage of -90 V on the substrate. The electric field is highly localized in the vicinity
of the charge line, inducing strong attraction to the surrounding NPs. b The calculated electrostatic force and potential of the 1D charged pattern to NPs in a
nonpolar solvent, based on the measured potential distribution (a). Inset is the schematic illustration of the electrostatic attraction force between the
charged pattern and dispersed NPs. c XPS spectral analysis of carbon 1 s on charged (de-fluorinated) and uncharged (fluoride) area. The original spectra
are shown by the black dotted curve, which is well fitted by the sum (red solid curves) of four Gaussian lines (solid black curves). The high voltage leads to
a decrease in the peak at 290.5 and 291.8 eV, which can be assigned as difluoride carbons, and an increase in the peak at 289.3 and 293.0 eV, which can be
assigned as the carboxylation carbons. Insets are the corresponding water contact angle of fluoride and de-fluoride area, decreasing from 112o to 76o. Potential (V)
0.0
-2.0
-4.0
0
2.0
X (m)
1.0
3.0
4.0
0
2.0
Z (m)
a
x
y
z Binding energy (eV)
XPS signal (a.u.)
286
290
294
298
c
76°
112°
Fluoride area
De-fluoride area c a Distance (nm)
0
100
200
300
-0.16
-0.12
-0.08
-0.04
0
Trapping potential (eV)
0
1.0
2.0
3.0
Gradient force (pN)
Trapping force
Trapping potential
-
-
-
Fele
b b Fig. 3 Quantitative analysis of NP–substrate interactions. NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-020-19771-0 CsPbBr3
CsPbI3
15
nm
27
nm
0 V
–1.2 V
Fig. 2 Color printing of multiple functional NPs. a Schematic illustration of the assembly of different NPs by repeating the EFASP process. b AFM height
image after printing the first cycle of 12-nm CsPbBr3 QDs as a hollow N pattern. Scale bar, 1 μm. c Electrical potential image after writing the second charge
pattern N. Scale bar, 1 μm. d AFM height mapping of the binary pattern after depositing the second cycle of CsPbI3 QDs. Scale bar, 1 μm. e PL image of the
dual-color pattern and its corresponding images with green and red bandpass filters (marked by the white solid rectangle). No spatial overlap was found
between the green and red areas, indicating no cross-contamination occurs. Scale bar, 5 μm. f PL spectra of two kinds of QDs on one pixel corresponding to
(e). g pseudo-color image captured by the dark-field microscopy of a color pattern, which is composed of four types of NPs with 606 pixels. The white
color is created by 15-nm γ-Fe2O3 NPs, while the magenta, green and red colors are produced by NaYF4:Yb,Er, CsPbBr3 and CdSe@ZnS NPs, respectively. Scale bar, 10 μm. V
a
b
c
d
g
e
f
400
600
800
Intensity/a.u. CsPbBr3
CsPbI3
15
nm
27
nm
0 V
–1.2 V b g d c f
400
600
800
Wavelength/nm
Intensity/a.u. CsPbBr3
CsPbI3 f f
u. e Fig. 2 Color printing of multiple functional NPs. a Schematic illustration of the assembly of different NPs by repeating the EFASP process. b AFM height
image after printing the first cycle of 12-nm CsPbBr3 QDs as a hollow N pattern. Scale bar, 1 μm. c Electrical potential image after writing the second charge
pattern N. Scale bar, 1 μm. d AFM height mapping of the binary pattern after depositing the second cycle of CsPbI3 QDs. Scale bar, 1 μm. e PL image of the
dual-color pattern and its corresponding images with green and red bandpass filters (marked by the white solid rectangle). No spatial overlap was found
between the green and red areas, indicating no cross-contamination occurs. Scale bar, 5 μm. f PL spectra of two kinds of QDs on one pixel corresponding to
(e). g pseudo-color image captured by the dark-field microscopy of a color pattern, which is composed of four types of NPs with 606 pixels. NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-020-19771-0 a Electrostatic potential distribution along the x-z plane induced by a charged line with 10 μm
length (y axis) and 50 nm width (x axis), which is written by applying a voltage of -90 V on the substrate. The electric field is highly localized in the vicinity
of the charge line, inducing strong attraction to the surrounding NPs. b The calculated electrostatic force and potential of the 1D charged pattern to NPs in a
nonpolar solvent, based on the measured potential distribution (a). Inset is the schematic illustration of the electrostatic attraction force between the
charged pattern and dispersed NPs. c XPS spectral analysis of carbon 1 s on charged (de-fluorinated) and uncharged (fluoride) area. The original spectra
are shown by the black dotted curve, which is well fitted by the sum (red solid curves) of four Gaussian lines (solid black curves). The high voltage leads to
a decrease in the peak at 290.5 and 291.8 eV, which can be assigned as difluoride carbons, and an increase in the peak at 289.3 and 293.0 eV, which can be
assigned as the carboxylation carbons. Insets are the corresponding water contact angle of fluoride and de-fluoride area, decreasing from 112o to 76o. decreases the adsorption efficiency of NPs further. Third, this
process enables access to many high-quality nanoparticles, such
as semiconductor quantum dots as most of them are synthesized
in nonpolar solvents at elevated temperatures via hot injection or
solvothermal processes. decreases the adsorption efficiency of NPs further. Third, this
process enables access to many high-quality nanoparticles, such
as semiconductor quantum dots as most of them are synthesized
in nonpolar solvents at elevated temperatures via hot injection or
solvothermal processes. Surface modification and short-range interactions. Compared
with the electrostatic interactions, the short-range interaction
induced by surface modification is more complicated. To confirm
the
chemical
modification
and
consequent
surface
energy
increases of the patterned area, several characterizations before NATURE COMMUNICATIONS | (2020) 11:6002 | https://doi.org/10.1038/s41467-020-19771-0 | www.nature.com/naturecommunications 4 ARTICLE NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-020-19771-0 it is possible for NPs to be adsorbed in the nearby area through
electrostatic interaction, deteriorating the position accuracy of the
EFASP method. Similar to the case of error ratio estimation, we
can estimate this uncertainty and after charge writing were performed, including X-ray pho-
toelectron spectroscopy (XPS), lateral force measurements, and
contact angle measurements. The carbon 1 s XPS spectra of the substrate surface were shown
in Fig. 3c. NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-020-19771-0 Four peaks at 290.5, 291.9 289.3, and 293.0 eV were
analyzed by Gaussian fitting, which can be assigned to difluoride
carbons and de-fluorinated chemical species, respectively. The
intensity decrease of the peaks at 290.5 and 291.8 eV, together
with the increase at 289.3 and 293.0 eV, indicate the occurrence of
de-fluorination induced by the high-voltage writing process
(Supplementary Fig. 5). The de-fluorination process can intro-
duce strong modulation of local surface energy, which conse-
quently alters the local frictions. This change in the local friction
force was indeed observed in our experiment with lateral force
measurement (Supplementary Fig. 6). δ ¼ Pele=Pdefluo / e UdefluoUfluo
ð
Þ=kBT
ð6Þ ð6Þ which is decided by the surface energy modulation depth,
Udefluo Ufluo, caused by the de-fluorination. For a 10 nm spherical
NPs, ΔU is around 0.24 eV, and this ratio is 7 × 10−5. This leads to
a clean-cut between the modified and unmodified area, which is
also demonstrated in the printed interdigitated nanoelectrode by
Au NPs, where variation less than 10 nm can be achieved for
patterns with a line width less than 150 nm (Fig. 4c, d). Tunable pixel size. The pixel size in EFASP can be tuned pre-
cisely by controlling the number of NPs adsorbed in the patterned
area, The surface energy modulation induced by de-fluorination is
significant. As shown in the insets of Fig. 3c, the contact angle
with water is changed considerably (from 112 degrees to 76
degrees) by the de-fluorination process. With the help of the
combining relation29, we can estimate the adhesion energy
difference of a 10 nm spherical particle with the substrate before
and after it is de-fluorinated, ΔW = 0.24 eV (see Supplementary
Information Calculation). In the case of a cubic NP, this value can
be even larger. Overall, the adhesion resulting from the change in
surface energy is much larger than the electrostatic interaction
and provides a strong binding force for the NPs. N / e UdefluoþUeleUspin
ð
Þ=kBT
ð7Þ ð7Þ To demonstrate this, we fixed the parameters of spin-coating
and adjusting Uele (0.15 to 1.5 V) by changing the writing voltage
applied on the AFM from -40 to -90 V (Supplementary Fig. 7). It
is evident that high surface potential leads to a large pixel size
(Fig. 4a, b). NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-020-19771-0 For a quantitative understanding, the particle volume
in the AFM topographic graphs and fluorescence intensity in the
PL images were statistically analyzed. All the 100 printed pixels in
the 10 × 10 charged spots separated by 1.0 μm were counted, as
shown in Supplementary Fig. 8. Both the two plots (Supplemen-
tary Fig. 8e, f) demonstrate that there is a near-linear relationship
between the average particle number and the surface potential. Spatial distribution of NPs. We can further calculate adsorption
possibilities of NPs at different areas using Boltzmann-Gibbs
distribution P rð Þ / eU rð Þ=kBT
ð1Þ ð1Þ g p
p
We can push the pixel size down to few-NP level by lowering
the pattern writing potential to -0.15 V. Only several NPs are
adsorbed in one pixel, while still maintaining 100% yield based on
the charged spots. Taking 15-nm Fe2O3 NPs as an example, only
2–5 NPs are assembled at each spot when the surface potential is
low at -0.25 V (Supplementary Fig. 10c), corresponding to a pixel
size less than 30 nm. This few-NP level control capability is
particularly useful for making QD nanopatterns since single QDs
can be used for generating single photons, which have many
applications in the field of quantum information. For illustrating
this, a 10 × 10 array of CsPbBr3 QDs was assembled at the surface
potential of -0.15 V, and low-temperature PL spectra (at 4 K)
show that there are only a few well-separated fluorescence peaks
at each pixel (Supplementary Fig. 9), indicating that QDs can be
precisely located at the desired position at the few-NP level since
one CsPbBr3 QD normally only has one emission peak at low
temperature. Here, P is the possibility of a nanoparticle being at location r,
and U is the adsorption energy. From Fig. 1c, we learn that the
adsorption energy at the patterned area (de-fluorinated area),
electrostatic interaction area, and fluoride surface is Udefluo + Uele
−Uspin, Uele + Ufluo −Uspin, and Ufluo −Uspin, respectively. Consequently, the possibility for a nanoparticle to adsorb on the
surface is Pdefluo / e UdefluoþUeleUspin
ð
Þ=kBT
ð2Þ
Pele / e UeleþUfluoUspin
ð
Þ=kBT
ð3Þ
Pfluo / e UfluoUspin
ð
Þ=kBT
ð4Þ ð2Þ ð3Þ ð4Þ Based on this, some of the key parameters of EFASP can be
evaluated in a quantitative fashion. NATURE COMMUNICATIONS | (2020) 11:6002 | https://doi.org/10.1038/s41467-020-19771-0 | www.nature.com/naturecommunications Discussion
h In this work, we have developed a nanofabrication technique,
EFASP, which is efficient, fast, robust, accurate, and widely
applicable. By regulating the long-range and short-range forces
between the oil-dispersed NPs and the substrate, as well as the
surface energy of the substrate, which can be achieved by high-
voltage tip-based writing, we can print the NPs into nanopatterns
with feature size less than 30 nm, without any nonspecific
adsorption. The EFASP is versatile for NPs dispersed in nonpolar
solvents, such as QDs, magnetic NPs, upconversion fluorescent
nanocrystals and metal NPs. Moreover, we have demonstrated
that multiple NPs could be assembled accurately on the same
substrate with an arbitrary arrangement, just by repeating suc-
cessive charge-writing/spin-coating cycles. The printing process is
intrinsically scalable, and samples over millimeter sizes can be
produced if the high-voltage writing is carried out using tip arrays
or large-area molds. This work provides a platform for con-
venient, flexible, and rapid manufacturing of non-silicon based Au NPs were synthesized as follows34. For the synthesis of 5 nm Au
nanoparticles, 0.0925 g dodecyldimethylammonium bromide (DDAB) and 0.046 g
HAuCl4·4H2O were added into 10 mL of toluene with ultrasonication until the
complete dissolution of metal salts. In total 40 μL of freshly prepared aqueous
NaBH4 (9.4 M) solution were added dropwise under vigorously stirring to initiate
the gold reduction. After 20 min, 0.8 mL 1-dodecanethiol was added into the as-
prepared solution, and the stirring was continued for 5 minutes. After adding
ethanol, Au NPs were precipitated and separated through centrifugation. Finally,
the resulting Au NPs were re-dispersed into 10 ml cyclohexane. Upconversion fluorescent NaYF4:18%Yb, 2%Er NPs were synthesized as
follows35. YCl3·6H2O (242.7 mg), YbCl3·6H2O (70.0 mg), and ErCl3·6H2O (7.6 mg)
were dissolved in 100 μL water first and then mixed with oleic acid (6 mL) and 1-
octadecene (15 mL) in a three-neck flask. The solution was degassed at 150 °C
under Ar for 30 min and then cooled down to room temperature. A 10-mL
methanol solution containing NaOH (0.1 g) and NH4F (0.1481 g) was added and
stirred for 30 min. After that, the solution was slowly heated to 110 °C and kept at
110 °C for 0.5 h to remove methanol and a small amount of water. Then, the
solution was quickly heated to 320 °C and aged for 1 h under Ar protection. Methods Synthesis. All the perovskite QDs were synthesized by the hot injection method32. Take the typical perovskite CsPbBr3 QDs as an example, Cs2CO3 (0.407 g) was
loaded into a 50 ml three-neck flask with octadecene (ODE, 20 ml) and oleic acid
(1.5 ml). The mixture was degassed for 0.5 h at 120 °C, and then heated to 150 °C
under Ar to dissolve the solid completely, as the Cs-oleate stock solution. In
another three-neck flask, PbBr2 (0.14 g) was added into a mixed solvent of ODE
(10 ml), oleylamine (2 ml), and oleic acid (1 ml). The mixture was then heated to
120 °C under vacuum, followed by Ar gas flow. After complete solubilization of the
PbBr2 salt, the temperature was raised to 150 °C, and followed by a quick injection
of above Cs-oleate solution (1 ml). The reaction was stopped after 5 s by an ice-
water bath. After the dispersion of perovskite NCs was cooled down to 30 °C,
antisolvent such as acetone with volume ratio 1:1 to original dispersion was added
to precipitate NCs. The resulting CsPbBr3 NCs were collected by centrifugation,
and then re-dispersed into 3 ml cyclohexane. With the same steps, CsPbI3 NCs can
be synthesized by replacing the PbBr2 salts with the same mole amount of
PbI2 salts. Finally, it is worth noting that there is no limit on the printing
size of the EFASP technique. Currently, the size is only limited by
the nanopattern writing tool (i.e., the AFM), and this potential
problem can be solved by many existing techniques, e.g., tip
arrays or a large area mold30,31. In addition, we can set the scan
AFM head on the motorized stage to address the concerns about
the slow and small scale about AFM based technology. As
demonstrated in Supplementary Fig. 11, by combining the tip
scanning and stage moving, we can easily make millimeter-scale
charge
patterns
in
15 min,
requiring
no
manual
tip-
repositioning step. Superparamagnetic γ-Fe2O3 NPs were synthesized using a thermolysis
process33. Fe(CO)5 (0.2 mL, 1.52 mmol) was added to a mixture containing 10 mL
of ODE and 1.28 g of oleic acid at 100 °C. The solution was then heated to 290 °C
under Ar atmosphere and maintained for 1 h. Then the solution was cooled down
to 200 °C and bubbled with air for 2 h. After cooling down to room temperature,
acetone was added to precipitate γ-Fe2O3 nanoparticles. nanodevices, such as integrated photonic chips, biochips, and
wearable devices. nanodevices, such as integrated photonic chips, biochips, and
wearable devices. properties of the ink materials, and therefore, all synthesized
functional NPs dispersed in a nonpolar solvent can be used as the
ink for effective nanoscale printing. We tested several different
NPs including magnetic, metal, semiconductor, dielectric nano-
material (e.g., γ-Fe2O3, Au, CdSe, and NaYF4, respectively) with
the size from a few nanometers to tens of nanometer, and high
quality printed structure can be obtained for all of these materials
without exception (Supplementary Fig. 10). NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-020-19771-0 One of the key parameters for the assembly-based nanofabri-
cation technique is the error ratio, which determines whether the
technique is useful in industrial settings. In the EFASP process, it
can be defined as the ratio between the adsorption possibility in
the unpatterned fluoride area and patterned de-fluorinated area, Printing continuous nanostructured assemblies. In addition to
the few-NP level pixel control, the EFASP technique is suitable
for fabricating continuous nanostructured assemblies, which are
particularly useful in electronics, e.g., conductive nanowires,
antennas, as well as nano-optoelectronic devices. As an example,
we prepared interdigitated nanoelectrodes printed using Au NP
(10 nm, Fig. 4c, d) with 1 μm electrode separation and <150 nm
finger width. Note that nonpolar solvents are used in this work
and NPs are neutral, and therefore, the NPs are densely packed
when they are assembled on the patterns. This is different from
the water-dispersed NPs which are repulsive to each other due to
the existence of surface charges. ER ¼ Pfluo=Pdefluo / e UdefluoþUeleUfluo
ð
Þ=kBT
ð5Þ ð5Þ We can see that the error ratio is solely decided by the
attraction
potential,
ΔU ¼ Udefluo þ Uele Ufluo. Estimation
shows that ΔU ~0.35 eV for a 10 nm QD (see Supplementary
Information Calculation), and the corresponding error ratio is
about 9 × 10−7. This explains the extremely clean background
over a large area of printed nanostructures demonstrated in
Fig. 1d. Versatility of the patterning technique. The EFASP technique is
versatile for various nanoparticle inks, insensitive to printing
parameters, and easy to scale up. As a physical adsorption pro-
cess, the EFASP technique is not sensitive to the chemical High spatial accuracy. Another important parameter is the
accuracy of the EFASP method. Ideally, all NPs should be limited
in the de-fluorinated area. However, from Fig. 1b, we can see that TURE COMMUNICATIONS | (2020) 11:6002 | https://doi.org/10.1038/s41467-020-19771-0 | www.nature.com/naturecommunications 5 ARTICLE Methods Finally, the resulting black
powder was collected by centrifugation and re-dispersed into 10 mL cyclohexane. A
NP
th i
d
f ll
34 F
th
th i
f 5
A NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-020-19771-0 NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-020-19771-0 –0.25V
–0.60V
–1.00V
0 V
11
nm
0 V
12
nm
0V
17
nm
Charge potential / V
–1.5
–1.2
–0.9 –0.6 –0.3
Number of particles
0
50
100
150
8
20
53
70
80
89
125
a
c
0 V
b
33
nm
Dx ~10 nm
d
–0.3 V
–0.7 V
–1.2 V
–7 V
Fig. 4 Tunable pixel size and printed interdigitated nanoelectrodes. a Tuning the pixel size (the number of NPs on each spot) by adjusting the charge
potential. From left to right, they are KPFM potential mapping, corresponding AFM height mapping, SEM, and PL images (inset) of CsPbBr3 QD patterns. Scale bar, 500 nm. b The near-linear relationship between the average number of NPs on each spot and the charge potential. Error bars represent the
standard deviation of the NPs numbers on 100 spots of each potential. c KPFM potential image and AFM height mapping of interdigitated nanoelectrode
printed with 10-nm Au NPs. Scale bar, 1 μm. d Corresponding SEM of the interdigitated nanoelectrode and an enlarged part, showing a finger width of 150
nm with variation less than 10 nm. Scale bar, 1 μm (left), and 200 nm (right). –0.25V
–0.60V
–1.00V
0 V
11
nm
0 V
12
nm
0V
17
nm
a
–0.3 V
–0.7 V
–1.2 V Charge potential / V
–1.5
–1.2
–0.9 –0.6 –0.3
Number of particles
0
50
100
150
8
20
53
70
80
89
125
b b a Charge potential / V c
0 V
3
n
–7 V Dx ~10 nm
d d c Fig. 4 Tunable pixel size and printed interdigitated nanoelectrodes. a Tuning the pixel size (the number of NPs on each spot) by adjusting the charge
potential. From left to right, they are KPFM potential mapping, corresponding AFM height mapping, SEM, and PL images (inset) of CsPbBr3 QD patterns. Scale bar, 500 nm. b The near-linear relationship between the average number of NPs on each spot and the charge potential. Error bars represent the
standard deviation of the NPs numbers on 100 spots of each potential. c KPFM potential image and AFM height mapping of interdigitated nanoelectrode
printed with 10-nm Au NPs. Scale bar, 1 μm. d Corresponding SEM of the interdigitated nanoelectrode and an enlarged part, showing a finger width of 150
nm with variation less than 10 nm. Scale bar, 1 μm (left), and 200 nm (right). NATURE COMMUNICATIONS | (2020) 11:6002 | https://doi.org/10.1038/s41467-020-19771-0 | www.nature.com/naturecommunications NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-020-19771-0 NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-020-19771-0 5. Talapin, D. V., Lee, J.-S., Kovalenko, M. V. & Shevchenko, E. V. Prospects of
colloidal nanocrystals for electronic and optoelectronic applications. Chem. Rev. 110, 389–458 (2010). The final NaYF4:Yb,Er NPs was re-dispersed in 5 mL of cyclohexane after washing
with cyclohexane/acetone two times. y
The CdSe/ZnS core/shell NP dispersions were purchased from Suzhou
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atomic force microscope from NT-MDT NTEGRA PROBE NANOLABORATORY
mounted with TipsNano HA_NC/Pt tips (235/140 kHz, 12/3.5 N/m, 20-30 nm Pt
coating) and an external high voltage amplifier manufactured by THORLABS
(model: HVA200). A commercial fluorine polymer CYTOP (perfluoro (1-butenyl
vinyl ether)) and its special dilution solvent (perfluorocarbons, PFC) were used as a
substrate (purchased from ASAHI GLASS COMPANY, Japan). Typically, CYTOP
powder was diluted to 1–3 wt% with solvent and spin-coated onto silicon wafers,
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Nova software. The z-feedback was adjusted to control the tip–substrate distance
during charge writing. In order to import a preset pattern, Vector mode was
selected to write the simple dot charge matrix, and Raster mode was used to write
the complex charge patterns. The time on a single point was fixed at 100 ms and 18
ms for Vector and Raster mode, respectively. The electrical voltage added on tips is
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d
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h After
the solution was cooled down, acetone was added to precipitate the nanoparticles. 6 ARTICLE ARTICLE NATURE COMMUNICATIONS | (2020) 11:6002 | https://doi.org/10.1038/s41467-020-19771-0 | www.nature.com/naturecommunicati Data availability 28. Palleau, E., Sangeetha, N. M. & Ressier, L. Quantification of the electrostatic
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2011). Received: 15 February 2020; Accepted: 22 October 2020; Received: 15 February 2020; Accepted: 22 October 2020; NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-020-19771-0 NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-020-19771-0 Author contributions Open Access This article is licensed under a Creative Commons
Attribution 4.0 International License, which permits use, sharing,
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regulation or exceeds the permitted use, you will need to obtain permission directly from
the copyright holder. To view a copy of this license, visit http://creativecommons.org/
licenses/by/4.0/. X.X., Z.M., and J.B. contributed equally to this study. W.Z. and Z.L. conceived the project
and designed the experiments. X.X. and Z.L. synthesized the nanoparticles dispersed in the
oil-phase. W.Z. Z.M. and J.B. developed the nanoscale charging and defluorination tech-
nique for fluorinated substrates. Z.M. and X.X. characterized the samples and collected all
the data. W.Z. carried out the theoretical calculations. Z.L., Z.W., and Y.Y. wrote the
manuscript. All authors discussed the results and commented on the manuscript. Competing interests p
g
The authors declare no competing interests. Acknowledgements This study was supported by grants from the National Key Technologies R&D Program
of China (No. 2016YFA0201104), the National Basic Research Program of China
(No.2015CB659400), the National Natural Science Foundation of China (No. 11574142,
11621091, and 22075128). This study was also supported by the Fundamental Research
Funds for the Central Universities (14380166), Jiangsu Innovative and Entrepreneurial
Talent Award, and State Key Laboratory of Analytical Chemistry for Life Science
(SKLACLS2017). We thank Prof. Xiaoyong Wang for the measurement of emission
spectra of perovskite nanocrystals on the single-pixel at 4 K. We also thank the assistance
from the Technical Center of Nano Fabrication and Characterization, Nanjing University
for the TEM characterization. Peer review information Nature Communications thanks Yong Lei, Etienne Palleau and
the other, anonymous, reviewer(s) for their contribution to the peer review of this work. Peer reviewer reports are available. References 32. Protesescu, L. et al. Nanocrystals of cesium lead halide perovskites (CsPbX3, X
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fluorescent nanoparticles. Adv. Mater. 20, 4765–4769 (2008). 7 7 Reprints and permission information is available at http://www.nature.com/reprints Publisher’s note Springer Nature remains neutral with regard to jurisdictional claims in
published maps and institutional affiliations. Additional information © The Author(s) 2020 Supplementary information is available for this paper at https://doi.org/10.1038/s41467-
020-19771-0. © The Author(s) 2020 Supplementary information is available for this paper at https://doi.org/10.1038/s41467-
020-19771-0. NATURE COMMUNICATIONS | (2020) 11:6002 | https://doi.org/10.1038/s41467-020-19771-0 | www.nature.com/naturecommunications 8 NATURE COMMUNICATIONS | (2020) 11:6002 | https://doi.org/10.1038/s41467-020-19771-0 | www.nature.com/naturecommunications
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A Web-Based Interactive Tool to Reduce Childhood Obesity Risk in Urban Minority Youth: Usability Testing Study
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A Web-Based Interactive Tool to Reduce Childhood Obesity Risk
in Urban Minority Youth: Usability Testing Study Sandra Verdaguer1,2, MPH, MSc; Katrina F Mateo1,2, MPH; Katarzyna Wyka2, PhD; Tracy A Dennis-Tiwary3,4, PhD;
May May Leung1, PhD, RDN 1School of Urban Public Health, Hunter College, The City University of New York, New York, NY, United States
2Graduate School of Public Health and Health Policy, The City University of New York, New York, NY, United States
3School of Arts and Sciences, Hunter College, The City University of New York, New York, NY, United States
4The Graduate Center, The City University of New York, New York, NY, United States Corresponding Author:
May May Leung, PhD, RDN
School of Urban Public Health
Hunter College
The City University of New York
2180 Third Avenue
New York, NY, 10035
United States
Phone: 1 212 396 7774
Email: maymay.leung@hunter.cuny.edu Original Paper
A Web-Based Interactive Tool to Reduce Childhood Obesity Risk
in Urban Minority Youth: Usability Testing Study
Sandra Verdaguer1,2, MPH, MSc; Katrina F Mateo1,2, MPH; Katarzyna Wyka2, PhD; Tracy A Dennis-Tiwary3,4, PhD;
May May Leung1, PhD, RDN
1School of Urban Public Health, Hunter College, The City University of New York, New York, NY, United States
2Graduate School of Public Health and Health Policy, The City University of New York, New York, NY, United States
3School of Arts and Sciences, Hunter College, The City University of New York, New York, NY, United States
4The Graduate Center, The City University of New York, New York, NY, United States
Corresponding Author:
Verdaguer et al
JMIR FORMATIVE RESEARCH JMIR FORMATIVE RESEARCH Verdaguer et al Original Paper Abstract Background: Childhood obesity is a serious public health issue among minority youth in the United States. Technology-enhanced
approaches can be effective for promoting healthy behavior change. Objective: The purpose of this study was to test the usability of prototypes of a Web-based interactive tool promoting healthy
dietary behaviors to reduce childhood obesity risk in urban minority youth. The Web-based tool comprised a manga-style comic
with interactive features (eg, sound effects, clickable pop-ups), tailored messaging, and goal setting, and was optimized for use
on tablet devices. Methods: Latino and black/African American children ages 9 to 13 years were recruited to participate in two rounds of usability
testing. A modified think-aloud method was utilized. Self-reported surveys and field notes were collected. Audio recordings and
field notes from usability testing sessions were systematically reviewed by extracting and coding user feedback as either positive
comments or usability or negative issues. The quantitative data from self-reported questionnaires were analyzed using descriptive
statistics. Results: Twelve children (four female; eight black/African American) with a mean age of 10.92 (SD 1.16) years participated. Testing highlighted overall positive experiences with the Web-based interactive tool, especially related to storyline, sound effects,
and color schemes. Specific usability issues were classified into six themes: appearance, content, special effects, storyline,
terminology, and navigation. Changes to the Web-based tool after round 1 included adding a navigation guide, making clickable
icons more visible, improving graphic designs, and fixing programming errors. In round 2 of testing (after modifications to the
Web-based tool were incorporated), many of the usability issues that were identified in round 1 did not emerge. Conclusions: Results of testing will inform further development and finalization of the tool, which will be tested using a
two-group pilot randomized study, with the goal of reducing childhood obesity risk in minority, low-income youth. (JMIR Formativ Res 2018;2(2):e21) doi:10.2196/formative.9747 JMIR Formativ Res 2018 | vol. 2 | iss. 2 | e21 | p.1
(page number not for citation purposes) http://formative.jmir.org/2018/2/e21/ 1School of Urban Public Health, Hunter College, The City University of New York, New York, NY, United States
2Graduate School of Public Health and Health Policy, The City University of New York, New York, NY, United States
3School of Arts and Sciences, Hunter College, The City University of New York, New York, NY, United States
4The Graduate Center, The City University of New York, New York, NY, United States Background Childhood obesity continues to be a serious public health
challenge [1]. In the United States, the prevalence of obesity
among youth is 18.5% [2]. The challenge remains pronounced
particularly in low-income, minority populations. Latino and
black/African American children have the highest rates at 25.8%
and 22.0%, respectively [2]. Furthermore, adolescents (12-19
years) have the highest prevalence (20.6%) compared to
school-aged (6-11 years; 18.4%) and preschool-aged children
(2-5 years; 13.9%) [2]. Childhood obesity leads to negative
health outcomes, such as type 2 diabetes, cardiovascular disease,
and hypertension, which can continue through to adulthood
[3-5]. This complex epidemic has been attributed to, among
other behaviors, the increased consumption of energy-dense
and low-fiber foods [6,7] as well as the reduced consumption
of nutrient-dense fruits and vegetables [8,9]. The comic component of the Web-based tool was guided by
the narrative transportation theory. The narrative transportation
theory explains how narrative communication, such as manga
comics, could contribute to changes in health-related beliefs
and behaviors by transporting the reader into the narrative world
[29]. According to the narrative transportation theory,
transportation into a narrative world is believed to lead to
acceptance of persuasive messages within a story through
multiple mechanisms, which include positive relationships with
story characters, lowered resistance to story messages, and
similarities to real-world experiences [30-34]. If a reader likes
or identifies with a specific character, the events experienced
by the character or statements made by the character may have
a greater effect in shifting the reader’s beliefs [33,34]. As a
result, narrative messages may be more effective than fact-based
evidence, particularly when the messages are not similar to
one’s own beliefs [29]. Additionally, readers tend to be more
engaged with stories that are similar to their personal
experiences and cultural values [29]. Thus, embedding health
messages into storylines with realistic and relatable scenarios
could further engage readers, and thus potentially impact
health-related attitudes and beliefs. The narrative transportation
theory also suggests that images are most impactful when they
are embedded in a story rather than provided in isolation as it
could enhance the narrative influence [35]. Therefore, visual
images relevant to the story’s message, such as those
incorporated in manga comics, may further impact attitudes and
beliefs. Effective, yet innovative interventions are needed to capture
the attention of children living in a multimedia environment. KEYWORDS ity testing; interactive technology; mHealth, childhood obesity; minority; health nutrition; health educatio JMIR Formativ Res 2018 | vol. 2 | iss. 2 | e21 | p.1
(page number not for citation purposes) http://formative.jmir.org/2018/2/e21/ JMIR FORMATIVE RESEARCH Verdaguer et al form of entertainment in many countries, including the United
States, irrespective of gender, nationality, or age [25-28]. Although such popularity increases the opportunity for reach
of manga comics, components such as story plot and character
details (eg, physical features, language use, personal preferences)
can be developed to tailor these comics for specific minority
populations. Background The pervasiveness of technology and new media use in youth,
particularly within the Latino and black/African American
population [10-12], highlights opportunities and potential new
avenues to engage with this priority population [13]. A
systematic review indicated that Web-based programs, as part
of a multicomponent intervention, could reduce obesity and
overweight in school-aged children [14]. Web-based and
technology-assisted interventions, particularly if developed
using human-centered approaches and informed by theory [15],
have the potential to increase access, improve convenience,
decrease cost, and increase participant engagement with dietary
behavior change strategies, especially among culturally diverse
and hard-to-reach communities [16-19]. At the same time, these
types of interventions that allow for flexible engagement with
health-related material may require more intrinsic motivation
to initiate and maintain engagement over time. Thus, innovative
dietary-focused interventions targeting youth should not only
incorporate technology, but also integrate engaging features
and components to sustain interest and use. Social cognitive theory is a frequently used framework in
effective dietary behavior change interventions [36,37], and it
also lends explanation to ways in which a manga comic may
influence health behavior in youth [22,23]. Exposure to
characters in the storylines may facilitate observational learning
and influence health behaviors, particularly when readers relate
to the comic characters and consider them role models [38]. With input from members of the priority population throughout
development, character personalities, interests, and appearances
can be designed to increase the likelihood that readers may see
them as relatable, and thus role models. The development of
similar entertainment-education narratives draws greatly on
social cognitive theory by using role models to perform new
behaviors [39-41]. Further, the use of relatable characters to
illustrate the positive effects of healthy eating and the negative
effects of unhealthy eating operationalizes the construct of
outcome expectations for comic readers. Thus, an engaging
manga comic informed by the narrative transportation theory,
which includes health messages and content guided by social
cognitive theory, may be an effective vehicle to promote healthy
eating behaviors. http://formative.jmir.org/2018/2/e21/ JMIR Formativ Res 2018 | vol. 2 | iss. 2 | e21 | p.2
(page number not for citation purposes) Theoretical Basis and Content of Intervention INC Theoretical Basis and Content of Intervention INC
Intervention INC is a theory-informed, Web-based interactive
tool promoting healthy dietary behaviors, specifically increased
fruit and vegetable or water intake, with the goal to reduce
childhood obesity risk in Latino and black/African American
youth. The main component of the Web-based tool is a novel
interactive manga comic, optimized for use on tablet devices. Although research is limited, Japanese comic art, commonly
known as manga, has previously been used as part of cognitive
behavioral therapy to improve depressive symptoms in Japanese
adults [20], as a mental health campaign for youth in England
[21], and as an obesity prevention tool for minority children in
the United States [22,23]. Unlike Western-style comic books,
manga are a unique form of multimodal narrative media that
stimulate a reader’s attention by combining detailed visual
images and text to create more of a subjective viewpoint of a
story [24]. Another distinct feature of manga comics is their
wider range of genres. Manga comics are an increasingly popular Another key component of the Web-based tool is goal setting. Goal setting is discussed in several behavior change theories, http://formative.jmir.org/2018/2/e21/ JMIR Formativ Res 2018 | vol. 2 | iss. 2 | e21 | p.2
(page number not for citation purposes) XSL•FO
RenderX JMIR FORMATIVE RESEARCH Verdaguer et al including social cognitive theory and goal-setting theory, and
involves a commitment to change through small steps [42-44]. These theories similarly relate goals to outcome expectancy and
self-efficacy, both of which are needed for goal commitment
and attainment. Further, goal setting and self-monitoring are
approaches through which self-regulation is operationalized. In
the Web-based tool, goal setting, weekly assessment of goals,
and tailored messages and feedback (based on initial screening
questions and goal assessments) are integrated as theory-guided
approaches to support healthy behavior change. including social cognitive theory and goal-setting theory, and
involves a commitment to change through small steps [42-44]. These theories similarly relate goals to outcome expectancy and
self-efficacy, both of which are needed for goal commitment
and attainment. Further, goal setting and self-monitoring are
approaches through which self-regulation is operationalized. In
the Web-based tool, goal setting, weekly assessment of goals,
and tailored messages and feedback (based on initial screening
questions and goal assessments) are integrated as theory-guided
approaches to support healthy behavior change. controlled trial (RCT). Study Overview This study is part of a larger study that aims to design, develop,
and evaluate the Intervention INC tool. Textbox 1 outlines the
multiple phases and research activities of the overall study;
research activities specific to this study are marked. The methods
described focus on the two rounds of usability testing conducted
during the development phase with children using prototypes
of the Intervention INC tool. Theoretical Basis and Content of Intervention INC This study also aims to add to the limited
literature related to usability testing of Web-based tools with
youth by describing usability testing methods used to evaluate
a Web-based tool with urban minority preadolescents. The Concept of Usability Testing According to the US Department of Health and Human Services,
usability testing refers to evaluating a product or service by
testing it with representative users [45]. Usability testing is a
crucial step in the development of online health tools and mobile
health (mHealth) apps and technologies to ensure that they are
accessible, understandable, and useful to end users, and are
delivered in an efficient, effective, satisfying, and culturally
competent manner [46,47]. Although several studies have
emphasized how usability testing can improve technology-based
tools [43-45], there is limited research detailing usability testing
methods for mHealth tools with youth users, especially younger
than 13 years of age [48-53]. A challenge often cited is that
traditional usability testing approaches, whether via survey or
qualitative methods, are designed for adults and may require
different practical, methodological, and ethical considerations
with children. The literature also highlights the importance of
taking into account individual characteristics that may make it
easier or more difficult to participate in these verbal reporting
methods, such as level of “extraversion” and “friendliness”
[51,53-55]. For example, usability testing done with very young
children (younger than 7 years) have highlighted issues related
to impatience during testing, unpredictable reactions (especially
if the child is uncertain about what to do), and minimal remarks
made by users while using a typical think-aloud protocol [55,56]. At the same time, authors have emphasized how behavioral
observation (especially during “free play”) often provides the
most useful information and insight into usability [55,56]. Although simplifying usability survey questions or think-aloud
verbal
probes
may
address
issues
of
literacy and
understandability in children, this may also diminish the depth
of relevant feedback provided by youth users. Thus, more
research is needed to demonstrate successful approaches to
usability testing among youth, and particularly among the
understudied preadolescent population (9 to 12 years). The lack
of published studies in this area suggests that Web-based health
promotion tools are being developed without formal involvement
or evaluation by potential users, which can impact their potential
usefulness, relevance, and effectiveness. JMIR Formativ Res 2018 | vol. 2 | iss. 2 | e21 | p.3
(page number not for citation purposes) Web-Based Tool Description The Web-based tool tested in round 1 and round 2 consisted of
a three-chapter interactive nutrition comic with a character
profiles section and embedded interactive features (eg, sound
effects, character voice-overs, clickable pop-up windows) to
engage users. At the end of each chapter, a tailored message
from a character was provided to the user promoting either fruit
and vegetable or water intake, as well as a prompt to select a
goal related to either increasing fruit and vegetable or water
intake (tailored content based on initial screening questions and
goal assessments). Figure 1 shows a flowchart of the Web-based
tool components that were tested within the current study. Sample Participants Formative phase
Focus groups or interviews with children and parents
Development phase
•
Internal development of initial Web-based tool concepts
•
Codesigning of Web-based tool content and design with children and parents
•
Usability testing of Web-based tool prototypes with children* and parents
Evaluation phase
Two-group pilot randomized controlled trial to evaluate feasibility and acceptability of Web-based tool with parent-child dyads Textbox 1. Phases and activities of Intervention INC tool design and evaluation. *Research activity specific to this study. Formative phase
Focus groups or interviews with children and parents
Development phase
•
Internal development of initial Web-based tool concepts
•
Codesigning of Web-based tool content and design with children and parents
•
Usability testing of Web-based tool prototypes with children* and parents
Evaluation phase
Two-group pilot randomized controlled trial to evaluate feasibility and acceptability of Web-based tool with parent-child dyads Phases and activities of Intervention INC tool design and evaluation. *Research activity specific to this study. Figure 1. Flowchart of Web-based tool components. F/V: fruit/vegetable. Figure 1. Flowchart of Web-based tool components. F/V: fruit/vegetable. The final version of the Web-based tool will include an
additional three chapters (six chapters in total), post-chapter
trivia questions, and rewards for correct answers, as well as
expanded health information and fun-fact pop-ups throughout
each chapter to reinforce health messages. Screening questions
will also be incorporated and asked first to determine whether
the child receives messages, goals, and comic content focused
on either fruit and vegetable or water intake. JMIR Formativ Res 2018 | vol. 2 | iss. 2 | e21 | p.4
(page number not for citation purposes) http://formative.jmir.org/2018/2/e21/ Sample Participants English-speaking Latino and black/African American children
ages 9 to 13 years were recruited to participate in two rounds
of usability testing to provide feedback and identify problems
to help inform final development of the Web-based tool. Participants were recruited from a contact list of 36 children,
who had participated in previous formative phase focus groups
ot interviews (manuscript under review) and early development
phase study sessions (manuscript in preparation). These youth
were originally recruited via a community-based organization
primarily serving children in high-need New York City
neighborhoods and local outreach near businesses within the
East Harlem, New York, neighborhood. Eligibility criteria for this prior study sample consisted of the
child being between the ages of 9 and 12 years; the child
self-identifying as Latino and/or black/African American; the
child being English-speaking; the child having internet access,
as well as access to a mobile phone or tablet; and the child
having an interest in talking about food and technology. We did
not screen for reading or digital literacy level as content in the
Web-based tool was delivered via multiple mediums, including
text, audio, and images. Literature suggests that pictures and
audio-assisted reading improves reading comprehension and
lowers literacy level of the text [57,58]. Children meeting eligibility criteria were scheduled for a
one-on-one usability testing session with a study staff member. Round 1 sessions were conducted in June 2017 and round 2
sessions in July 2017 after certain modifications were made to
the Web-based tool. The goal was to recruit five to eight children
in each round of usability testing as it has been reported that
usability testing with five users will reveal 85% of usability
issues [59,60]. Child assent was obtained prior to study
participation, in addition to parental permission and a photo
release form. Participants received a US $10 gift card and a
round trip Metrocard on completion of the session. All study
activities were approved by the Institutional Review Board at
Hunter College in New York, NY. The purpose of this study was to conduct usability testing with
Latino and black/African American preadolescents to evaluate
prototypes of Intervention INC. Study results will be used to
finalize the tool, which will be evaluated in a pilot randomized http://formative.jmir.org/2018/2/e21/ http://formative.jmir.org/2018/2/e21/ XSL•FO
RenderX XSL•FO
RenderX JMIR FORMATIVE RESEARCH Verdaguer et al Textbox 1. Phases and activities of Intervention INC tool design and evaluation. *Research activity specific to this study. Think-Aloud Training A note-taking guide was also developed for use by the note
taker to record observations of participant’s responses
(especially nonverbal) during usability testing of the comic
section. The note-taking guide included screenshots of each
panel of the comic, along with multiple checkboxes (eg, to check
which automatic animations displayed automatically), yes or
no options (eg, to indicate if user selected a goal), and reminders
for the note taker to record start and end times and note general
comments. Using this guide, data related to time taken to
complete each comic chapter, number of usability issues,
frequency of interaction with clickable features within the comic,
and specific comments made in each panel of the comic could
be collected. When using think-aloud with adults, examples from the literature
suggest starting with a practice session where a moderator or
evaluator asks the participant to do an example task similar to
the target tasks to orient participants to the practice of talking
out loud (as opposed to explaining) before actually engaging
with the developed tool or system [62,63]. Once the participant
starts interacting with the tool or system, evaluators should only
intervene when a participant stops verbalizing their thoughts,
and only use simple, short, and nondirective prompts such as
“keep on talking” to minimize biasing the user to change their
behavior. Prior to the usability testing with our Web-based tool,
the moderator explained to participants the purpose of the
session (eg, to test an early version of a website using a tablet
to get feedback and suggestions on how to make it better) and
provided instructions on how to “think aloud” while testing
different sections of the website. Our protocol included the
moderator explaining the concept (eg, “I want you to say out
loud what you are thinking as you use the tablet to go to the
website”) and providing an example to practice (eg, “I want
you to raise the volume of this tablet while thinking out loud”). This example was practiced until the child demonstrated an
understanding of how to “think aloud” (eg, explained out loud
that he or she is looking for the volume button on the side of
the tablet and pressing the “up” button to raise the volume). Data Collection Testing sessions for round 1 and round 2 followed similar
procedures. They were conducted in private rooms in a college
campus building with two trained researchers (a moderator and
a note taker). Demographic information (eg, age, gender, race
or ethnicity) and technology use and preferences (eg, “What
devices do you use to access the internet or download apps?”)
of scheduled child participants were previously assessed during
formative phase study sessions via a questionnaire. However,
these data were collected from any unscheduled child
participants, who attended usability sessions (additional details
in Participant Characteristics section). During the usability
testing sessions, a combination of qualitative and quantitative
methods were implemented. Both methods are essential in the
iterative design cycle [61]. Each session consisted of brief
think-aloud training, usability testing of the Web-based tool
with a modified think-aloud protocol and moderator guide (with The Web-based tool was optimized for use on tablet devices as
formative research with a similar population highlighted that
most parents reported owning mobile phones and tablet devices,
and a majority of children reported preferring tablets over
laptops (manuscript in preparation). For the purposes of comic
development, tablets were preferred over mobile phones because
of the larger display size and also to maintain the touchscreen
capabilities. Throughout development, the tool was tested on
devices with iOS, Android, or Windows operating systems and
across Safari, Chrome, Firefox, and Internet Explorer Web
browsers. XSL•FO
RenderX JMIR FORMATIVE RESEARCH Verdaguer et al reading the comic, the participants were specifically encouraged
to read aloud, verbalize reactions, and share initial thoughts
with the moderator. Examples of think-aloud prompts included,
“What is the first thing you notice on this page?” “Can you tell
me what you’re doing?” and “Is there anything you would
change?” Prompts were also provided to encourage specific
feedback once a child experienced any special effects in the
comic or interacted with clickable icons (eg, “What did you
think about that animation?” “Why did you click that?” “What
do you think of that pop-up message?”). examples of prompts to encourage verbalized feedback from
participants throughout testing), and a questionnaire to assess
usability and acceptability. Each participant accessed the
Web-based tool using a touchscreen laptop (Microsoft Surface
Pro) as it provided flexibility for the participant to use the device
as a computer or tablet. Usability testing sessions were
audio-recorded and field notes were taken to document
participant’s comments, performance, behaviors, and nonverbal
body language. Perceived Usability and Acceptability The perceived usability and acceptability of the Web-based tool
was assessed using a questionnaire provided to each participant
after the usability testing session. The questionnaire was
administered via pen and paper, and the moderator was available
to answer any questions about the survey or clarify words that
the participant did not understand. The moderator additionally
highlighted that this questionnaire was not meant to test the
child but was a way for the child to express how easy or hard
it was to use the Web-based tool so that the developers could
improve it for future users. The questionnaire combined and modified items from the
System Usability Scale (SUS) [64], the Usefulness, Satisfaction,
and Ease of use (USE) questionnaire [65], and an
acceptability/usability measure questionnaire [66] in order to
assess five usability domains: usability, usefulness, ease of use,
ease of learning, and satisfaction. The combined questionnaire
consisted of 37 items scored on a five-point Likert scale from
strongly disagree to strongly agree. The usability domain
comprised the 10 items from the SUS questionnaire. Two items
comprised the usefulness domain (one from the USE and the
other from the acceptability/usability measure). Ease of use
domain was assessed using 13 items (10 from the USE and three
from the acceptability/usability measure). Ease of learning was
assessed by the same four items found in the USE questionnaire. The satisfaction domain comprised eight items (all from the
USE,
except
for
one
that
was
added
from
the
acceptability/usability measure). http://formative.jmir.org/2018/2/e21/ Think-Aloud Training In
addition, as there is limited literature on using the think-aloud
method with youth, moderators were prepared to use more
directed prompts and questions in the case that child participants
forgot to verbalize their thoughts while using the tool. JMIR Formativ Res 2018 | vol. 2 | iss. 2 | e21 | p.5
(page number not for citation purposes) Technology Use Prior to accessing the Web-based tool, participants were asked
whether they would prefer to receive messages about the
Web-based tool through text message or email. Participants’
preference was text message (7/12, 58%) over email (5/12,
42%). The most common devices used to access the internet or
download apps were tablets (11/12, 92%) and mobile phones
(10/12, 83%), followed by desktop computer or laptop (8/12,
67%) and xBox (5/12, 42%). Other devices participants reported
to use to access the internet or download apps were iPod, Wii,
and Kindle. Mobile phones and tablets were the top two devices
used most often. However, mobile phones were the preferred
devices among participants (8/12, 67%). Although the majority
of participants used mobile phones, two of 12 indicated they
did not use mobile phones. Among the participants who used
mobile phones, four of 10 shared their mobile phones with
someone else in the family, normally with their mom and
siblings. Table 1 summarizes the participants’ demographic and
technology characteristics. To ensure the reliability of the content analysis, the coding and
themes were continually validated by two other researchers
throughout the analysis process. Specifically, the primary analyst
coded the data and then presented the analysis to two other
researchers, who reviewed code application to comments or
verbalizations. If any inquiries or disagreements arose regarding
codes and themes, the three researchers discussed and resolved
any discrepancies. Coding revision and theme refinement
continued until data analysis was complete. Field notes were
reviewed to help inform analysis. Data Analysis Analysis of think-aloud data, including coding categories and
themes were guided by approaches used in previous literature
[46,67,68]. Audio recordings from usability testing sessions
were not transcribed verbatim as the context of user interactions
with the tool (eg, audio of character dialog prompted by touching
interactive icons) would be more evident from listening to and
directly analyzing audio recordings [69,70]. Microsoft Excel
version 15.33 was used to assist with data organization and
analysis. For both round 1 and round 2, the audio recordings
and field notes were systematically reviewed. First, child
utterances during usability testing were extracted and coded as
either positive comments or usability issues (which also included
negative comments verbalized by participants). Similar or related
comments were then grouped into themes and subthemes. Each
code was counted in coding units. Coding units consisted of
sentences or reactions from the participants and programming
glitches counted during usability testing. The major coding rules
were as follows: (1) multiple sentences or reactions that referred
to the same matter were coded as one unit (eg, if a participant
made multiple comments about a picture being too small, they
were all counted as one unit); (2) agreements between
participants on the same matter in dyad sessions were counted
as two units (eg, if a participant made a comment and his or her
pair agreed, the two comments were counted separately); and
(3) programming glitches that occurred during dyad sessions
were counted as one unit. Usability Testing of Web-Based Tool Participants were first asked if they would prefer to receive a
message with a link to the website by text or email. They were
then provided with a printed sample text or email message that
included the website URL. The moderator asked the participant
if he or she knew what to do next (ie, click on website URL or
open a browser to type in the URL). Once the website URL was
entered into a browser on the tablet, a log-in page was displayed
with a form to enter a username and password. The moderator
provided the username and password for participants, and
observed if the participant was able to enter in the information
to log in. Once logged in, participants were allowed to navigate
freely through the different sections of the Web-based tool, but
were guided to cover all the sections, which included comic
chapters, goals, the message board, and character profiles (see
Figure 1). The combined questionnaire was pilot tested in earlier
development phase study sessions with a similar population of
children ages 9 to 12 years (manuscript in preparation). Based
on this previous testing, some modifications were made to tailor
the questionnaire according to children’s literacy levels for this
study. For example, the item “I found the system very Throughout usability testing of the Web-based tool, participants
were encouraged to think aloud to explain what they were
thinking as they were navigating through the sections. While XSL•FO
RenderX JMIR FORMATIVE RESEARCH Verdaguer et al cumbersome to use” was replaced with “I found the website
very awkward to use,” and “I would imagine most people would
learn to use this system very quickly” was changed to “I think
most people my age would learn to use this website very
quickly.” Additionally, changes were made to make the
questions more appropriate for our Web-based tool. For
example, the word “system” or “tool” was replaced with the
term “website.” Participant Characteristics A total of 12 children (n=6 per round) were recruited. Round 1
consisted of two dyad sessions and two individual sessions and
round 2 consisted of six individual sessions. Although dyad
sessions were not a part of the initial study design, they were
conducted in round 1 as two scheduled children brought their
relatives. The overall age of participants was mean 10.92 (SD
1.16) years (range 9 to 13 years). The mean age of participants
in round 1 was slightly higher than in round 2 (mean 11.17, SD
1.33 years and mean 10.67, SD 1.03 years, respectively). The
majority of participants were male (n=8) and black/African
American (n=8). Among the 12 participants, eight (three in
round 1; five in round 2) were involved in the codesigning
process of the Web-based tool and participated in a previous
usability session of the first prototype. JMIR Formativ Res 2018 | vol. 2 | iss. 2 | e21 | p.6
(page number not for citation purposes) http://formative.jmir.org/2018/2/e21/ Type of smartphone, n iPhone Participants who share mobile phone with other family members, n Participants who have been involved in the codesigning process of the Web-based tool, n Participants who have been involved in a previous usability session, n although they thought the guide was useful, it was not necessary
to include it at the start of each chapter. Appearance referred to the impressions of how the Web-based
tool looked and included the design, layout, illustrations, font,
and colors. Participants approved of the comic illustrations and
the overall design of the Web-based tool. One participant
mentioned this referring to the illustrations of the comic: “I like
it’s [the comic] anime.” However, they had complaints on the
colors as the comic was in black and white with only some
instances of color. One participant expressed “I would like it
[the comic illustrations] better in color, we are in 2017!” Special effects were comic features, including sound effects,
voice-overs of some selected character dialog, clickable pop-up
windows with additional information, and animation, meant to
increase immersion into and engagement with the comic. Participants commented positively on them and asked for more
special effects. Suggestions were even provided as to specific
scenes in the comic where additional special effects could be
incorporated. Some of the quotes were: “It is funny that he’s
[the chameleon] blinking his eyes” and “It would be cool if they
[the characters] were moving. Kind of funny too.” Content included information that was delivered through the
Web-based tool. Participants found the information provided
in the character profiles section most interesting. Participants
expressed particular interest in the character’s favorite recipes,
hobbies, and favorite links (ie, external online games and apps). One participant mentioned wanting to know the character’s
favorite color. Participants also reported liking the fun facts. For example, one participant said “Interesting, I didn’t know
that [basketball fun fact].” However, three round 2 participants
felt that some of the pop-ups and post-chapter messages were
“off topic” or not relevant to the story. Participants in round 1
suggested that a guide could be added to learn how to use the
interactive features within the comic. However, after the guide
was included, some round 2 participants commented that Storyline comprised any comment related to the plot of the
nutrition comic. Overall, the storyline was positively received,
especially the flashbacks (ie, of character memories) and the
“love triangle” between characters. Usability Testing Themes Overall mean testing time was 65 (SD 12) minutes with mean
time in round 1 slightly higher than in round 2 (mean 67, SD 8
minutes vs mean 63, SD 15 minutes, respectively). Testing
revealed a total of 586 comments or reactions. A greater number
of comments and reactions were collected in round 1, especially
during dyad usability sessions (329 collected in round 1, 257
collected in round 2). Multimedia Appendix 1 provides a
summary of participants’ comments and reactions identified
from the content analysis, which have been classified under six
themes: appearance, content, special effects, storyline,
terminology, and navigation. Additional comments were labeled
under general feedback. Participants’ comments and reactions
were further categorized as either positive comments or usability
issues. Overall, there were more positive comments (70.8%,
233/329 in round 1; 65.8%, 169/257 in round 2) compared to
usability issues (29.2%, 96/329 in round 1; 34.2%, 88/257 in
round 2) in both rounds. The quantitative data from self-reported questionnaires about
participant’s usability and acceptability of the Web-based tool
across the five domains were analyzed using SPSS version 22
and Microsoft Excel version 15.33 to calculate the means,
standard deviation, and ranges (minimum-maximum) for the
overall score as well as subscales. For usability domain questions
(10 items), separate means, standard deviation, and ranges were
also calculated based on the SUS scoring protocol [64]. JMIR Formativ Res 2018 | vol. 2 | iss. 2 | e21 | p.6
(page number not for citation purposes) XSL•FO
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RenderX Table 1. Demographic characteristics and technology use of participants. http://formative.jmir.org/2018/2/e21/ JMIR Formativ Res 2018 | vol. 2 | iss. 2 | e21 | p.7
(page number not for citation purposes) Usability Testing Themes Total (N=12)
Round 2 (n=6)
Round 1 (n=6)
Characteristics
10.92 (1.16)
10.67 (1.03)
11.17 (1.33)
Age (years), mean (SD)
Gender, n
8
4
4
Male
4
2
2
Female
Race, n
8
4
4
Black/African American
4
2
2
Latino
Preferred notification platform, n
7
3
4
Text message
5
3
2
Email
Devices used to access internet or download apps, n
11
5
6
Tablet
10
5
5
Mobile phone
8
5
3
Desktop computer or laptop
5
2
3
Xbox
3
1
2
Other (eg, iPod, Wii, Kindle)
Type of smartphone, n
6
2
4
Android (eg, Samsung)
4
3
1
iPhone
2
1
1
Do not use a phone
4
1
3
Participants who share mobile phone with other family members, n
5
3
2
Participants who have been involved in the codesigning process of the Web-based tool, n
3
2
1
Participants who have been involved in a previous usability session, n
Verdaguer et al
JMIR FORMATIVE RESEARCH JMIR FORMATIVE RESEARCH Verdaguer et al Modifications to the Web-Based Tool Between Rounds
1 and 2 Terminology referred to the words, abbreviations, and
onomatopoeia used in the Web-based tool. There were a few
words that participants had trouble reading, such as
“high-fructose corn syrup” and “hypertonic solution.”
Participants stated they did not know the meaning of some words
and abbreviations (“What does NPS mean?” “What is an
athlete?”). No problems were encountered with the
onomatopoeia as children correctly identified the intended
sounds. Although round 1 participants provided multiple suggestions
and different usability issues were detected, modifications to
the Web-based tool between round 1 and round 2 had to be
prioritized. Prioritization adjustments were based on what the
researchers believed would have the largest positive effect on
usability. Additionally, adjustments were chosen based on the
time, resources, and skills available on the development team. The issues and problems highlighted by round 1 users that we
sought to address with modifications between round 1 and round
2 included the following: (1) clickable icons for information
pop-ups, sound effects, or character dialog were not obvious;
(2) the touch feature to “swipe” pages was not intuitive; (3) the
siblings in the comic story did not look related; and (4) multiple
programming errors were identified (eg, tips not displaying after
goals being selected, sound effect of “swiping” page not
playing). Modifications to the Web-based tool to address these
issues after round 1 included (1) making clickable icons more
obvious and visible (changing shape, color, and pop-out effect),
and improving graphic design, such as a making a more unified
and vibrant color scheme, forms; (2) adding background and
pop-up images; (3) adding a navigation guide to highlight how
to identify and use touch features, including clickable icons and
“swiping” the comic pages; (4) altering or improving comic
illustrations; and (5) fixing programming errors. Figures 2-4
are screenshots of some of the additions and modifications to
the Web-based tool. Navigation reflected the way a user navigated the Web-based
tool to complete tasks. For one participant, the steps that should
have been followed to access the Web-based tool (ie, open a
browser and typing in URL) were unclear. Three participants
also pointed out that they did not know what to do after
completing a section or a task. Their suggestions included adding
some guidance texts such as “type this link into your browser”
and “check back next week for a new chapter.” On the other
hand, participants also provided positive comments related to
navigation. Type of smartphone, n Participants were generally
very engaged while reading the comic, often using vocal
inflections to express reactions or, at times, reading character
dialog out loud and mimicking the character voice. In general,
participants thought the comic was humorous and chapters had
interesting endings, which made them eager to read subsequent
chapters. Participants also mentioned liking the characters and
relating to at least one of them. However, there were parts of XSL•FO
RenderX JMIR FORMATIVE RESEARCH Verdaguer et al it [the Web-based tool], I want it on my phone!” and “I would
give it [the Web-based tool] a 9.9!!!” it [the Web-based tool], I want it on my phone!” and “I would
give it [the Web-based tool] a 9.9!!!” the storyline where the older participants had other expectations. One participant mentioned, “That’s it? The worm thing...Oh, I
thought it would be something different.” JMIR Formativ Res 2018 | vol. 2 | iss. 2 | e21 | p.9
(page number not for citation purposes) Modifications to the Web-Based Tool Between Rounds
1 and 2 Turning pages was often an issue for participants
as the touch area to “swipe” was narrow and not as obvious to
users. Four participants were confused on how to go back to
the main page, commenting that “you should make Home link
bigger and more obvious.” One participant said, “I love being
able to swipe and zoom in.” General feedback included any other broad comments related
to the Web-based tool. Overall, participants’ general feedback
was very positive. For example, two participants said, “I liked Figure 2. Screenshot of the navigation guide added as a modification to the Web-based tool after round 1 of usability testing. Figure 2. Screenshot of the navigation guide added as a modification to the Web-based tool after round 1 of usability testing. JMIR Formativ Res 2018 | vol. 2 | iss. 2 | e21 | p.8
(page number not for citation purposes) JMIR Formativ Res 2018 | vol. 2 | iss. 2 | e21 | p.8
(page number not for citation purposes) http://formative.jmir.org/2018/2/e21/ http://formative.jmir.org/2018/2/e21/ JMIR FORMATIVE RESEARCH Verdaguer et al 3. Screenshots of the clickable icon modification added to the Web-based tool after round 1 of usability testing premodification (top) and
odification (bottom). modifications may have impacted users’ usability in round
though none of the six round 1 participants clicked the
al effects icons initially without being prompted by the
rator, all six round 2 participants selected these clickable
without any prompts. Also, the proportion of participants
navigated the comic pages by swiping was higher in round
m 1/6 in round 1 to 3/6 in round 2). Additionally, it may
been clearer to round 2 users that they needed to select a
goal at the end of each comic chapter (see Figure 4). In round
1, only 2 of 6 participants understood that they had to select a
goal after viewing the goal-setting page for the first time at the
end of the chapter. However, all six round 2 participants selected
a goal without prompting by the moderator. Lastly, there was
an 80% reduction in unique programing glitches and errors in
round 2 after modifications to the Web-based tool were made
after round 1 (20 reported in round 1, 4 reported in round 2). the clickable icon modification added to the Web-based tool after round 1 of usability testing premodification (top) and 3. Modifications to the Web-Based Tool Between Rounds
1 and 2 Screenshots of the clickable icon modification added to the Web-based tool after round 1 of usability testing premod
dification (bottom). Figure 3. Screenshots of the clickable icon modification added to the Web-based tool after round 1 of usability testing premodification (top) and
postmodification (bottom) Figure 3. Screenshots of the clickable icon modification added to the Web-based tool after round 1 of usability testing premodification (top) and
postmodification (bottom). The modifications may have impacted users’ usability in round
2. Although none of the six round 1 participants clicked the
special effects icons initially without being prompted by the
moderator, all six round 2 participants selected these clickable
icons without any prompts. Also, the proportion of participants
who navigated the comic pages by swiping was higher in round
1 (from 1/6 in round 1 to 3/6 in round 2). Additionally, it may
have been clearer to round 2 users that they needed to select a goal at the end of each comic chapter (see Figure 4). In round
1, only 2 of 6 participants understood that they had to select a
goal after viewing the goal-setting page for the first time at the
end of the chapter. However, all six round 2 participants selected
a goal without prompting by the moderator. Lastly, there was
an 80% reduction in unique programing glitches and errors in
round 2 after modifications to the Web-based tool were made
after round 1 (20 reported in round 1, 4 reported in round 2). JMIR Formativ Res 2018 | vol. 2 | iss. 2 | e21 | p.9
(page number not for citation purposes) http://formative.jmir.org/2018/2/e21/ XSL•FO
RenderX JMIR FORMATIVE RESEARCH Verdaguer et al Figure 4. Screenshots of the goal setting modification added to the Web-based tool after round 1 of usability testing premodification (top)
postmodification (bottom). Figure 4. Screenshots of the goal setting modification added to the Web-based tool after round 1 of usability testing premodification (top) and
t
difi
ti
(b tt
) igure 4. Screenshots of the goal setting modification added to the Web-based tool after round 1 of usability testing premodification (top) and
ostmodification (bottom). JMIR Formativ Res 2018 | vol. 2 | iss. 2 | e21 | p.10
(page number not for citation purposes) Participant’s Usability and Acceptability Questionnaire p
y
p
y Q
Table 2 highlights the mean scores of the five usability domains
(usability, usefulness, ease of use, ease of learning, and
satisfaction) for round 1, round 2, and combined (rounds 1 and
2). The combined total score of perceived usability and
acceptability of the Web-based tool was high (total mean 4.29,
SD 0.99, range 3.19-4.81). Additionally, all five usability
domains had combined scores of over 4.00. Specifically, the
ease of learning and satisfaction domains had the highest
combined scores (mean 4.60, SD 0.71, range 3.25-5.00 and
mean 4.48, SD 0.83, range 2.88-5.00, respectively). In round 1
specifically, all domains had a mean score higher than 4.00,
ranging from mean 4.40 (SD 1.04, range 3.80-4.80) for usability
to mean 4.96 (SD 0.20, range 4.75-5.00) for ease of learning. In round 2, three out of five domains had a mean score of 4.00
or greater. The usefulness and usability domains scored lowest
with scores of mean 3.67 (SD 1.23, range 3.00-5.00) to mean
3.80 (SD 1.16, range 3.10-4.60), respectively. Only two
individual questionnaire items of the 37 had a mean score lower
than 3.00. In round 1, the item “I can use it without written
instructions” (item under ease of use domain) had a mean score
of 2.67 (SD 1.03, range 1.00-4.00). However, the same item in
round 2 had a mean score of 4.00 (SD 1.10, range 2.00-5.00). In round 2, the item “I felt very confident using the website”
(item under usability domain) had a mean of 2.33 (SD 1.51,
range 1.00-5.00). This same item in round 1 had a mean score
of 4.67 (SD 0.52, range 4.00-5.00). In separate scoring of the
usability domain questions (10 items) according to the SUS
protocol [64], the overall usability was relatively high (total
mean 77.08, SD 13.97), with round 1 participants rating the
usability of the Web-based tool higher than round 2 participants
(mean 85.00, SD 8.94 and mean 69.17, SD 14.11, respectively). Usability testing also reaffirmed the feasibility and acceptability
of embedding health information into narratives, as well as the
importance of using interactive features to enhance engagement
and assist with accessibility. For example, interactive features
such as pop-ups with specific health information and
accompanying images may increase engagement with the
content. In addition, the use of embedded (clickable) audio
recordings for long character dialog can help with the literacy
of the comic [72]. JMIR Formativ Res 2018 | vol. 2 | iss. 2 | e21 | p.10
(page number not for citation purposes) http://formative.jmir.org/2018/2/e21/ XSL•FO
RenderX XSL•FO
RenderX JMIR FORMATIVE RESEARCH Verdaguer et al Table 2. Participant’s perceived usability and acceptability of the Web-based tool.a
Combined (n=12)
Round 2 (n=6)
Round 1 (n=6)
Domain (37 items)
Range
Mean (SD)
Range
Mean (SD)
Range
Mean (SD)
3.10-4.80
4.10 (1.14)
3.10-4.60
3.80 (1.16)
3.80-4.80
4.40 (1.04)
Usability (10 items)
3.00-5.00
4.17 (1.09)
3.00-5.00
3.67 (1.23)
3.50-5.00
4.67 (0.65)
Usefulness (2 items)
2.85-4.92
4.25 (0.98)
2.85-4.92
4.00 (1.04)
4.31-4.69
4.50 (0.85)
Ease of use (13 items)
3.25-5.00
4.60 (0.71)
3.25-5.00
4.25 (0.85)
4.75-5.00
4.96 (0.20)
Ease of learning (4 items)
2.88-5.00
4.48 (0.83)
2.88-5.00
4.23 (1.02)
4.38-5.00
4.73 (0.49)
Satisfaction (8 items)
3.19-4.81
4.29 (0.99)
3.19-4.81
4.00 (1.07)
4.41-4.76
4.58 (0.81)
Total
aAssessment questionnaire was developed by using a combination of items from the System Usability Scale [64], Usefulness, Satisfaction, and Ease of
use questionnaire [65], and acceptability/usability measure [66]. Response options ranged from 1 (strongly disagree) to 5 (strongly agree). Table 2. Participant’s perceived usability and acceptability of the Web-based tool.a aAssessment questionnaire was developed by using a combination of items from the System Usability Scale [64], Usefulness, Satisfaction, and Ease of
use questionnaire [65], and acceptability/usability measure [66]. Response options ranged from 1 (strongly disagree) to 5 (strongly agree). We observed that round 1 participants did not engage with
interactive clickable icons. Further probing revealed that, in
most cases, users overlooked these icons despite moderators
noting that there were interactive features in the comic. Adding
a “Guide to Interactive Features” at the beginning of each
chapter may have addressed this usability issue, evident by the
fact that all round 2 participants clicked on the icons without
prompting by the moderator. Except for incorporating a guide,
no other content was added to the Web-based tool. However,
three round 2 participants mentioned that certain pop-ups and
post-chapter messages were “off topic” or not relevant. As each
comment made by these participants was counted as a usability
issue, this may have contributed to a higher number of content
issues noted in round 2. Also, some participants were not
familiar with browsers and one participant experienced
difficulties when asked to type in URL links. Usability testing
revealed the importance of providing training or including user
guides for technology-based tools. Participant’s Usability and Acceptability Questionnaire Overall, the use of a comic-style narrative to
communicate health information is an approach to delivering
content to low-literate readers [73,74]. In our study, all
participants demonstrated great interest in the comic storyline
and interactive features (ie, special effects, interactive pop-up,
and swiping pages), and in some cases even provided
suggestions on how to increase interactivity with the tool. This
finding supports other usability studies conducted by the Nielsen
Norman Group (leading user interface and user experience
consulting firm), which concluded youth younger than age 12 This is consistent with a
previous study in which youth participants needed a short
training session prior to engaging with a Web-based program
which was focused on increasing physical activity [71]. Although
youth
are
familiar
with
technology
and
tablet-optimized tools such as apps, they may need some training
at the beginning of Web-based interventions to learn how to
access online tools. http://formative.jmir.org/2018/2/e21/ JMIR Formativ Res 2018 | vol. 2 | iss. 2 | e21 | p.11
(page number not for citation purposes) Principal Findings This study describes the methods and results of usability testing
of Intervention INC, a Web-based tool to promote healthy
dietary behaviors in Latino and black/African American youth. Overall evaluation of the prototypes tested over two rounds
revealed positive experiences with the Web-based interactive
tool and opportunities to incorporate additions to increase
engagement and improve usability. XSL•FO
RenderX XSL•FO
RenderX JMIR FORMATIVE RESEARCH Verdaguer et al years prefer animation and sound effects and enjoy “hunting
for things to click” [75]. participants were not asked to read aloud, most of the kids
preferred to. This allowed us to successfully identify reading
and comprehension issues, which were addressed in the final
Web-based tool. From the usability issues identified during round 1,
modifications were made, such as incorporating an interactive
feature guide and improving the comic’s graphic designs (eg,
improved clickable icons and character features). These
modifications appeared to enhance round 2 usability based on
observation and qualitative feedback. In addition, the improved
score for the questionnaire item “I can use it without written
instructions” from round 1 to round 2 may be a positive indicator
of the impact of an incorporated user guide. However, in general,
scores from the usability and acceptability questionnaire (both
from the overall questionnaire and just the SUS usability
questionnaire items) were slightly higher in round 1 than in
round 2. Although the sample was not large enough to make
powered comparisons, the scores may have dropped because
round 2 had a higher number of participants who were involved
in the codesigning process or a previous usability session. Those
who participated in previous Web-based tool development
activities may have had higher expectations of the Web-based
tool than the participants who did not have prior exposure. Age
could be another explanation as children become substantially
more Web-savvy as they get older [76,77]. Round 1 participants
were, on average, half a year older than round 2 participants. Half a year may be a significant amount of time in relation to
cognitive or literacy development, particularly with school-aged
youth [78]. This age difference (and possible differences in
reading or computer and digital literacy associated with age)
could also explain why round 1 participants scored the item “I
felt very confident using the website” with a much higher mark
than round 2 participants. Implications for Future Research Our study highlights the need for further research to be
conducted to refine the approaches utilized and to further
elaborate on our initial findings related to usability testing with
youth, particularly with minority, urban preadolescents. However, multiple insights were gained during this study. First,
the modified think-aloud approach used with preadolescents,
especially in dyad sessions, were successful in collecting
meaningful feedback. In future usability studies, we would
continue to engage dyads, in combination with individuals, to
evaluate Web-based tools with youth. Secondly, although we
encouraged the participants to read the comic aloud, this was
not mandatory. During future testing, we would request that all
participants read aloud as this would allow for the proper
assessment of literacy levels and identification of any reading
and comprehension issues across all participants. From an
evaluation perspective, we were unable to make direct
comparisons between round 1 and round 2 as the participants
differed between these two rounds of testing. Thus, future
research may consider using the same participants across
usability testing rounds, such that direct assessments and
comparisons could be conducted. This approach may also have
the added benefit of the ability to assess the impact of added or
changed components (such as a navigation guide) on usability. Lastly, including a third round of usability testing to study how
participants interact with the final product in a real-world setting
(without guidance of a moderator) would have been informative. During this third round of usability testing, uninterrupted
observational approaches such as screen recordings to capture
interactions, along with participants’ voice (audio) as they are
completing key tasks, would provide insight into any usability
issues that may be encountered outside of a testing setting. Modified Think-Aloud Approach Used With Our
Participants Previous studies recommend conducting usability testing with
potential users prior to outcome assessment in studies involving
larger samples [48,79,80]. The think-aloud method is commonly
used as a usability testing approach among adults [81-83]. However, there are limited references in the literature describing
the think-aloud approach in youth usability testing, and most
have been conducted with older youth [46,84]. For this study,
we modified this method by helping youth to express what they
were thinking with directed questions and probes. We found
that using a modified think-aloud approach was successful in
eliciting important feedback to improve user experience. Usability guidelines recommend limiting testing sessions with
youth to less than 25 minutes or using multiple stations to break
up and vary the modes of engagement [85]. However, we were
able to successfully keep youth engaged in usability testing for
more than 60 minutes. Our approach provided structured and
continuous opportunities for participants to verbalize their
thoughts and encourage feedback. In addition, although Principal Findings In addition, since some round 1
participants interacted with the tool as a dyad, they may have
perceived the tool as having higher usability because they were
able to navigate through the tool with a partner. Even if a child
may have encountered a usability issue, these may not have
been captured or explicitly experienced if the other child was
not experiencing the same issue or helped the other child either
consciously or unconsciously. It should be noted that our protocol aimed to conduct individual
sessions. However, two dyad sessions were conducted in round
1, and we observed a greater number of comments in round 1
compared to round 2. One explanation for this is that having
two participants in round 1 sessions provided many more
comments than the individual sessions. Future usability testing
of Web-based tools with youth using a modified think-aloud
approach should consider dyad assessments (rather than
individual) to facilitate more meaningful feedback in a
peer-to-peer environment. Indeed, some of the limited evidence
of usability testing with youth have discussed the benefits of a
similar approach, referred to as “constructive interaction,” and
the impact of different factors (eg, nonacquainted vs acquainted
dyads, same gender dyads) on the identification of usability
problems [86-89]. http://formative.jmir.org/2018/2/e21/ JMIR Formativ Res 2018 | vol. 2 | iss. 2 | e21 | p.12
(page number not for citation purposes) Conclusions Usability testing is critical during the developmental process of
Web-based tools because it can enhance a tool’s usefulness,
engagement, and potential effectiveness for end users. This
study adds to the limited literature related to usability testing
of Web-based tools with youth by describing modified usability
testing methods used to evaluate the Intervention INC tool with
urban minority preadolescents. The authors engaged youth
during usability testing sessions using a combination of a
modified think-aloud approach with directed questions and
prompts, behavioral observation of users interacting with the
tool, and a usability questionnaire. Usability findings suggest
that this Web-based tool was acceptable to youth and could be
an engaging approach to communicate and promote healthy
dietary behaviors among urban minority youth. In addition, although the usability questionnaire used in this
study was informed by several usability questionnaires
commonly used in the literature [64-66], the final combined
version is not a validated tool and was only pilot tested in
previous development phase study sessions. The general high
usability ratings among users and the lack of difference between
round 1 and round 2 scores on the self-reported questionnaires
for participant’s usability and acceptability of the Web-based
tool are also suggestive of response bias, which has been
observed in other studies using usability questionnaires with
youth [91]. Furthermore, although there is always a risk of social
acceptability bias while administering surveys with a moderator
present, which may be higher with youth [91,92], it was
important to ensure that a study staff member was available to
clarify terminology or address questions, especially as children
have varying levels of literacy. Lastly, one of the usability
sessions in round 2 was not recorded due to technical issues. Although field notes were taken during this session, some
comments and reactions may not have been documented. Results from this study will inform further development and
finalization of the Web-based tool, which will be tested using
a two-group pilot RCT targeting fruit and vegetable or water
intake to reduce childhood obesity risk in black/African
American and Latino youth. The final tool will be a six-chapter
comic with one chapter being released each week. Conclusions If such a tool
is found to be effective in larger scale studies, it could be
disseminated as a publicly available online health promotion
tool that could be implemented in various settings, such as health
care clinics, after school-based programs, and public schools,
which highlights its potential for high reach. Conflicts of Interest None declared. Limitations It is acknowledged that this study is not without its limitations. First, the data analysis was performed by one researcher. However, the coding process was continually validated by two
other researchers. Secondly, some participants had previously
participated in the initial development process of the Web-based http://formative.jmir.org/2018/2/e21/ JMIR Formativ Res 2018 | vol. 2 | iss. 2 | e21 | p.12
(page number not for citation purposes) XSL•FO
RenderX JMIR FORMATIVE RESEARCH Verdaguer et al tool or a previous usability testing session. This may have
contributed to biases regarding certain preconceived ideas for
how the Web-based tool would look like or how the storyline
was actualized in the comic. However, engaging the same
participants throughout tool and intervention development builds
on prior knowledge and exposure to the tool, which may
contribute to more relevant and informed feedback regarding
needed improvements and criticisms [90]. Acknowledgments This project was supported by grant number R21H5024117 from the Agency for Healthcare Research and Quality (AHRQ). The
content is solely the responsibility of the authors and do not necessarily represent the official views of AHRQ. The authors want
to acknowledge Kris Hoyt (lead developer of the intervention platform and interface), the research assistants who helped to
implement this study, as well as our community partner, Children’s Aid. JMIR Formativ Res 2018 | vol. 2 | iss. 2 | e21 | p.13
(page number not for citation purposes) http://formative.jmir.org/2018/2/e21/ Multimedia Appendix 1 Themes identified from a content analysis of usability testing data. [DOCX File, 19KB - formative_v2i2e21_app2.docx ] References
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(page number not for citation purposes) http://formative.jmir.org/2018/2/e21/ Abbreviations Edited by G Eysenbach; submitted 29.12.17; peer-reviewed by K Riiser, S Taki, YP Bruton, J Wright; comments to author 30.03.18;
revised version received 25.05.18; accepted 06.07.18; published 01.11.18 Please cite as:
Verdaguer S, Mateo KF, Wyka K, Dennis-Tiwary TA, Leung MM
A Web-Based Interactive Tool to Reduce Childhood Obesity Risk in Urban Minority Youth: Usability Testing Study
JMIR Formativ Res 2018;2(2):e21
URL: http://formative.jmir.org/2018/2/e21/
doi:10.2196/formative.9747
PMID: JMIR Formativ Res 2018 | vol. 2 | iss. 2 | e21 | p.17
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Formative Research (http://formative.jmir.org), 01.11.2018. This is an open-access article distributed under the terms of the
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Estimating Sectoral Water Demand for Sindh Province of Pakistan
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Mehran University Research Journal of Engineering and Technology
Vol. 39, No. 2, 398 - 406, April 2020
p-ISSN: 0254-7821, e-ISSN: 2413-7219
DOI: 10.22581/muet1982.2002.16
Estimating Sectoral Water Demand for Sindh Province of
Pakistan
Heman Das Lohano1 and Fateh Muhammad Marri2
RECEIVED ON 24.02.2019,
ACCEPTED ON 30.01.2020
ABSTRACT
Water resources in Sindh province of Pakistan are under significant pressure due to increasing and conflicting
water demand from municipalities for domestic users, agriculture and industries, and requirements of
environmental flows. Population growth and climate change are likely to pose serious challenges to households
and economic sectors that depend on water. This study estimates the present water demand from
municipalities, agriculture and industries, and its future projections by the year 2050 in Sindh. The study also
evaluates the impact of climate change on sectoral water demand and assesses the water requirements for the
environmental flows. The results show that presently the total water demand for these sectors in Sindh is 44.06
Million Acre Feet (MAF). Agriculture is the largest consumer of water, accounting for 95.24 percent of the
total water demand. Municipal water demand accounts for 2.61 percent while industrial water demand
accounts for 1.88 percent. The demand for water in these sectors is expected to rise by 10 percent from 2018 to
2050. Moreover, depending on climate change scenario, the total water demand in these three sectors is likely
to rise by 16 to 25 percent from 2018 to 2050. In additions, water requirements for the environmental flows
have been indicated as 10 MAF in the National Water Accord of 1991. The findings of this study call for policy
measures and strategies for management of water resources in Sindh.
Keywords: Water, Demand Projections, Climate Change, Sindh, Pakistan
[1]. Water resources in the province are distributed
through the Indus Basin Irrigation System (IBIS),
which comprises three main barrages on the Indus
River in Sindh. These barrages divert water into
fourteen main canals that serve a total cultivable
command area of 6.8 million hectares [2].
1. INTRODUCTION
W
ith a population of nearly 50 million,
Sindh is the second most populous
province in Pakistan. Its economy
accounts for more than one third of economy of
Pakistan. Sindh is the most downstream province in
the Indus River Basin and depends almost exclusively
on the water resources of the Indus River. Users of
water resources include municipalities for domestic
users, agriculture, industries and environment.
Agriculture, which accounts for almost 20 percent of
GDP and 70 percent of employment in Sindh, has
traditionally been the largest user of water resources
1
2
Undoubtedly, the Indus River system has shaped the
economic development of Sindh, and has delivered
critical water services. However, water resources in
Sindh – as in the larger Indus Basin – are under
significant pressure, a situation which is likely to be
exacerbated by climate change. This has also been
underscored at the country level in National Water
Policy of Pakistan [3]. Under the framework of the
national water policy, each province including Sindh
Professor of Economics, IBA, Karachi, Sindh, Pakistan. Email: hlohano@iba.edu.pk (Corresponding Author)
Member, Higher Education Commission, Islamabad, Pakistan. Email: fateh.marri@hec.gov.pk
Mehran University Research Journal of Engineering and Technology, Vol. 39, No. 2, April 2020 [p-ISSN: 0254-7821, e-ISSN: 2413-7219]
398
Estimating Sectoral Water Demand for Sindh Province of Pakistan
is required to develop its own water resources
management plan keeping in view the challenges
facing the province.
Water use sectors are generally categorized into four
sectors, namely municipal (domestic users),
agriculture, industry, and environmental flows. Three
users of water including municipal, agriculture and
industry place their demand for water, while the
environmental flow is the water required for
ecosystem, which provides various ecosystem
services.
separately for each sector including municipalities,
agriculture and industries. The details about data,
methods and assumptions for estimating and
forecasting water demand for each sector are given in
the following section along with the results. The
requirements for environmental flow are assessed by
reviewing the literature including National Water
Accord 1991.
3. RESULTS AND DISCUSSION
3.1 Water Demand Projections and
Climate Change Impacts
Due to diverse geography of Sindh and conflicting
water demands, climate change and weather
variability are likely to create a great deal of
uncertainty about water sector and pose serious
challenges to economic sectors that depend on water.
Sindh is very vulnerable to climate shocks due to its
geographic location. It is already a hot region with
mid-summer temperatures shooting as high as 50oC in
some regions, so further increases in temperature can
be very detrimental to crops and lives in form of heat
waves. Sindh being the lowest riparian province is at
high risk of droughts and floods in case of relevant
water activity upstream. Thus, there is a need to
estimate water demand to input for formulating
policies and developing strategies that would facilitate
managing water resources and climate change
adaptation in Sindh to mitigate the negative impacts of
climate change on the water sector.
In this section, we analyze and forecast the sectoral
and total demand for water and potential climate
change impacts on water demand. We also assess the
water requirements for environmental flows.
3.1.1 Municipal Water Demand
Water demand from municipalities for domestic users
depends on several factors including population,
proportion of urban and rural population, and climatic
conditions. Table 1 presents the urban, rural and total
population in Pakistan and Sindh. Population data for
1981, 1998 and 2017 come from census conducted in
the respective years. Future projections for Pakistan
are provided by the United Nations [4]. Future
projections for Sindh have been estimated. Data show
that Sindh’s share in Pakistan’s population has
remained 23 percent in the years 1981, 1998 and 2017,
and thus the same share has been assumed for future
projections. Projections of rural and urban population
of Sindh have been estimated based on the growth
pattern of urban population relative to total population
between 1998 and 2017.
The main objective of this study is to estimate the
present water demand from municipalities, agriculture
and industries, and its future projections by the year
2050 in Sindh. The study also evaluates the impact of
climate change on sectoral water demand and assesses
the water requirements for the environmental flows.
Table 2 presents the municipal water demand for
domestic users. According to the National Drinking
Water Policy [5], the daily per capita water
requirement is 45 and 120 liters for rural and urban
dwellers, respectively. Using this water requirement
and population estimates given in Table 1, we estimate
the baseline municipal water demand on annual basis
for the years 2018, 2030 and 2050. Table 2 reports the
baseline (without climate change) municipal water
demand for 2018, 2030 and 2050. Table 2 also reports
2. METHODOLOGY
To estimate the sectoral water demand, this study uses
secondary data and various analytical methods
including descriptive analysis, regression analysis and
past trend analysis. Furthermore, this study uses the
parameters estimated in the literature and also
estimates some other parameters using secondary data.
Based on the nature of the sector, appropriate data and
methods are used for estimating the water demand
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Estimating Sectoral Water Demand for Sindh Province of Pakistan
Table 1: Population in Pakistan and Sindh: Urban, Rural and Overall
Year
Pakistan (millions)
Sindh (millions)
Urban
Rural
Total
Urban
Rural
Total
1981
23.84
60.41
84.25
8.24
10.79
19.03
1998
43.04
89.32
132.35
14.84
15.60
30.44
2017
75.58
132.22
207.80
24.91
22.97
47.90
2018
77.42
135.39
212.82
25.51
23.54
49.05
2030
99.39
144.81
244.20
29.96
26.33
56.29
2050
160.20
146.70
306.90
38.91
31.84
70.70
Source: Pakistan Census Reports [8], Pakistan Economic Survey [7], UN (2018) and author’s calculations
Table 2: Municipal Water Demand in Pakistan and Sindh
Annual Water demand (MAF)
under each scenario
Pakistan
Sindh
2018
2030
2050
2017
2030
2050
Without climate change
4.55
5.46
7.64
1.22
1.41
1.80
Climate scenario with 1 °C
-
5.51
7.77
-
1.42
1.83
Climate scenario with 3 °C
-
5.76
8.25
-
1.49
1.94
this scenario, the municipal water demand is expected
to rise to 8.25 MAF in Pakistan and 1.94 MAF in
Sindh in 2050.
the future projections of municipal water demand
under two climate change scenarios with 1 °C and 3°C
increase in the average temperature. The projections of
increase in municipal water demand under each
climate scenario are based on the percent increase
estimates provided by Amir and Habib [6].
3.1.2. Agricultural Water Demand
Agriculture sector includes not just crops but also
livestock, fisheries, agro-forestry and rangelands [7].
We estimate the agricultural water demand using data
of both surface water and groundwater. Total
agriculture water is calculated by adding the water
availability at farm gate and the groundwater used by
agriculture sector. To estimate the demand for
agriculture water in Pakistan, we estimated a trend line
of total agriculture water by regressing the natural log
of agriculture water on time using data for past 21
years. The upward trend was statistically significant at
10 percent level. The regression results show that
agricultural water use has increased at the rate of 0.16
percent per annum in the past 21 years, which we use
to compute future projections for 2030 and 2050.
The results show that the municipal water demand for
Pakistan will increase from 4.55 MAF in 2018 to 7.64
MAF in 2050 without accounting for the climate
change. Similarly, the municipal water demand for
Sindh will increase from 1.22 MAF in 2018 to 1.80
MAF in 2050 if there is no climate change.
The estimated increase in municipal water demand in
Pakistan in 2050 attributable to climate change show
that the municipal water demand will be higher by 1.7
percent under the climate scenario of 1 °C and by 7.8
percent under the climate scenario of 3 °C. This shows
that the municipal water demand will be even higher
under the climate change regime. We find that if the
temperature increases by 1 °C, then the municipal
water demand in Pakistan will rise from the existing
demand of 4.55 MAF (in 2018) to 7.77 MAF in 2050.
Along the same lines, if the average temperature
increases by 3 °C in 2050, it will put immense pressure
on the current water resources of the country. Under
Table 3 reports the average (per year) availability of
surface water at farm gate and use of groundwater in
Pakistan and Sindh in the last ten years, computed
using data from 2007-08 to 2016-17. Data on amount
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Estimating Sectoral Water Demand for Sindh Province of Pakistan
Table 3: Availability of Surface Water at Farm Gate and Groundwater per Year: Average during 2007-08 to 2016-17
Share of Sindh
Pakistan
Sindh
(percent)
Surface water at farm gate (MAF)
85.21
34.54
40.54
Groundwater (MAF)
49.87
8.10
Total (MAF)
135.08
42.64
Source: Author’s computation based data from Pakistan Statistical Yearbook (GOP, 2017)
16.24
31.57
of water at farm gate and groundwater use for Pakistan
are available in Statistical Year Book [9]. As data on
canal water withdrawal was available for both
Pakistan and Sindh, we estimated water at farm gate
for Sindh assuming that the ratio of farm gate to canal
water withdrawal is the same in Pakistan and Sindh.
Table 3 shows that, during last ten years, Sindh’s share
was 40.54 percent in surface water at farm gate and
16.24 percent in groundwater. Overall, Sindh used
31.57 percent of total agricultural water in Pakistan.
We compute the future projections of total agricultural
water demand for Sindh assuming that the growth in
water demand in Sindh will mimic the pattern in
Pakistan and Sindh will require 31.57 percent of total
agricultural water demand of Pakistan.
under the climate change regime, it is expected that the
agricultural water demand will be even higher.
We find that if the temperature increases by 1 °C, then
the agricultural water demand in Pakistan will rise
from the existing demand of 132.91 MAF (in 2018) to
148.24 MAF in 2050. Similarly, the agricultural water
demand in Sindh will rise from the existing demand of
41.96 MAF (in 2018) to 46.80 MAF in 2050. If the
average temperature increases by 3 °C in 2050, it will
put immense pressure on the current water resources
of the country. Under this scenario, the agricultural
water demand is expected to rise to 159.70 MAF in
Pakistan and 50.41 MAF in Sindh in 2050.
Table 4 presents the agricultural water demand for
Pakistan and Sindh. The table reports the baseline
(without climate change) water demand for 2018,
2030 and 2050, and future projections of water
demand under two climate change scenarios with 1 °C
and 3 °C increase in the average temperature. The
projections of increase in agricultural water demand
under each climate scenario are based on the percent
increase estimates provided by Amir and Habib [6].
The results show that the agriculture water demand for
Pakistan will increase from 132.91 MAF in 2018 to
139.78 MAF in 2050 without accounting for the
climate change. Similarly, the agriculture water
demand for Sindh will increase from 41.96 MAF in
2018 to 44.13 MAF in 2050 if there is no climate
change.
For estimating the industrial water demand in
Pakistan, we assumed water requirement per rupee of
industrial value addition in GDP in 2008. Data on
industrial water withdrawal in 2008 were collected
from AQUASTAT [10] while data on industrial value
addition in GDP were collected from Pakistan
Economic Survey reports [7; 11]. For future
projections of industrial value addition in GDP, we
used its average growth rate (3.74 percent) during
2007-08 to 2017-18. For estimating the industrial
water demand in Sindh, we estimated the water share
based on Sindh’s share in industrial value addition in
GDP of Pakistan, which was 42.2 percent in 2012-13
according to Pasha [12]. For future projections, we
assume that Sindh’s share in industrial value addition
in GDP of Pakistan will remain the same.
The agricultural water demand in 2050 in Pakistan
attributable to climate change shows that the
agricultural water demand will increase by 6 percent
under the climate scenario of 1°C and by 14.2 percent
under the climate scenario of 3°C. This shows that
Table 5 presents the industrial water demand for
Pakistan and Sindh. Table 5 reports the baseline
(without climate change) water demand for 2018,
2030 and 2050, and future projections of water
demand under two climate change scenarios with 1°C
3.1.3 Industrial Water Demand
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Estimating Sectoral Water Demand for Sindh Province of Pakistan
Table 4: Agricultural Water Demand in Pakistan and Sindh
Annual Water demand (MAF)
under each scenario
Pakistan
Without climate change
Sindh
2018
2030
2050
2018
2030
2050
132.91
135.45
139.78
41.96
42.76
44.13
Climate scenario with 1 °C
-
140.14
148.24
-
44.24
46.80
Climate scenario with 3 °C
-
145.62
159.70
-
45.97
50.41
Table 5: Industrial Water Demand in Pakistan and Sindh
Annual Water demand (MAF)
under each scenario
Pakistan
Sindh
2018
2030
2050
Without climate change
2.08
3.00
Climate scenario with 1 °C
-
Climate scenario with 3 °C
-
and 3°C increase in the average temperature. The
projections of increase in industrial water demand
under each climate scenario are based on the percent
increase estimates provided by Amir and Habib [6].
5.52
2018
0.88
2030
1.27
2050
2.33
3.21
6.17
-
1.35
2.60
3.44
6.82
-
1.45
2.88
3.1.4 Analysis of Total Water Demand
Table 6 summarizes the total and sectoral water
demand from municipalities, agriculture and
industries in Sindh. Agriculture is the largest
consumer of water in Sindh. In 2018, out of total water
of 44.06 MAF, agriculture used 41.96 MAF,
accounting for 95.24 percent of total water used by
these three sectors. Municipal (domestic) water
demand was 1.22 MAF (2.77 percent) while industrial
water demand was 0.88 MAF (1.99 percent).
The results show that the industrial water demand for
Pakistan will increase from 2.08 MAF in 2018 to 5.52
MAF in 2050 without accounting for the climate
change. Similarly, the agriculture water demand for
Sindh will increase from 0.88 MAF in 2018 to 2.33
MAF in 2050 if there is no climate change.
The total water demand from these three sectors in
Sindh will increase from 44.06 MAF in 2018 to 48.26
MAF in 2050, which is 10 percent increase, if there is
no climate change.
The industrial water demand in Pakistan in 2050
attributable to climate change shows that the industrial
water demand will increase by 11.8 percent under the
climate scenario of 1°C and by 23.5 percent under the
climate scenario of 3°C. This shows that under the
climate change regime, it is expected that the industrial
water demand will be even higher.
We find that if the temperature increases by 1°C, then
the industrial water demand in Pakistan will rise from
the existing demand of 2.08 MAF (in 2018) to 6.82
MAF in 2050. Similarly, the industrial water demand
in Sindh will rise from the existing demand of 0.88
MAF (in 2018) to 2.60 MAF in 2050. If the average
temperature increases by 3 °C in 2050, it will put more
pressure on the current water resources of the country.
Under this scenario, the industrial water demand is
expected to rise to 6.82 MAF in Pakistan and 2.88
MAF in Sindh in 2050.
Under the climate change scenario of just 1°C increase
in temperature by 2050, the total water demand in
these three sectors from 2018 to 2050 will rise by 7.18
MAF (16.29 percent). The total water demand is
expected to increase by 11.18 MAF (25.38 percent)
under the climate change scenario of 3 °C increase in
temperature.
We find that if the temperature increases by 1°C, then
the total water demand in Sindh will rise from the
existing demand of 44.06 MAF (in 2018) to 51.23
MAF in 2050, which 16 percent increase. If the
average temperature increases by 3 °C in 2050, it will
put more pressure on the current water resources.
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Estimating Sectoral Water Demand for Sindh Province of Pakistan
Table 6: Summary of Sectoral Water Demand in Sindh
Annual Sectoral Water demand
2018
2030
2050 Increase from 2018 to 2050
(MAF) in Sindh under each scenario
MAF
MAF
MAF
MAF
Percent
Municipalities (domestic users)
48
1.22
1.41
1.80
Without climate change
0.58
Climate scenario with 1 °C
-
1.42
1.83
0.61
50
Climate scenario with 3 °C
-
1.49
1.94
0.72
59
42.76
44.13
2.17
5
Agriculture
Without climate change
41.96
Climate scenario with 1 °C
-
44.24
46.80
4.84
12
Climate scenario with 3 °C
-
45.97
50.41
8.46
20
Industries
Without climate change
0.88
1.27
2.33
1.45
165
Climate scenario with 1 °C
-
1.35
2.60
1.73
197
Climate scenario with 3 °C
-
1.45
2.88
2.00
227
45.44
48.26
4.20
10
Total
Without climate change
44.06
Climate scenario with 1 °C
-
47.02
51.23
7.18
16
Climate scenario with 3 °C
-
48.91
55.24
11.18
25
meet the water demand not only from the municipal,
agricultural and industrial sectors but also for the
environmental flows for sustaining the ecosystem in
the Indus delta.
Under this scenario, the total water demand in Sindh
is expected to rise from 44.06 MAF in 2018 to 55.24
MAF in 2050, which is 25 percent increase.
3.2 Water Requirements for Environment
3.3 Challenges of Water Resources Management
Environmental flows for escapage to sea are the most
important for sustaining ecosystem and minimizing
the losses due to sea intrusion. Low environmental
flow has threatened the mangroves, disturbed the
ecological balance and created extreme hardship for
the fisher folks and other communities residing in the
Indus delta and near the coastline. Furthermore,
maintaining a continuous flow throughout the year in
downstream of Kotri Barrage is critical for sustaining
the ecosystems of the Indus Delta [13]
The sectoral water demand analysis given above
shows that due to population growth, urbanization and
climate change, the demand for water will increase in
future.
The ecosystem of Indus Delta has already been
degraded as discussed above and the situation can
further be aggravated with continuous increase in
water demand from other sectors and due to climate
change. In order to ensure adequate water for the three
economic sectors and for the environment and
ecosystems including wetlands, mangrove forests and
irrigated forestry, substantial quantity of water will be
required in Sindh.
The National Water Accord of 1991 [14] recognized
the need to ensure a minimum environmental flow
below Kotri for escapage to sea. The proposal of a
minimum 10 MAF for environmental flow was
discussed at length. However, as the other studies have
suggested more/less than 10 MAF as a minimum
environmental flow each year, it was decided in the
accord that further studies would be conducted to
determine the minimum environmental flow below
Kotri for escapage to sea [14]. Thus, Sindh needs to
Historically, groundwater use has been increasing to
meet part of the increasing demand. However, there
are limitations of groundwater due waterlogging and
salinity issues in Sindh and declining water table
across the country. Thus, there will be immense
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Estimating Sectoral Water Demand for Sindh Province of Pakistan
pressure on the Indus river water from different
sectors.
4. CONCLUSION
The sectoral water demand analysis of municipalities,
agriculture and industries shows that due to population
growth, urbanization and climate change, the demand
for water in Sindh is expected to increase substantially
in future. Depending on climate change scenario, the
total water demand in these three sectors is likely to
rise by 16 to 25 percent from 2018 to 2050.
Furthermore, the environment and ecosystems require
minimum annual water flow as well as a continuous
flow throughout the year in downstream of Kotri
Barrage for escapage to sea. This shows that
substantial quantity of water will be required in Sindh
for the three economic sectors, environment and
ecosystems.
To ensure food and water security and protection of
environment and ecosystems, Sindh needs to develop
integrated water resource management (IWRM) plan
that not only has the sectoral water demand
management plan but also the plan for increasing
water supply by reducing the water losses in the Indus
river system and exploring rain harvesting.
The overall water efficiency in the Indus River system
in Sindh is only 35 percent, indicating huge water
losses [15]. Furthermore, total water productivity in
Pakistan is very low ‒ USD 1.38 per cubic meter of
water. Pakistan ranks eighth lowest in the world in
terms of total water productivity [13]. Agriculture
sector is using water inefficiently. Despite using 95.24
percent of total water, there is a lot of farmland
uncultivated mainly due to unavailability of water.
Total cultivated area in Sindh is 5.198 million hectares
while culturable waste is 1.607 million hectares, most
of which is not cultivated due to water shortage [2].
Similarly, there is a limited access to safe and reliable
water for household and industries.
For food and water security and protection of
ecosystem, Sindh needs to develop integrated water
resource management (IWRM) plan that not only has
the sectoral water demand management plan but also
the plan for increasing water supply by reducing the
water losses in the Indus river system and exploring
rain harvesting. In the following sections, we present
the way forward.
3.4 Impact of Adaptation Investment
5. RECOMMENDATIONS
A study by the World Bank [15] evaluated the impacts
of adaptation investments in Pakistan. The results are
presented in Table 7. They evaluated three adaptation
investment options (i) investments in agricultural
technologies to increase crop yield (such as
developing new seed varieties), (ii) investment for
canal and watercourse efficiency improvements, and
(iii) construction of new reservoirs to introduce an
additional 13 MAF. Table 7 presents the main findings
of the World Bank study, showing the impacts on
GDP, agricultural value-added to GDP, and household
income. The findings show that the climate change is
likely to reduce agricultural value-added to GDP by
around 5 percent if there is no investment made for
climate change adaptation. The investment in
agricultural technologies to increase crop yield is
likely to increase the agricultural value-added to GDP
by around 17 percent and the investment for canal and
watercourse efficiency improvements would increase
it by 9 percent.
The findings of this study call for policy measures and
strategies for management of water resources in Sindh,
with focus on integrated water resources management
(IWRM) plan, water demand management and
conservation, investment in infrastructure and
technology, and water information management.
Integrated water resources management aims to
achieve economic efficiency as well as equity among
all users of water. Since all water users are competing
for water share, it is very important to encourage a
multi-sectoral approach rather than focusing on single
sector only. Integrated waters resources management
is a framework of interrelations between sources of
water, its uses and better stakeholder engagement. It is
a holistic and participatory approach to decision
making spanning the entire watershed, management
and development of resources such as land, water and
related assets. This plan would require policy
framework for institutional reforms, capacity building,
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Estimating Sectoral Water Demand for Sindh Province of Pakistan
Table 7: Impact of Adaptation Investments in Pakistan
Change in GDP
(percent)
Average change without investments
No investment
Average change with investments
Investments in agricultural to increase crop
yield
Investments for canal and watercourse
efficiency improvements
Construction of new reservoirs
Source: Yu et al. [15]
Change in
Agricultural
value-added to
GDP
(percent)
Change in
Household
Income
(percent)
-1.10
-5.10
-2.00
3.66
16.70
5.42
2.09
9.32
3.21
0.29
1.50
0.64
Sindh can save a lot of water by making investments
in improving canal and watercourses. More food and
fiber products can be produced with development of
agricultural technology and new seed varieties and
breeds that give higher yields and are water efficient,
drought tolerant and salinity tolerant.
review of water pricing, spatial water distribution,
improving water productivity and water efficiency,
investment in infrastructure and technology adoption,
raising awareness, and participation of all relevant
stakeholders.
Sindh needs to develop policies for water demand
management and conservation to ensure food and
water security and protection of ecosystem. Policy
makers are increasingly recognizing the need for
consideration and implementation of water demand
management. For example, recently, Government of
Sindh has imposed a ban on rice cultivation in some
parts of Sindh along Ghotki feeder, Rohri canal and
Nara canal, as rice crop not only uses high amount of
water but may also cause waterlogging, salinity and
land degradation in some type of soils. Water demand
management is required for all sectors but most of the
contribution for saving water is expected from the
largest user of water, that is, agriculture sector.
The investments in water informatics can assist in
timely alerts for flood management, information of
flow at barrages, optimum water escape to sea and
timely weather forecasts through SMS and other
channels to farmers, households, business community
and other stakeholders.
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Preliminary evidence that both blue and red light can induce alertness at night
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BioMed Central BioMed Central Open
Research article
Preliminary evidence that both blue and red light can induce
alertness at night
Mariana G Figueiro*, Andrew Bierman, Barbara Plitnick and Mark S Rea * Corresponding author Received: 30 December 2008
Accepted: 27 August 2009 © 2009 Figueiro 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. BMC Neuroscience Open Access Background Cajochen and colleagues
showed that low levels of blue light (5 lx at the cornea of
narrowband radiation peaking at 460 nm) for a duration
of about 40 minutes at night increased heart rate and self-
reported alertness as measured by the Karolinska Sleepi-
ness Scale (KSS), as well as reduced melatonin levels [13]. More recently, Figueiro and colleagues demonstrated that,
at night, self-reported alertness (Norris Scale) and the
alpha attenuation coefficient (AAC; the ratio of the alpha
power [812 Hz] when eyes are closed to the alpha power
when eyes are open) in the EEG recordings were highly
correlated and both increased monotonically with
increasing levels of narrowband blue (peak at 470 nm)
light (5, 10, 20 and 40 lx at the cornea) [14]. Moreover,
they found these measures of alertness were highly corre-
lated with predicted levels of light-induced nocturnal
melatonin suppression for the same light stimuli. These
results are consistent with the neurophysiological evi-
dence that neural pathways from the SCN are important
to sleep and to alertness, as recently elucidated by Saper
and colleagues [15-17]. Together, these findings add
weight to the inference that the SCN, through retinal stim-
ulation by short-wavelength light, play an important role
in nocturnal alertness in humans. g
Alertness is a construct associated with high levels of envi-
ronmental awareness. Alertness has been operationalized
through many converging measurements, including sub-
jective responses, behavior, and brain activity. Alertness is
associated with self-reported high levels of wakefulness
and low levels of fatigue, short response times, fast and
more accurate tests of mental capacity, low power densi-
ties in the alpha frequency range (812 Hz) and high
power densities in the beta frequency range (1230 Hz) in
electroencephalography (EEG) [1-9]. Since these outcome
measures follow diurnal patterns, alertness also can be
related to measures of endogenous hormones and core
body temperature; alertness is expected to be low during
the nighttime hours, when melatonin levels are high and
core body temperature levels are low. In response to the natural light-dark solar patterns,
humans have evolved endogenous circadian (circa =
around; dies = day) rhythms (e.g., core body temperature
variations, melatonin synthesis, sleep-wake behavior)
that repeat approximately every 24 hours (average period
of 24.2 hours). The internal mechanism that organizes
these daily biological processes in mammals has been
localized to small paired nuclei in the hypothalamus, the
suprachiasmatic nuclei (SCN). Abstract Background: A variety of studies have demonstrated that retinal light exposure can increase
alertness at night. It is now well accepted that the circadian system is maximally sensitive to short-
wavelength (blue) light and is quite insensitive to long-wavelength (red) light. Retinal exposures to
blue light at night have been recently shown to impact alertness, implicating participation by the
circadian system. The present experiment was conducted to look at the impact of both blue and
red light at two different levels on nocturnal alertness. Visually effective but moderate levels of red
light are ineffective for stimulating the circadian system. If it were shown that a moderate level of
red light impacts alertness, it would have had to occur via a pathway other than through the
circadian system. Methods: Fourteen subjects participated in a within-subject two-night study, where each
participant was exposed to four experimental lighting conditions. Each night each subject was
presented a high (40 lx at the cornea) and a low (10 lx at the cornea) diffuse light exposure
condition of the same spectrum (blue, λmax = 470 nm, or red, λmax = 630 nm). The presentation
order of the light levels was counterbalanced across sessions for a given subject; light spectra were
counterbalanced across subjects within sessions. Prior to each lighting condition, subjects remained
in the dark (< 1 lx at the cornea) for 60 minutes. Electroencephalogram (EEG) measurements,
electrocardiogram (ECG), psychomotor vigilance tests (PVT), self-reports of sleepiness, and saliva
samples for melatonin assays were collected at the end of each dark and light periods. Results: Exposures to red and to blue light resulted in increased beta and reduced alpha power
relative to preceding dark conditions. Exposures to high, but not low, levels of red and of blue light
significantly increased heart rate relative to the dark condition. Performance and sleepiness ratings
were not strongly affected by the lighting conditions. Only the higher level of blue light resulted in
a reduction in melatonin levels relative to the other lighting conditions. Conclusion: These results support previous findings that alertness may be mediated by the
circadian system, but it does not seem to be the only light-sensitive pathway that can affect
alertness at night. Page 1 of 11
(page number not for citation purposes) BMC Neuroscience 2009, 10:105 http://www.biomedcentral.com/1471-2202/10/105 Background Circadian rhythms are syn-
chronized to the 24-hour solar day by photic and non-
photic cues, the light-dark cycle being the strongest. Light
and dark patterns are conveyed from the retina to the SCN
via the retino-hypothalamic tract (RHT). Alertness and performance are strongly influenced by the
timing of the circadian clock; therefore, the impact of light
on alertness has gained recent attention. Bright white light
(2500 to 10,000 lx at the cornea) has been shown to
increase alertness at night but not during the day, suggest-
ing a role for the circadian system in evoking alertness [1-
9]. An early study by Badia and colleagues [1], for exam-
ple, tested the effects of bright white light (5000 to 10,000
lx at the cornea) on core body temperature, alertness, and
performance during the day and at night. In their study,
subjects who normally would be awake during the day
and asleep at night were exposed to 90-minute blocks of
alternating bright and dim (50 lx at the cornea) light dur-
ing daytime and nighttime hours. Core body temperature,
beta power (1821 Hz) from the EEG recordings, and per-
formance were higher after exposure to bright light than
after exposure to dim light during the nighttime hours,
but not during daytime hours. These results suggest a role
for the circadian system in modulating alertness, but the
mechanisms associated with the alerting effects of light
through the circadian system cannot be unambiguously
established by simply introducing "bright" light into the
experimental protocol. It is not completely clear, however, whether light-induced
alertness can arise from other neural pathways. For exam-
ple, some evidence suggests that red light, which is ineffec-
tive for stimulating the circadian system at moderate light
levels, can be more stimulating than blue light [18,19]. Studies have also suggested that perception of red color
prior to executing an important task impairs performance
relative to the perception of green or achromatic color
[19,20]. The present experiment was conducted to look at
the impact that both blue and red light at two different
levels might have on human subjective and objective
measures of alertness, on performance and on melatonin
levels during the night. Background It is well established now that the human circadian system
is maximally sensitive to short-wavelength radiation (blue
light) [10-12]. Not only does this mean that the circadian
system is quite insensitive to low levels of long-wave-
length, red light, it also means on a quantitative basis that
the efficacy of "dim" blue light can be computed to be
equivalent to that of "bright" white light for stimulating
the circadian system [12]. Cajochen and colleagues
showed that low levels of blue light (5 lx at the cornea of
narrowband radiation peaking at 460 nm) for a duration
of about 40 minutes at night increased heart rate and self-
reported alertness as measured by the Karolinska Sleepi-
ness Scale (KSS), as well as reduced melatonin levels [13]. More recently, Figueiro and colleagues demonstrated that,
at night, self-reported alertness (Norris Scale) and the
alpha attenuation coefficient (AAC; the ratio of the alpha
power [812 Hz] when eyes are closed to the alpha power
when eyes are open) in the EEG recordings were highly
correlated and both increased monotonically with
increasing levels of narrowband blue (peak at 470 nm)
light (5, 10, 20 and 40 lx at the cornea) [14]. Moreover,
they found these measures of alertness were highly corre-
lated with predicted levels of light-induced nocturnal
melatonin suppression for the same light stimuli. These
results are consistent with the neurophysiological evi-
dence that neural pathways from the SCN are important
to sleep and to alertness, as recently elucidated by Saper
and colleagues [15-17]. Together, these findings add
weight to the inference that the SCN, through retinal stim-
ulation by short-wavelength light, play an important role
in nocturnal alertness in humans. It is well established now that the human circadian system
is maximally sensitive to short-wavelength radiation (blue
light) [10-12]. Not only does this mean that the circadian
system is quite insensitive to low levels of long-wave-
length, red light, it also means on a quantitative basis that
the efficacy of "dim" blue light can be computed to be
equivalent to that of "bright" white light for stimulating
the circadian system [12]. http://www.biomedcentral.com/1471-2202/10/105 http://www.biomedcentral.com/1471-2202/10/105 http://www.biomedcentral.com/1471-2202/10/105 BMC Neuroscience 2009, 10:105 experiment at 03:45. During every session, each subject
was presented a high (40 lx) and a low (10 lx) light expo-
sure condition of the same spectrum (blue or red). The
presentation order of the light levels was counterbalanced
across sessions for a given subject; light spectra were coun-
terbalanced across subjects within sessions. Every 45-
minute light exposure condition was preceded by a 45-
minute period of inactivity in a dark anteroom (< 1 lx of
red light at the cornea). During the inactive dark periods,
subjects remained quiet and were not allowed to perform
any task (e.g., talk, read, or computer work) except for the
prescribed data sampling specified in the experimental
protocol. Each data collection period (after each dark and
after each light exposure condition), which included EEG
measurements, saliva collection and PVT tests, lasted
about 15 minutes. In sum then, in each nighttime session
there was a total of four, 45-minute light-and-dark condi-
tions (a dark condition always preceded one of the four
light conditions), and each condition was continued for
15 minutes for data collection. Figures 1 and 2 show the
experimental design and the data collection activity peri-
ods, respectively. completed a Munich Chronotype Questionnaire (MCTQ)
prior to the study [21]; those who were late or extremely
late chronotypes were excluded from the experiment. All
subjects provided an informed consent approved by Rens-
selaer's Institute Review Board. Subjects were asked to
refrain from alcohol and caffeine on the days of the exper-
iment and were asked not to sleep after awakening for the
day. Of the sixteen subjects, nine males and five females
completed the entire experiment, and the results of their
data are reported here. Four experimental lighting conditions, two spectra (blue
and red) at two levels (10 and 40 lx), were delivered to
individual subjects from 0.6 × 0.6 × 0.6 m light boxes,
each fitted with arrays of light-emitting diodes (LEDs). The arrays (ICove, Color Kinetics) were located behind
the front box apertures to be outside the subject's direct
view, thereby creating a uniform, non-glaring distribution
of light within the box. During light exposures, subjects
placed their chin on a rest mounted near the front of the
box, ensuring delivery of the prescribed light exposure. http://www.biomedcentral.com/1471-2202/10/105 The spectral emissions of the blue LEDs peaked at 470 nm
with a full width at half maximum (FWHM) of 25 nm. Light from the red LEDs peaked at 630 nm with a FWHM
of 25 nm. Before the experiment, each of the light boxes
was calibrated using a Gigahertz illuminance photometer
to provide the prescribed corneal illuminance levels when
subjects were positioned in the chinrest. The spectral radi-
ances of the red and blue conditions were measured prior
to the experiment with a calibrated spectroradiometer
(Photoresearch, model PR705a) and diffuse white reflect-
ance standard (Labsphere, model SR 099) and were used
to calibrate the Gigahertz illuminance readings. Two
boxes provided blue light (40 μW/cm2 at 40 lx and 10 μW/
cm2 at 10 lx) and two emitted red light (19 μW/cm2 at 40
lx and 4.7 μW/cm2 at 10 lx); light levels could be adjusted
with an electronic dimmer to reach the prescribed light
levels without significantly affecting the relative spectral
distributions of the LED emissions. Measurements of
pupil area completed after the experiment with a different
group of subjects (n = 5) were: red at 10 lx, 34 mm2; red
at 40 lx, 22 mm2; blue at 10 lx, 10 mm2; blue at 40 lx, 6.5
mm2. Procedures and apparatus Sixteen subjects (21 to 46 years of age) were recruited to
participate in the study from an electronic posting at Rens-
selaer Polytechnic Institute in Troy, N.Y. All subjects were
screened for major health problems and except for
women taking birth control pills, subjects reported not
taking any pharmaceuticals or medications. Every subject Page 2 of 11
(page number not for citation purposes) Page 2 of 11
(page number not for citation purposes) PVT and KSS
lf l
i Self-luminous personal digital assistants (PDA; Tungsten
E2 models from Palm Inc.) were used to record subjects'
performance levels and sleepiness self-reports [22,23]. A
battery of three psychomotor vigilance tests (PVT; Brain
Checkers 2.75 from Behavioral Neuroscience Systems
LLC) were used to measure performance: (a) a Simple
Reaction Times (RT) test where the subject had to tap a
symbol displayed on the PDA screen with a stylus as soon
it appeared; (b) a Two-choice Reaction Time (TCRT) test
where the subject had to choose, by tapping the screen
with a stylus, whether a previously, briefly displayed
numeral on the screen was either a "2" or a "3" or a "4" or
a "5"; and (c) a Matching-to-Sample (MTS) test where the
subject had to indicate with the stylus which of two spe-
cific patterns of squares had previously been displayed on
the screen. The KSS was used to probe self-assessments of
sleepiness [24]. Subjects performed tests every 15 minutes
(three times for every light-and-dark condition) through-
out a four-hour session. Tests were performed while sub-
jects were sitting comfortably in a chair, either adjacent to
the light box or in the dark anteroom. The study was conducted over the course of several weeks
in April/May 2008 and in March 2009. Groups of four
subjects participated in two sessions separated by at least
one week. Subjects were asked to arrive at the laboratory
at 22:00 to receive instructions, become familiar with the
performance tests, and be fitted with scalp electrodes for
EEG recordings. Because only one EEG machine was avail-
able, data collection was staggered. The first subject in a
session started at 23:00, the second at 23:10, the third at
23:20, and the last at 23:30; the last subject completed the PVT and KSS data were downloaded to an Excel spread-
sheet for subsequent analyses using the BCDataMan
2.0.10 software from Behavioral Neuroscience Systems
LLC. Both a response time and a score were determined
for the TCRT and MTS tasks. Both scores were calculated
by dividing the percentage of correct responses by the
mean response times for each test during a given record-
ing period. Page 3 of 11
(page number not for citation purposes) http://www.biomedcentral.com/1471-2202/10/105 BMC Neuroscience 2009, 10:105 Experimental design
Figure 1
Experimental design. Each subject participated in the experiment over the course of two nights. Melatonin
l Melatonin, a hormone produced at night and under con-
ditions of darkness, is used as a marker of circadian system
timing. In darkness, melatonin levels rise in the evening,
reach a peak between 02:00 and 04:00 and decline to day-
time levels between 07:00 and 09:00. Light can attenuate
the rate of melatonin production during the nighttime;
depending upon the characteristics of light exposure
(intensity, spectrum, duration), melatonin synthesis will
continue to rise, but at a slower rate, in the early part of the
night and continue to fall, but at a faster rate, toward the
end of the night. In the current study, 1 to 2 ml saliva sam-
ples were collected at the end of each dark and each light
exposure period using the Salivette system from Alpco
Diagnostics (four samples per session per subject). The
vessels containing the suspended saliva-impregnated cot-
ton swabs were then spun in a centrifuge at 1000 × g for
five minutes, causing the saliva to collect at the bottom of
the centrifuge vessel. Saliva samples were frozen for trans- PVT and KSS
lf l
i On night 1, subjects saw
two light levels (10 lux or 40 lux) of the same light spectra, either blue (B) or red (R) following a dark (D) condition; subjects
experienced the other light spectra at both light levels on night 2. Note: Subjects 12 and 13 did not complete the experiment,
so their data are not presented here. Experimental design
Figure 1
Experimental design. Each subject participated in the experiment over the course of two nights. On night 1, subjects saw
two light levels (10 lux or 40 lux) of the same light spectra, either blue (B) or red (R) following a dark (D) condition; subjects
experienced the other light spectra at both light levels on night 2. Note: Subjects 12 and 13 did not complete the experiment,
so their data are not presented here. Experimental design
Figure 1
Experimental design. Each subject participated in the experiment over the course of two nights. On night 1, subjects saw
two light levels (10 lux or 40 lux) of the same light spectra, either blue (B) or red (R) following a dark (D) condition; subjects
experienced the other light spectra at both light levels on night 2. Note: Subjects 12 and 13 did not complete the experiment,
so their data are not presented here. port to a laboratory for melatonin radioimmunoassay
(Pharmasan, Osceola, WI). The sensitivity of the saliva
assay was 0.7 pg/ml and the intra- and inter-assay coeffi-
cients of variability (CVs) were 12.1% and 13.2%, respec-
tively. EEG and ECG The Biosemi ActiveTwo system with active electrodes was
used for EEG recordings. This system is battery powered,
minimizing electrical interference from alternating cur-
rent (ac) during recording sessions. Electrodes were
placed on subjects' scalps according to the International
1020 system at Oz, Pz, Cz, and Fz [25]. Two additional
electrodes serving as virtual reference electrodes for those
attached to the scalp were attached to the right and to the
left earlobes. Another electrode was placed approximately
5 cm below the left clavicle to measure an electrocardio-
gram (ECG) signal. Data collection times for the first subject on an experimental night
Figure 2
Data collection times for the first subject on an experimental night. During a 1-hr period, PVT and KSS data were
collected twice during the first 45 minutes. In the last 15 minutes, EEG, saliva and a third PVT and KSS measures were col-
lected. Four subjects were run each experimental night; start times for subsequent subjects were staggered by 15 minutes. Data collec
Figure 2 j
p
g
g
Data collection times for the first subject on an experimental night. During a 1-hr period, PVT and KSS data were
collected twice during the first 45 minutes. In the last 15 minutes, EEG, saliva and a third PVT and KSS measures were col-
lected. Four subjects were run each experimental night; start times for subsequent subjects were staggered by 15 minutes. Page 4 of 11
(page number not for citation purposes) http://www.biomedcentral.com/1471-2202/10/105 BMC Neuroscience 2009, 10:105 dition. One AAC value was calculated for each of the four
channels. Near the end of each dark and each light exposure period,
just before collecting saliva samples, the scalp electrodes
on each subject were attached to the EEG recording sys-
tem. Six minutes of data were collected: three one-minute
periods with the subject's eyes closed alternating with
three one-minute periods with the eyes open. When the
eyes were open and subjects were not sitting at the light
box (dark condition), the subjects were asked to fixate on
a specific marked point approximately one meter away. Similarly, when sitting at the light box, subjects fixated on
specific point on the far wall of the box approximately 0.6
m away. Subjects were visually monitored by an experi-
menter to ensure compliance with the protocol. The ECG data were digitally processed the same way as the
EEG data up to the high-pass filtering. Results
EEG Another program divided the filtered data into 5-second
epochs, segregated by periods when the eyes were open
and when they were closed during the six-minute record-
ing period. Eye blink artifacts were eliminated by remov-
ing epochs from all channels where voltage fluctuations of
any epoch exceeded ± 100 μV. A Blackman window fol-
lowed by a fast Fourier transform (FFT) was then applied
to the data segments. This process yielded spectral power
distributions from 150 Hz. The power spectra for each
one-minute segment were then combined to give an aver-
age spectral power distribution for each trial. The relative
power levels for eyes open in the theta (57 Hz), alpha-
theta (59 Hz), alpha (812 Hz), beta (1230 Hz), and
gamma (3050 Hz) ranges were calculated as a percentage
of overall power from 150 Hz [4]. These calculations were
not performed for those intervals when the eyes were
closed because these data were only used for the AAC
(below). Since the a priori hypothesis was that the circadian system
mediated light-induced nocturnal alertness, the experi-
ment was designed so that the two levels of red light expo-
sure would serve as controls for the two levels of blue light
exposure. Initially then, a pair of repeated measures ANO-
VAs (two [light spectra] by two [light levels] by four [chan-
nels]) was performed, one using the percent power in the
EEG recordings for the alpha frequency range (812 Hz)
and the other using the percent power for the beta fre-
quency range (1230 Hz), as recorded from four scalp elec-
trode channels (Oz, Pz, Cz and Fz). There was no
significant main effect of light spectra (F1,13 = 0.005, ns,
and F1,13 = 1.09, ns, for alpha and beta power, respec-
tively) or of light levels (F1,13 = 0.03, ns, for both meas-
ures), nor was the interaction between these independent
variables statistically significant for either dependent vari-
able (F1,13= 3.27, ns, and F1,13 = 3.65, ns, for alpha and
beta, respectively). There was a significant effect of chan-
nels (F3,39 = 38.5, p < 0.0001, for alpha and F3,39 = 4.33, p
< 0.01, for beta). EEG and ECG For the ECG analy-
sis, the high-pass filtering -3dB cut-off was lowered to 0.2
Hz. Heart rates corresponding to the filtered ECG data
were determined by two methods: 1) by taking the FFT of
the ECG, whereby the frequency having the peak power
within the range from 40 to 120 beats/minute is the heart
rate, and 2) determining the mean elapsed time between
successive QRS complexes of the ECG. The QRS complex
represents ventricular depolarization. It is called a com-
plex because there are three different waves in it (Q-wave,
R-wave, and S-wave). The QRS complexes were located by
the first derivative of the ECG falling below a negative
threshold value (corresponding to the R-wave to S-wave
transition) after individual normalization of the first
derivative of the ECG. The values of the first derivative of
the ECG at the QRS complexes were typically five to 10
times greater in magnitude than at any other part of the
waveform, which enabled this simple algorithm to relia-
bly find the QRS signatures. To further guard against spu-
rious values and artifacts in the ECG data from affecting
the mean heart cycle period and corresponding heart rate,
only those periods between the 5% and 95% quantiles
were included in the calculations of the reported means. The EEG signals were sampled at 16384 Hz and then low-
pass filtered and downsampled to 2048 Hz for electronic
storage by the Biosemi system. All subsequent EEG data
processing and analyses were performed with Matlab, ver-
sion R2008a, by The Mathworks™. The signals recorded
from the two reference channels were averaged and these
values were subtracted from those obtained from all of the
other channels. The direct current (dc) offset of each chan-
nel was eliminated by subtracting the mean value of each
channel from itself. A low-pass finite impulse response
(FIR) filter (f-3dB = 50 Hz) was applied and the data were
downsampled to 512 Hz. Then a high-pass, 3rd order But-
terworth filter (f-3dB = 4 Hz) was applied to the downsam-
pled signals from each channel to eliminate slow trending
in the data. Page 5 of 11
(page number not for citation purposes) Results
EEG Importantly, the relative alpha power
averages obtained under each of the four lighting condi-
tions were always lower than those obtained in the pre-
ceding dark conditions, and the relative beta power
averages were always higher than those obtained in the
previous dark conditions. The first t-test showed that the power in the alpha fre-
quencies from all channels for combined dark conditions
was higher than that for the combined light conditions (p
< 0.0001); the power in the beta frequencies for the com-
bined dark conditions was lower than the beta power for
the combined light conditions (p < 0.0001). These two
statistical comparisons simply mirror the results of the
third ANOVA where the main effect of the variable dark
versus light was significant. These effects are illustrated in
the pair of panels labeled A in Figure 3; the comparison
between light and dark for the alpha frequencies is shown
in the left panel and for the beta frequencies in the right
panel. Since there was no difference among the four lighting con-
ditions in their effectiveness for inducing alertness at
night compared to the previous darkness, the aggregated
effects of light versus dark were examined using a third
pair of repeated measures ANOVAs (two [dark versus
light] by two [first and second sessions within the same
night] by two [first and second nights] by four [channels])
was performed using the relative alpha power and the rel-
ative beta power as dependent variables. There was a sig-
nificant main effect of dark versus light for both the alpha
and the beta frequencies (F1,13 = 6.34, p = 0.03 for alpha
and F1,13 = 17.2, p = 0.001 for beta). No other term in the
two ANOVAs interacted with this key variable. This analy-
sis demonstrates, as inferred indirectly from the initial
ANOVAs, that, simply, the four lighting conditions had an
alerting effect on subjects. With regard to the combined red light conditions com-
pared to the combined dark conditions preceding the red
light exposures, the power in both alpha and beta fre-
quencies were significantly different, in the expected
direction (alpha, p < 0.0001; beta, p = 0.0002). These
effects are illustrated in the pair of panels labeled B in Fig-
ure 3. Results
EEG As a check against potentially large indi-
vidual differences masking the underlying treatment
effects of interest, a second pair of ANOVAs was per-
formed comparing the difference, for each subject, in
alpha power and the difference, for each subject, in beta The AAC was computed from the ratio of the alpha power
of eyes closed to the alpha power of eyes open for each of
the three sessions in the six-minute recording period [26]. The three AAC values for a single measurement period
were then averaged to arrive at an AAC value for that con- Page 5 of 11
(page number not for citation purposes) Page 5 of 11
(page number not for citation purposes) http://www.biomedcentral.com/1471-2202/10/105 BMC Neuroscience 2009, 10:105 power between measurements made in the dark and in
the subsequent light conditions. Again, there were no sig-
nificant main effects for light spectra (F1,13 = 0.16, ns, and
F1,13 = 0.89, ns, for alpha and beta, respectively) or light
levels (F1,13 = 0.61 and F1,13 = 0.19, ns, for alpha and beta,
respectively) nor was the interaction statistically signifi-
cant using the differences in EEG power for either the
alpha or the beta frequencies (F1,13 = 2.78, ns, for both fre-
quencies). Again, however, there was a significant effect of
channels. could be compared to the mean alpha power for the asso-
ciated dark condition preceding that light condition. Fig-
ure 3 shows, in each pair of panels, how the aggregated
mean values from all four channels for light and for dark
were broken down. As this figure illustrates, eight pairwise
comparisons were performed. To correct for multiple
comparisons, the criterion alpha level (i.e., p < 0.05) was
adjusted in accordance with the Bonferroni/Dunn
method to p < 0.00625. Two-tail paired t-tests were per-
formed for the alpha power and for the beta power using
the combined data from all four channels. These findings show, in effect, that light of either spec-
trum or either level is equally effective for inducing noc-
turnal alertness because there was no statistically reliable
difference between the blue light and the red light expo-
sures at either light level. In other words, the EEG power
averages in the alpha frequency range and in the beta fre-
quency range were statistically the same for all four of the
lighting conditions. Results
EEG The combined blue light conditions were signifi-
cantly different than the combined dark conditions that
preceded the blue light conditions for both alpha and beta
power, in the expected direction (alpha, p < 0.0001; beta,
p < 0.0001). These effects are illustrated in the pair of pan-
els labeled C in Figure 3. Data for the 10 lx conditions
were significantly different, in the expected direction, than
the data associated with the preceding dark conditions
using both alpha power (p < 0.0001) and beta power (p <
0.0001), as illustrated in the pair of panels labeled D in
Figure 3. Similarly, the data for the 40 lx conditions were
significantly different, in the expected direction, than the
data associated with the preceding dark conditions for
both alpha power (p = 0.0002) and beta power (p <
0.0001), as shown in the pair of panels labeled E in Figure
3. Since there were no significant interactions between the
variable dark versus light and any of the other variables in
the first two ANOVAs, the aggregate alpha power means
for dark and for light and the aggregate beta power means
for dark and for light were determined. These averages are
shown in the top pair of panels in Figure 3; the compari-
son between light and dark for the alpha frequencies is
shown in the left panel and for the beta frequencies in the
right panel. To more precisely understand the effects of
light spectra and light levels on nocturnal alertness, the
aggregated mean alpha and beta power values for light
and for dark were decomposed into smaller averages
whereby, for example, the mean alpha power for red 3. Alpha power was higher for the dark condition preceding
the blue-10 lx than for the blue-10 lx condition, although
this difference (p = 0.007) did not reach the adjusted
alpha criterion. The difference in alpha power was, how-
ever, significantly higher for the dark condition preceding
the blue-40 lx condition than for the blue-40 lx condition Page 6 of 11
(page number not for citation purposes) Page 6 of 11
(page number not for citation purposes) http://www.biomedcentral.com/1471-2202/10/105 BMC Neuroscience 2009, 10:105 ,
p
Average relative (percent) power for alpha frequencies and beta frequencies for each lighting condition
Figure 3
Average relative (percent) power for alpha frequencies and beta frequencies for each lighting condition. Results
EEG Higher
levels of EEG alertness were associated with light than with dark; see text for details. Each pair of panels (A through I) repre-
sents the average relative (percent) power for alpha frequencies (α) and beta frequencies (β) obtained for a set of lighting con-
ditions relative to those recorded during the corresponding set of preceding dark conditions. Error bars represent ± standard
error of the mean (s.e.m.) for each condition. Asterisks represent significant differences (p < 0.00625). Panel A compares α
and β obtained from all lighting conditions compared to α and β from the preceding dark conditions. Panels B and C compare
α and β for the two light colors relative to α and β for the preceding dark conditions. Panels D and E compare α and β for the
two light levels relative to α and β for the preceding dark conditions. Panels F through I compare α and β for the four combi-
nations of light color and light level relative to α and β for the preceding dark conditions. Average re
Figure 3 The findings for the blue light conditions
were expected, but those for the red light conditions were
not expected; a greater effect should have been seen for the
40 lx exposure than for the 10 lx exposure. This lack of sta-
tistical significance may, in part at least, reflect the lower
(p < 0.05) alpha power level associated with the dim con-
dition preceding the R40 condition than with any of the
other the dim condition. QRS. Given the results of the series of statistical analyses
conducted for the EEG data, two repeated measures ANO-
VAs (two [dark versus light] by two [first and second ses-
sions within the same night] by two [first and second
nights]) was performed using data from both the FFT and
the QRS techniques. Only the main effect of sessions was
statistically significant (F1,13 = 16.3, p = 0.004 using the
FFT technique; F1,13 = 12.0, p = 0.005 using the QRS tech-
nique) indicating, as might be expected, that heart rate
was significantly lower during the second session (later at
night) than during the first. Although there was no statis-
tically significant effect of dark versus light, paired one-tail
t-tests were conducted to determine if specific lighting
conditions were statistically different than their previous
dark condition. The first t-test showed a statistically signif-
icant increase in heart rate after exposure to the blue-40 lx
condition compared to the prior dark period for both
techniques (FFT, p = 0.003; QRS, p = 0.04). The mean ±
standard error of the mean (s.e.m.) heart rate in the blue-
40 lx condition was 64.4 ± 1.2 for the FFT and 63.6 ± 1.1
for the QRS. The mean ± s.e.m. heart rate in the dark pre-
ceding the blue-40 lx condition was 61.8 ± 1.0 for the FFT
and 62.3 ± 1.1 for the QRS. For the red-40 lx condition,
only the QRS method showed a significant increase in
heart rate relative to the previous dark condition (p =
0.04). The mean ± s.e.m. heart rate in the red-40 lx condi-
tion was 61.9 ± 1.1 for the QRS, and in the dark preceding
the red-40 lx condition it was 61.1 ± 1.1. No significant
differences in heart rate were found using either technique
at the lower level (10 lx) of either blue or red light. Average re
Figure 3 Average re
Figure 3 Average relative (percent) power for alpha frequencies and beta frequencies for each lighting condition
Figure 3
Average relative (percent) power for alpha frequencies and beta frequencies for each lighting condition. Higher
levels of EEG alertness were associated with light than with dark; see text for details. Each pair of panels (A through I) repre-
sents the average relative (percent) power for alpha frequencies (α) and beta frequencies (β) obtained for a set of lighting con-
ditions relative to those recorded during the corresponding set of preceding dark conditions. Error bars represent ± standard
error of the mean (s.e.m.) for each condition. Asterisks represent significant differences (p < 0.00625). Panel A compares α
and β obtained from all lighting conditions compared to α and β from the preceding dark conditions. Panels B and C compare
α and β for the two light colors relative to α and β for the preceding dark conditions. Panels D and E compare α and β for the
two light levels relative to α and β for the preceding dark conditions. Panels F through I compare α and β for the four combi-
nations of light color and light level relative to α and β for the preceding dark conditions. Page 7 of 11
(page number not for citation purposes) http://www.biomedcentral.com/1471-2202/10/105 BMC Neuroscience 2009, 10:105 (p < 0.0001). These differences are illustrated in the left
panels of H and I, respectively, in Figure 3. For beta power,
the same ordering effects were observed, but in the oppo-
site, expected direction; beta power was significantly
lower for the dark condition preceding the blue-10 lx than
for the blue-10 lx condition (p = 0.0006), and lower for
the dark condition preceding the blue-40 lx condition
than for the blue-40 lx condition (p < 0.0001), as illus-
trated in the right panels of H and I, respectively, in Figure
3. Power in the alpha and beta frequencies were not sig-
nificantly different for the red-40 lx condition and the pre-
vious dark condition (panel G of Figure 3), whereas power
in both, alpha and beta frequencies were significantly dif-
ferent in the red-10 lx condition compared to the preced-
ing dark condition (p < 0.0001 for alpha and beta) (panel
F of Figure 3). Average re
Figure 3 Although the ECG results are weaker than those from the
EEG data, they do suggest that sufficient irradiance at the
cornea of either red or blue light exposure can increase
alertness at night. A repeated measures ANOVA (two [dark versus light] by
two [first and second sessions within the same night] by
two [first and second nights] by four [channels]) was per-
formed using the AAC values computed from the alpha
power with the eyes closed to the alpha power with the
eyes opened (data not shown). Several maximum ampli-
tude criteria were applied to the raw alpha power (47 μV,
75 μV, 100 μV) to minimize artifacts in the data (however,
AAC for one subject could not be determined, so the
ANOVAs included data for 13 subjects). As expected, the
channels (F3,36 = 21.28, p < 0.0001) were statistically dif-
ferent. The main effect of night (F1,12 = 5.61, p = 0.04) was
also statistically significant. From this measure it would
seem that subjects were more tired on the second night
than on the first night. There was a statistically significant
interaction between night and channel (F3,36 = 3.83, p =
0.02). This result reflects the fact that the differences in
AAC among the four channels were smaller on the second
night than on the first night. The interaction between light
and channel (F3,36 = 3.21, p = 0.03) was also statistically
significant. Parallel to the night by channel interaction,
the differences in AAC among the four channels were
smaller for the light condition than for the dark condi-
tion. These significant interactions do not have any obvi-
ous implication and since there was no main effect of
light, the findings from the AAC will not be discussed fur-
ther. PVT and KSS
E
h
f h Each of the outcome measures obtained from the PDA
(RT, TCRT, MTS, and KSS) were submitted to the same
series of repeated measures ANOVAs as the ECG variables,
with one additional factor, trial: (i.e., two [dark versus
light] by two [first and second sessions within the same
night] by two [first and second nights] by three [trials]). Three successive trials were conducted during every light
and every dark condition, one at the beginning, one in the
middle, and one at the end of the 60-minute light expo-
sure or dark condition. One subject did not follow
instructions; that subject's data were not included in the
analyses. For KSS, the main effects of session (F1,12 = 46.14, p <
0.0001), trial (F2,24 = 22.06, p < 0.0001), and light (F1,12 =
34.98, p < 0.0001) were statistically significant, as was the
session by light interaction (F1,12 = 11.19, p = 0.006). The
three main effects demonstrate increasing sleepiness
throughout the experiment. The second session was asso- http://www.biomedcentral.com/1471-2202/10/105 http://www.biomedcentral.com/1471-2202/10/105 BMC Neuroscience 2009, 10:105 ciated with higher values of KSS than in the first session;
Paired two-tail t-tests showed that KSS values associated
with the second trial and with the third trial were signifi-
cantly higher than those in the first trial (p < 0.0004 and
p < 0.0001, respectively) although values for the second
trial were not significantly different than those associated
with the third trial. KSS values were significantly higher (p
< 0.0001) in the light exposure condition than in the dark,
but since every light exposure condition followed a dark
condition, even the significant main effect of light very
likely reflects growing sleepiness by the subjects through-
out the experiment. Interestingly, however, the significant
interaction between session and light suggests that light,
in fact, served as a countermeasure for fatigue: a two-tail
paired t-test revealed that the difference in reported sleep-
iness between session 1 and session 2 was significantly
greater (p < 0.0001) in the dark than in the light. tion was based on 13 subjects. Using these data, a two
[light spectra] by two [light levels] repeated measures
ANOVA was performed; neither the main effects were sig-
nificant (light color, F1,12 = 0.3, ns; light level F1,12 = 1.9,
ns), nor was the interaction (F1,12 = 1.1, ns). However,
melatonin concentrations were suppressed by 18% ± 15%
(average ± s.e.m.) after exposure to the blue-40 lx condi-
tion relative to the preceding dark condition, whereas neg-
ative suppression values were determined for the other
three lighting conditions (-62% ± 33% for red-10 lx, -39%
± 24% for red-40 lx, and -96% ± 82% for blue-10 lx). In
other words, melatonin levels were significantly lower for
the blue-40 lx condition than for the dark conditions pre-
ceding the blue-40 lx exposures, supporting the literature
[12] that this lighting condition was the strongest circa-
dian stimulus. In fact, post hoc one-tail paired t-tests
revealed a significantly higher level of melatonin suppres-
sion for the blue-40 lx condition than for either the red-40
lx condition (p = 0.03) or the red-10 lx condition (p =
0.02). There was no significant difference between the
blue-10 lx condition and the blue-40 lx condition (p =
0.09). http://www.biomedcentral.com/1471-2202/10/105 In terms of the performance measures, only the TCRT task
showed a significant main effect for trial with response
time (F2,24 = 6.06, p < 0.007) and with score (F2,24 = 8.43,
p < 0.002). For both TCRT measures, performance was
consistently worse as the trials progressed (i.e., response
time increased and score decreased). Consistent with the
KSS data, these results indicate that fatigue played an
important role in this study. Moreover, the trial by night
interaction was statistically significant for both TCRT
measures (F2,24 = 4.98, p < 0.02, for response time; F2,24 =
4.08, p < 0.03, for score), suggesting that, consistent with
the AAC results, fatigue played a greater role in the second
night than in the first night; paired two-tail t-tests showed
that the difference in TCRT for response time from the first
trial to the third trial was significantly greater (p = 0.02)
on second night than on the first night, but the difference
in TCRT for score did not reach significance (p = 0.1). No
effects of light exposure, either among the different light
exposure conditions or relative to the previous dark con-
ditions, were demonstrated by any of the performance
measures. It must be noted that, because of the counterbalanced
experimental design, the average suppression values used
in these statistical analyses were determined from com-
bined suppression values obtained at two different circa-
dian times. In the counterbalanced experimental design,
half the subjects would have been presented with the 10
lx conditions before the 40 lx conditions, and half the
subjects would have been presented with the blue light
conditions before the red light conditions. Thus, average
suppression values for every lighting condition were
based upon data obtained during both the early and the
later exposure times in the sessions. Since the rate of mela-
tonin synthesis changes throughout the night, melatonin
suppression values will be differentially affected by the
sample time. Specifically, the same light stimulus pre-
sented early in the night will result in less suppression
than when it is presented later in the night because the
rate of melatonin synthesis is high in the early night,
reaches a peak value in the middle of the night, and then
decreases until the end of the night [27]. Melatonin Melatonin suppression for each lighting condition was
calculated for every subject using the following formula: 1
- (melatonin in the light/melatonin in the dark). If light
exposure is a strong stimulus to the circadian system, it
will suppress melatonin levels below those measured in
the previous dark condition, whereas if it is a weak stimu-
lus, light exposure may not fully counteract the natural
rise in melatonin levels that occurs during the early night-
time, in which case negative suppression will be observed. The suppression values associated with three of the four
lighting conditions were then determined from those
obtained from all 14 subjects; melatonin levels could not
be detected from one subject's saliva sample for the blue-
40 lx condition, so the average suppression for this condi- ECG As mentioned in the Methods section, the heart rate data
were analyzed using two different techniques, FFT and Page 8 of 11
(page number not for citation purposes) Page 8 of 11
(page number not for citation purposes) Page 9 of 11
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14. Figueiro MG, Bullough JD, Bierman A, Fay CR, Rea MS: On light as
an alerting stimulus at night. Acta Neurobiol Exp (Wars) 2007,
67(2):171-178. MGF participated in the conception and the design of the
experiment, data collection, data analyses and interpreta-
tion, and manuscript writing. AB participated in the data
analyses and interpretation and reviewed the manuscript. BP participated in data collection, analyses, and drafted
sections of the manuscript. MR participated in the concep-
tion and design of the experiment, data interpretation and
manuscript writing. All authors read and approved the
final manuscript. ( )
15. Saper CB, Cano G, Scammell TE: Homeostatic, circadian, and
emotional regulation of sleep. J Comp Neurol 2005,
493(1):92-98. ( )
16. Saper CB, Lu J, Chou TC, Gooley J: The hypothalamic integrator
for circadian rhythms. Trends Neurosci 2005, 28(3):152-157. y
( )
17. Saper CB, Scammell TE, Lu J: Hypothalamic regulation of sleep
and circadian rhythms. Nature 2005, 437(7063):1257-1263. and circadian rhythms. Nature 2005, 437(7063):1257-1263. 18. Stone NJ: Environmental view and color for a simulated tele-
marketing task. J Environ Psychol 2003, 23:63-78. 19. Hill RA, Barton RA: Psychology: red enhances human perform-
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19. Hill RA, Barton RA: Psychology: red enhances human perform-
ance in contests. Nature 2005, 435(7040):293. (
)
20. Elliot AJ, Maier MA, Moller AC, Friedman R, Meinhardt J: Color and
psychological functioning: the effect of red on performance
attainment. J Exp Psychol Gen 2007, 136(1):154-168. References 1. Badia P, Myers B, Moecker M, Culpepper J: Bright light effects on
body temperature, alertness, EEG and behavior. Physiol Behav
1991, 50(3):583-588. ( )
2. Boyce P, Beckstead J, Eklund N, Strobel R, Rea M: Lighting the
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3. Cajochen C, Krauchi K, Danilenko KV, Wirz-Justice A: Evening
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115:75-83. Although there was some evidence that light mitigated the
growing sleepiness in the experiment (i.e., the statistically
significant session by light interaction), both the KSS and
the PVT results did not support the inference that light is
a robust countermeasure for subjective sleepiness or for
performance decrement, thus suggesting that for this pro-
tocol electrophysiological measures of alertness can be
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melatonin by bright light exposure during breaks in night
work. J Sleep Res 2004, 13(1):37-43. Discussion Nocturnal alertness as measured by ECG and EEG is
affected by light, but the results presented here suggest
that a pathway other than the circadian system may affect
light-induced nocturnal alertness because red light as well
as blue light was effective. Heart rate measured with both
the FFT and the QRS techniques increased significantly
relative to the dark conditions for the higher level (40 lx)
of both blue and red light, although the lower level (10 lx)
of the two spectra was not effective. In terms of the EEG
data, both red and blue light (combining both 10 lx and Page 9 of 11
(page number not for citation purposes) Page 9 of 11
(page number not for citation purposes) http://www.biomedcentral.com/1471-2202/10/105 BMC Neuroscience 2009, 10:105 http://www.biomedcentral.com/1471-2202/10/105 40 lx) reduced alpha power and increased beta power lev-
els relative to their respective preceding dark conditions. Similarly, both 10 lx and 40 lx of light (combining both
blue and red) had a significant impact on alpha and on
beta relative to their respective preceding dark conditions. Although both 10 lx and 40 lx were effective for the blue
light, only 10 lx, but not 40 lx of red light significantly
affected the EEG recordings compared to their preceding
dark conditions. This apparent dose intransitivity for the
red light conditions remains unexplained and is some-
what implausible, although it is conceivable that there is
an optimum irradiance of red light for alertness (i.e., red-
10 lx), but this hypothesis seems rather unlikely and these
results definitely demand further study. Russell Sage College are acknowledged for their support and contributions
to the study. Dr. David Epstein, from the National Institute on Drug Abuse
Intramural Research Program is greatly acknowledged for his comments to
the manuscript. The authors are also very grateful to the reviewers and the
associate editor for their comments and suggestions to the manuscript. Conclusion Based mainly on the EEG and ECG data, the present
results are, to a limited extent, consistent with previous
findings showing that light of sufficient corneal irradiance
increases alertness at night [1-9]. There is previous com-
pelling evidence that light-induced stimulation of the cir-
cadian system increases alertness at night, but the present
results suggest that this effect is not mediated only by the
circadian system, implicating other mechanisms through
which light can also increase nocturnal alertness. It is
important then to determine if these inferred mechanisms
are independent of the circadian system or interact with it
by conducting light studies at different circadian times. J
p
( )
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bright light on day and night shift nurses' performance and
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lag M: Action spectrum for melatonin regulation in humans:
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toreceptor system in humans. J Physiol 2001, 535(Pt 1):261-267. p
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12. Rea M, Figueiro M, Bullough J, Bierman A: A model of phototrans-
duction by the human circadian system. Brain Res Rev 2005,
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13. Cajochen C, Munch M, Kobialka S, Krauchi K, Steiner R, Oelhafen P,
Orgul S, Wirz-Justice A: High sensitivity of human melatonin,
alertness, thermoregulation and heart rate to short wave-
length light. J Clin Endo Met 2005, 90:1311-1316. Acknowledgements Publish with BioMed Central and every
scientist can read your work free of charge
"BioMed Central will be the most significant development for
disseminating the results of biomedical research in our lifetime."
Sir Paul Nurse, Cancer Research UK
Your research papers will be:
available free of charge to the entire biomedical community
peer reviewed and published immediately upon acceptance
cited in PubMed and archived on PubMed Central
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BioMedcentral
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(page number not for citation purposes) Publish with BioMed Central and every
scientist can read your work free of charge
"BioMed Central will be the most significant development for
disseminating the results of biomedical research in our lifetime."
Sir Paul Nurse, Cancer Research UK
Your research papers will be:
available free of charge to the entire biomedical community
peer reviewed and published immediately upon acceptance
cited in PubMed and archived on PubMed Central
yours — you keep the copyright
Submit your manuscript here:
http://www.biomedcentral.com/info/publishing_adv.asp
BioMedcentral Publish with BioMed Central and every
scientist can read your work free of charge Acknowledgements The study presented here was supported by the Office of Naval Research
through the Young Investigator Program awarded to MGF. The authors
would like to acknowledge Dr. Vodyanoy of the Office of Naval Research
for his support. Dr. Christopher Steele of the Naval Research Medical Lab-
oratory, John Bullough, Dennis Guyon, Bonnie Morgan, Chris Munson, and
Jennifer Taylor of the Lighting Research Center, and Lauren Schramek of J
p
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the active individual. Int J Neurosci 1990, 52(12):29-37. J
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25. American Electroencephalographic Society: Guidelines for stand-
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8.3. Trutz: »[F]ür die Ewigkeit fixiert, festgehalten bis zum Tod«?
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Richard Slipp: Gedächtnis und Erzählen
8.3. Trutz: »[F]ür die Ewigkeit fixiert, festgehalten bis zum Tod«?
»In much metafiction the reader is left with the impression that, since all fiction is a
kind of parody of life, no matter how verisimilar it pretends to be, the most authentic
and honest fiction might well be that which most freely acknowledges its fictionality.«
– Linda Hutcheon51
8.3.1. Einleitung
Christoph Heins 2017 erschienenem Roman Trutz verleihen gleich zwei der Hauptfiguren seinen Titel: Erster Namensgeber ist Rainer Trutz, ein angehender Schriftsteller vom
vorpommerschen Land, der in den 1920er Jahren sein Glück in der Hauptstadt der instabilen Republik sucht; der zweite ist sein Sohn, Maykl, der seine Kindheit in der Sowjetischen Union verbringt, bevor er als Vollwaise in die DDR übersiedelt und eine Laufbahn
als Archivar einschlägt. Was sich zwischen diesen Stationen im jeweiligen Leben der
zwei Männer zuträgt, ist eine Geschichte des Leidens unter Repressalien, Verfolgung,
Verhaftung und Zwangsarbeit. Der eher apolitische Rainer und seine Frau Gudrun, eine Gewerkschaftsangestellte und »Religiöse Sozialistin«, geraten durch satirischen Roman Rainers zur Zielscheibe zunächst der rechten Presse und dann rechter Schlägertrupps. In ihren Bemühungen, ein Visum für die Auswanderung zu erhalten, von unzähligen Auslandsvertretungen abgewiesen, geht das Paar dank der Freundschaft mit
der sowjetischen Kulturfunktionärin Lilija Simonaitis ins Moskauer Exil. Dort wird Rainer dem Bau der U-Bahn zugeteilt, während Gudrun eine Stelle in einer Süßwarenfabrik bekommt. In Moskau lernen die jungen Eheleute Alina und Waldemar Gejm kennen;
Letzterer ist ein Professor für Sprachwissenschaften, an dessen Gedächtnisexperimenten Trutzes zusammen mit ihrem Jungen Maykl und Gejms gleichaltrigem Sohn Rem
teilnehmen. Nachdem Rainer wegen einer weit zurückliegenden, zweiseitigen Rezension in der Weltbühne zu fünf Jahren Gulag verurteilt und – nach dem qualvollen, aber überstandenen Marsch nach Workuta – gleich am Tag seiner Ankunft ermordet wird, gerät
auch der inzwischen zwangsemeritierte Waldemar Gejm aufgrund seiner Forschungen
zunehmend ins Visier der Staatsmacht. Die Gejms werden zunächst in dieselbe Siedlung wie Gudrun und Maykl Trutz deportiert, bis Waldemar schließlich ebenfalls zu einem Besserungsarbeitslager verurteilt wird, wo der für schwere körperliche Arbeit denkbarst ungeeignete Akademiker innerhalb kürzester Zeit bei einem Arbeitsunfall stirbt.
Nach dem Hunger- und Erschöpfungstod seiner Mutter kommt Maykl zuerst in die Obhut der Gejms, dann in ein Waisenhaus nach Moskau und schließlich als junger Mann
in die DDR, wo er Geschichte und Archivwesen studiert. Während sich sein eidetisches
Gedächtnis anfangs von großem Vorteil für seine Berufswahl erweist, wird es ihm in seinen ersten romantischen Beziehungen und später auch professionell zum Verhängnis.
Er ist es, der am Ende seines Lebens dem Erzähler die Geschichte der Familien Trutz und
Gejm mitteilt und dem der Erzähler sein Buch widmet. Auf Maykls Beerdigung, mit der
die Rahmenhandlung des Romans zu Ende geht, spielt das Fledermaus-Couplet: »Glücklich ist, wer vergisst, was doch nicht zu ändern ist«.
51
Hutcheon: Narcissistic Narrative, S. 49.
8. Ein Jahr, zwei »Jahrhundertromane«: Glückskind mit Vater und Trutz
8.3.2. Fiktionalität (I): Die Rahmenerzählung als inszenierte Herausgeberfiktion
»Obwohl das Machtwort darüber gefällt ist, machen sich viele Personen lächerlich,
indem sie einen Schriftsteller zum Komplizen der Gefühle machen, die er seinen Figuren zuschreibt; und wenn er das Ich verwendet, sind fast alle versucht, ihn mit dem
Erzähler zu verwechseln.«
– Honoré de Balzac52
»Alle Eigenschaften des Sprechers dem Autor zuzuschreiben ist sicherlich naiv, aber
ihm keine zuzuschreiben ist nur mit der Hilfe einer gewaltigen theoretischen Bornierung möglich.«
– Fotis Jannidis53
Wie bereits kurz angedeutet, ist der eigentlichen Diegese von Trutz, d.h. den oben abgerissenen Handlungssträngen um die Familien Trutz und Gejm, eine Eingangssequenz
von ca. fünfzehn Seiten vorgelagert, die in den frühen 2000er Jahren spielt und die
Umstände des Kennenlernens des heterodiegetischen Erzählers mit dem Protagonisten
Maykl Trutz schildert. Der erste Satz dieser Sequenz – und damit des Romans – ist
einer, der nach dem Urteil mindestens eines Rezensenten »in die Literaturgeschichte
eingehen« werde54 : »In diesen Roman geriet ich aus Versehen oder vielmehr durch eine
Bequemlichkeit« (T 7). Anschließend berichtet der anonyme Erzähler, wie es auf einer
Veranstaltung der Stiftung zur Aufarbeitung der SED-Diktatur zur unverhofften Begegnung mit Trutz und somit zum Stoff für einen Roman kam. Im Folgenden soll gezeigt
werden, wie die Darstellung der Genese dieses Romans in der Rahmenerzählung einerseits eine Illusion der Authentizität erweckt und andererseits die eigene Fiktionalität
andeutet, die in der Binnenerzählung dann schließlich offenlegt wird.
Der soeben zitierte Rezensent, Carsten Otte, erläutert nicht genau, was ihn an diesem knappen, eher beiläufig anmutenden Erzählauftakt so begeistert, doch nimmt man
den Satz näher unter die Lupe, lassen sich in ihm tatsächlich einige bezeichnende und
teils paradoxe Interpretationsimpulse verdichtet ausmachen. Erstens wird, beginnend
mit dem Verb »geraten«, das der Duden mit »ohne Absicht, zufällig an eine bestimmte
52
53
54
Aus dem Vorwort zu Le Lys dans la vallée, zitiert in Genette: Paratexte, S. 210.
Jannidis: »Verstehen erklären«, S. 55.
Carsten Otte: »Kein Klugscheißer, Mnemotechniker«, in: taz vom 29.6.2017; http://www.taz.de/
!5421540 (06.09.2023). Ähnlich kommentiert Rüdiger Bernhardt: »Die Eröffnung des Romans gehört zu jenen Sätzen, die in Zukunft erinnert werden […] Es wird in späteren Literaturgeschichtsschreibungen als einer der berühmtesten ersten Sätze bezeichnet werden«; Bernhardt: Der vergessene Mythos, S. 293. Bernhardt verfolgt in seiner 2022 gedruckten Interpretation des Prologs
von Trutz generell einen ähnlichen Argumentationsaufbau wie in der vorliegenden Analyse der
Rahmenerzählung; hiermit wird darauf aufmerksam gemacht, dass die obigen Ausführungen bereits Anfang 2021 vom Verfasser in leicht abgewandelter Form unter folgendem Titel veröffentlicht
wurden: »[F]ür die Ewigkeit fixiert, festgehalten bis zum Tod«? Zu einem scheinbaren Wandel im
Geschichts- und Erinnerungsverständnis von Christoph Hein im Roman Trutz (2017)«, in: German
as a Foreign Language 1 (2021), S. 43–67; http://www.gfl-journal.de/1-2021/Slipp.pdf (06.09.2023).
233
234
Richard Slipp: Gedächtnis und Erzählen
Stelle, irgendwohin gelangen« definiert,55 ein anfängliches Desinteresse des Erzählers
gegenüber seinem Erzählprojekt suggeriert. Dieser Eindruck der Passivität wird durch
die Substantive »Versehen« und »Bequemlichkeit« weiter verstärkt. Zweitens signalisiert
die Erwähnung der literarischen Gattung »Roman« eine gewisse Distanz und Reflexion
und lädt zunächst zu der Annahme ein, dass der Erzählauftakt und womöglich der ganze
Eröffnungsabschnitt außerhalb der Fiktion zu situieren seien. Denn wenn hier über den
vorliegenden Roman geredet wird, dann fühlt man sich als Leser – anders als bei einem
Einstieg »in medias res« – wohl noch nicht mitten im Romangeschehen. So könnte bereits nach dem ersten Satz ein anfänglicher Verdacht entstehen, man habe es hier mit
einem editorischen Prolog zu tun, der einer fertigen, vorgefundenen Geschichte vorangestellt wurde. Drittens – und gewissermaßen entgegen den ersteren zwei Beobachtungen – ist der Gebrauch des Präpositionalsatzes »in diesen Roman« auffällig: Der Erzähler erklärt nämlich nicht, wie er zu dem Roman bzw. zum Romanstoff kam, sondern wie
er selber in einem Roman landete. Während er sich einerseits von der anschließenden
Haupthandlung des Romans, deren heterodiegetischer Erzähler er ist, zu distanzieren
sucht, thematisiert er gleichzeitig seine Anwesenheit als Romanfigur in der Rahmung
und verdeutlicht damit den Status der Rahmung als Teil der Fiktion. Übrigens stellt Trutz
das bislang einzige Beispiel eines »overt«56 oder personalisierten heterodiegetischen Erzählers bei Christoph Hein dar; in allen anderen längeren Prosatexten sind entweder homodiegetische (Ich-)Erzähler57 oder nicht personalisierte Erzählinstanzen58 am Werk.
Die im ersten Satz des Romans angedeutete »Bequemlichkeit« wird dann vom Erzähler erläutert. Er habe nämlich gehofft, bei dem Vortrag in Berlin-Mitte eine Direktorin
des Bundesarchivs ansprechen und sich so den längeren Weg nach Dahlem ersparen zu
können (T 7). Dass es dem Erzähler in der Tat ursprünglich um andere Anliegen geht als
das, was gleich zum Stoff seines zukünftigen Romans werden sollte, wird er nicht müde
zu betonen. Das Thema der Veranstaltung, nämlich »deutsch-russische Verhältnisse im
zwanzigsten Jahrhundert«, interessiere ihn »nur am Rande«, und er gesteht ein, schon
im Voraus den Vortrag nur »scheinbar interessiert« zuhören zu wollen, denn er sei »mit
anderen Dingen beschäftigt« und sein Ziel sei ja lediglich, sich deswegen Zugang zu einer »Person der oberen Etage des Bundesarchivs« zu erschaffen (T 7). Auch im Laufe des
Vortrags ändert sich nichts an seiner Unbeeindrucktheit:
»Die neuen Dokumente, die die Archivarin dem Publikum mit Overheadfolien präsentierte, erschienen mir belanglos. Es waren keine sensationellen Erkenntnisse, die eine
Neubewertung der geschichtswissenschaftlichen Sicht auf das letzte Jahrhundert er-
55
56
57
58
Dudenredaktion: »geraten«, Duden online; https://www.duden.de/rechtschreibung/geraten_geli
ngen_hingelangen (06.09.2023).
Seymour Chatman: Story and Discourse. Narrative Structure in Fiction and Film, Ithaca, NY: Cornell UP 1978, S. 219f.
Der fremde Freund, Horns Ende, Das Napoleon-Spiel, Landnahme, Von allem Anfang an, Frau Paula Trousseau, Glückskind mit Vater und Unterm Staub der Zeit. In Paula Trousseau und Glückskind wird streckenweise auch von einer Erzählinstanz in dritter Person erzählt.
Der Tangospieler, Willenbrock, In seiner frühen Kindheit ein Garten, Weiskerns Nachlass, Verwirrnis und
Guldenberg.
8. Ein Jahr, zwei »Jahrhundertromane«: Glückskind mit Vater und Trutz
forderlich machten, und was daran unbekannt war, überraschte nicht, sondern blieb
im Rahmen des Erwartbaren.« (T 10).
Erst bei der anschließenden Frage-Antwort-Runde wird die Aufmerksamkeit des Erzählers geweckt, als ein älterer Herr durch seine beharrlichen Korrekturen von Fehlern im
Vortrag und sein auswendiges Zitieren von Quellen auffällt; die zwei Männer kommen
dann nach dem Ende der Veranstaltung ins Gespräch.59
Die oben erwähnten »anderen Dinge«, mit denen der Erzähler zu diesem Zeitpunkt
beschäftigt sei, seien Recherchen zu einem Rechtsfall mit politischer Brisanz, die er wie
folgt darstellt:
»Ich war seit mehr als einem Jahr dabei, die seltsamen Umstände des Todes eines
Terroristen zu erhellen, der von einer Hundertschaft Grenzpolizisten ergriffen werden sollte, dabei durch eine Kugel ums Leben kam, doch war trotz mehrerer Prozesse
nie aufzuklären, wer den tödlichen Schuss abgegeben hatte, der Gesuchte selbst oder
einer der Beamten.« (T 7–8)
Hinter dem nicht näher identifizierten Terroristen lässt sich ohne viel Phantasie Wolfgang Grams erkennen, dessen gewaltsamem Tod auf dem Bahnhof von Bad Kleinen die
hier skizzierten Umstände ähneln; es handelt sich also um einen realen, vom wirklichen
Autor Hein in seinem Roman In seiner frühen Kindheit ein Garten (2005) fiktionalisierten
Stoff. Allerdings – obgleich der Erzähler von Trutz gegen Ende des Kapitels eine geplante
Publikation zum Thema erwähnt (T 18) – identifiziert er sich an keiner Stelle als Schriftsteller und macht auch nicht klar, ob seine Beschäftigung mit dem Fall des Terroristentods literarischer, geschichtswissenschaftlicher oder sonst irgendeiner Natur ist; man
erfährt lediglich, dass er ein »Mann ohne jede Amtsgewalt« (T 9) – also wohl selbst kein
Anwalt oder Richter – sei.
Wie bereits oben erwähnt, haben sich mehrere Kritiker*innen durch die Rahmenerzählung und insbesondere durch die Anspielung auf den Terroristen-Roman
zu Rückschlüssen auf die Wahrheit der erzählten Begebnisse in Trutz, sowie auf die
Identität zwischen Erzähler und Autor verleiten lassen. Ein dahingehender Kommentar
von Claus-Ulrich Bielefeld wurde bereits zitiert;60 auf eine ähnliche Weise glaubt auch
Jochen Schimmang feststellen zu können: »Der Erzähler dieses Romans ist ein Schriftsteller […]. Er hält sich weitgehend im Hintergrund und ist namenlos; wir dürfen ihn
aber getrost Christoph Hein nennen.«61 Ebenso scheint Dietmar Jacobsen eine solche
Gleichsetzung für eine gegebene Tatsache zu halten: »Es war ein Zufall […] der Christoph
59
60
61
Für das tatsächliche Stattfinden einer Veranstaltung in den frühen 2000er Jahren unter dem Titel »Feindliche Freunde« gibt es übrigens in den Pressemitteilungen und Bekanntmachungen der
Bundesstiftung keinen Beleg, wenn auch die Stiftung zum betreffenden Zeitpunkt an einer gemeinsamen Geschichtskommission zu deutsch-russischen Beziehungen beteiligt war. Siehe »Bericht der Bundesregierung zum Stand der Aufarbeitung der SED-Diktatur«, S. 103; Bundesregierung, https://www.bundesregierung.de/Content/DE/_Anlagen/BKM/2013-01-08-bericht-aufarbei
tung-sed-diktatur.pdf?__blob=publicationFile (06.09.2023).
Siehe oben, Kapitel 8.1.
Schimmang: »Als Stalin selbst zur Feder griff«.
235
236
Richard Slipp: Gedächtnis und Erzählen
Hein zum Stoff für sein neues Buch verhalf. Im Prolog zu Trutz gibt uns der Berliner
Autor (geb. 1944), […] Auskunft darüber, wie er an ihn kam«.62 Für Judith von Sternburg
in der Frankfurter Rundschau lassen sich aufgrund der Anspielung auf den früheren HeinRoman sogar Spekulationen über die Entstehungsgeschichte von Trutz rechtfertigen:
»Der Erzähler, erfährt man übrigens ungefragt, ist seinerseits eigentlich mit dem Fall
Bad Kleinen beschäftigt, Thema im Roman ›In seiner Kindheit ein Garten‹ (2005) – das
könnte ein Hinweis darauf sein, dass der Schriftsteller schon länger mit ›Trutz‹ befasst
ist.«63 Auf die seltsame, hier offenbar für selbstverständlich gehaltene Annahme, man
könne in Erzähltexten etwa zwischen von Lesenden »gefragten« und »ungefragten«
Informationen unterscheiden, soll an dieser Stelle nicht näher eingegangen werden.
Wenn aber auch die Schlussfolgerung Sternburgs bezüglich der Chronologie der Beschäftigung Heins mit dem Trutz-Stoff als fraglich eingestuft werden muss, wird ihr
hier insofern Recht gegeben, als die Thematisierung der Recherchen des Erzählers zum
möglichen Justizskandal um den Tod des Terroristen keineswegs beliebig oder zufällig
ist; im Folgenden wird hierauf noch zurückzukommen sein.
Dass der Erzähler in dieser Erinnerungssequenz anonym bleibt, kann einerseits als
konsequent mit seiner Selbstinszenierung als bloßer bescheidener Vermittler einer Geschichte, die ihm von dem sich genauestens erinnernden Helden mitgeteilt wurde, gesehen werden. Sogar unter autodiegetischen Erzählern, d.h. Erzähler, die nicht nur Teil der
Diegese sind, sondern auch ihre eigene Geschichte erzählen, ist Anonymität nicht ungewöhnlich; Erzählauftakte, bei denen sich der Protagonist namentlich identifiziert, wie
etwa »Call me Ishmael«,64 oder gar verneinende Varianten wie »Ich bin nicht Stiller!«,65
bilden wohl eher die Ausnahme. Im Falle von Trutz wäre es aber sehr leicht denkbar oder
sogar zu erwarten, dass der Erzähler seinen Namen verrät, betrachtet man den Ablauf
der gegenseitigen Vorstellung des Erzählers und seines zukünftigen Romanhelden:
62
63
64
65
Dietmar Jacobsen: »Erinnern kann gefährlich sein«, in: literaturkritik.de 9 (September 2017); ht
tp://literaturkritik.de/hein-trutz-erinnern-kann-gefaehrlich-sein,23637.html (06.09.2023). Jacobsen spricht zudem von einem Ich-Erzähler, »hinter dem man unschwer den Autor selbst erkennen kann.« An dieser Stelle muss angemerkt werden, dass einige wenige Rezensent*innen durchaus die Fiktionalität des Erzählrahmens sowie des Erzählanlasses erkannt haben, wie beispielsweise Carsten Otte, der feststellt: »[…] die Erzählperspektive und der sachliche Chronistentonfall sind höchst artifiziell. Nein, hier ist kein Autor am Werk, der in den Archiven auf eine spannende Geschichte gestoßen ist und der sich nun freut, die Lebensgeschichte einer außergewöhnlichen Familie zwischen zwei Buchdeckel zu pressen«; Otte: »Kein Klugscheißer, Mnemotechniker«; oder Christian Buß, der befindet: »Hein ist – dem Thema Erinnerung zum Trotz – ein lustvoller Fabulierer«; Christian Buß: »Hitler, Stalin und der kleine Trutz«, in: Spiegel Online vom
29.3.2017; http://www.spiegel.de/kultur/literatur/trutz-von-christoph-hein-ueber-eine-biograph
ie-zwischen-hitler-und-stalin-a-1140568.html (06.09.2023).
von Sternburg: »Ins Langzeitgedächtnis damit«; die Deduktionsarbeit der Rezensentin ist ohnehin überflüssig, da der Erzähler den Zeitraum seiner Bekanntschaft mit Trutz ausdrücklich in den
Jahren 2003–2007 situiert.
Herman Melville: Moby Dick; or, the Whale, Project Gutenberg; https://www.gutenberg.org/files/2701/2701-h/2701-h.htm (06.09.2023).
Max Frisch: Stiller, Berlin: Suhrkamp 2017, S. 9.
8. Ein Jahr, zwei »Jahrhundertromane«: Glückskind mit Vater und Trutz
»›Trutz heiß ich, Maykl Trutz‹, sagte er.
Ich gab ihm die Hand, stellte mich ebenfalls vor und fragte, wo man mehr über diese
Wissenschaft erfahren könne, von der ich noch nie gehört hatte.« (T 15)
Diese demonstrative Unterdrückung des eigenen Namens – sowie die Weigerung, seine
Recherchen zum Tod des Terroristen in Verbindung mit einem Romantitel zu bringen –
könnte signalisieren, der Autor wolle, dass sich Lesende nicht zwischen fiktionaler und
faktualer Deutung dieser Rahmung entscheiden können oder müssen. Dass ihm in Trutz
dies gelungen ist, ohne dass er dazu auch nur zum Modus der Autofiktion greifen muss,
belegen die zahlreichen dahingehenden Bemerkungen, Spekulationen und Interviewfragen von selbst professionellen, literarisch gut versierten Leser*innen.
Wenn auch das Anfangskapitel von Trutz in der Überschrift dieses Abschnitts und
immer wieder im Text mit Begriffen wie »Rahmung«, »Rahmenhandlung«, »Erzählrahmen« u.Ä. umschrieben wird, bedarf diese aus theoretischer Sicht nicht ganz unproblematische Wortwahl einer kurzen terminologischen Klärung. Der Roman Trutz, dessen
zwei Vergangenheitsebenen, d.h. die Eröffnungssequenz, die in den Jahren 2003–2007
spielt,66 und die Hauptdiegese, die die Zeit von ca. 1930 bis 2000 umfasst, von ein und
demselben Erzähler präsentiert werden, entspricht nämlich vielen engeren Definitionen der Rahmenerzählung nicht. So insistiert zum Beispiel Andreas Jäggi darauf, »dass
Rahmen- und Binnenerzählung von verschiedenen Erzählern erzählt werden müssen«,67
und Theoretiker wie William Nelles und Gérard Genette pflichten dieser Ansicht bei.68
Anderer Meinung zwar ist Gerrit Stratmann, der in dieser Forderung Jäggis »kein[en]
notwendig[en] Zusammenhang zur Rahmung« entdecken kann,69 oder Tilman Köppe,
der die Ansicht vertritt, dass schon »ein heterodiegetischer Erzähler eine ›Schachtelung‹
von Erzählebenen voraus[setzt]. Ein heterodiegetischer Erzähler ist Teil einer Rahmenerzählung, und was er erzählt, ist eine Binnenerzählung«.70 So gern sich die vorliegende
Studie auf diese letzteren Positionen stützen würde, muss anerkannt werden, dass unter Theoretikern längst keine Einigkeit herrscht und dass besonders die sehr weite Auslegung Köppes den terminologischen Nutzen des Rahmenbegriffs zu gefährden scheint.
Aus demselben Grund – d.h. der kontinuierlich gleichbleibenden Erzählinstanz – kann
im Falle von Trutz noch weniger von einer seit Jahrhunderten verbreiteten und beliebten Variante der Rahmenform fachgerecht gesprochen werden, nämlich von der sogenannten Herausgeber- bzw. Manuskriptfiktion; bei diesem Kunstgriff präsentiert ein in
der Rahmenhandlung erzählender, fiktiver Herausgeber einen vorgefundenen, von einer anderen fiktiven Person verfassten Text, der wiederum die Binnenerzählung bildet.
Weniger zu beanstanden, insofern der Verfasser der »Rahmung« in Trutz sich auch als
66
67
68
69
70
Eine spätere Stelle im Roman macht deutlich, dass die Erzählergegenwart nicht (dem Ende von)
diesem Zeitraum gleichzusetzen ist, sondern frühestens in der Zeit nach 2013 zu bestimmen ist;
siehe S. 317 des Romans.
Jäggi: Die Rahmenerzählung, S. 58.
Nelles: Frameworks, S. 139–40; Genette: Die Erzählung, S. 147f.
Gerrit Stratmann: Rahmenerzählungen der Moderne. Situation und Gestaltung einer Erzählform
zwischen 1883 und 1928, Marburg: Tectum 2000. S. 26.
Tilman Köppe: Erzählte Selbstrepräsentation im modernen Roman, Berlin: de Gruyter 2016.
S. 80–81.
237
238
Richard Slipp: Gedächtnis und Erzählen
Autor der Diegese identifiziert und eine »Schilderung der wahren oder erfundenen Umstände der Niederschrift«71 liefert, wäre wohl eine weniger enge Charakterisierung des
Anfangskapitels nach Genette als »fiktionales Vorwort«.72
Doch geht es hier nicht darum, sich auf eine endgültige Zuordnung des Erzähleingangs in eine bestimmte Textsorte festzulegen, geschweige denn zwischen konkurrierenden Definitionsansätzen zu schlichten oder eigene Definitionen aufzustellen. Vielmehr wird es für hilfreich und interpretatorisch ergiebig gehalten, bei der Analyse von
Trutz einige häufig identifizierte Merkmale und Funktionen von Rahmenerzählungen,
Herausgeberfiktionen oder fiktionalen Vorworten im Blick zu behalten – ohne dass dabei an gut begründeten Einschränkungen der Anwendung solcher Kategorien auf diesen
Fall vorbeigesehen wird.
Anlass zur vorläufigen, bedingten Übernahme des Rahmen-Begriffs bietet Trutz in
mehrfacher Hinsicht. Erstens ist die Rahmenform durch die bloße strukturelle Situierung der in der Vergangenheit spielenden Haupthandlung des Romans als Geschichte
innerhalb einer Geschichte nahegelegt. Zweitens, insofern sich das Erzählte in der Diegese anscheinend (oder scheinbar?) auf ausführlichen Gesprächen mit dem Protagonisten auf der extradiegetischen Ebene beruht, kommt »eine mündliche Erzählsituation« –
ein weiteres Abgrenzungsmerkmal Jäggis für Rahmenerzählungen73 – explizit zustande,
und das kurz vor Ende der Eröffnungssequenz, d.h. just an der Grenze zwischen (postulierter) Rahmen- und Binnenerzählung: »›So‹, sagte Maykl Trutz, ›fangen wir an. Ich will
nicht bis in die Antike zurückgehen, vorerst nicht. Ich fange mit meinem Vater an‹« (T 18).
Folglich und drittens scheint aufgrund der Inszenierung der Binnenhandlung als keine
vom Erzähler erfundene, sondern als eine gefundene Geschichte eine Anwendung – mit
wesentlichen Vorbehalten – der Kategorie der Herausgeberfiktion angebracht.
Besonders der letzte Punkt bedarf weiterer Erläuterung. Wenn auch der Erzähler in
Trutz ja keinen fertigen Text, kein Manuskript vorfindet, stellt er ganz deutlich die langen Monologe Maykl Trutzʼ als die direkte Vorlage für die in der Folge eingebettete Erzählung hin. Insofern könnte man hier auch von einer von Jeffrey Williams postulierten
Subkategorie von Erzählrahmen sprechen, nämlich vom »interview preface, which casts an
oral rather than written source and therefore a dramatic scenario rather than an account
of scholarly research.«74 Der Erzähler stellt das Szenarium wie folgt dar: »Ich besuchte
Maykl Trutz acht Mal. Bei jedem Besuch sprach er vier Stunden, um dann plötzlich und
ohne auf die Uhr zu schauen seinen Bericht abzubrechen, da er erschöpft sei und verbraucht, und mich rasch zu verabschieden« (T 18). Außerdem impliziert der Erzähler eine
wortwörtliche Treue seiner Rekonstruktion von Trutzʼ Lebenserinnerungen, indem er –
seinen Gesprächspartner anredend aber wohl gleichermaßen Leser*innen zugewandt –
unübersehbar signalisiert, sich dabei keinesfalls nur auf sein eigenes Gedächtnis oder
Notizen zu verlassen:
71
72
73
74
Genette: Paratexte, S. 166.
Ebd., S. 190.
Jäggi: Die Rahmenerzählung, S. 62.
Williams: Theory and the Novel, S. 121 (Hervorhebung im Original).
8. Ein Jahr, zwei »Jahrhundertromane«: Glückskind mit Vater und Trutz
»Er redete vier Stunden ohne Unterlass, ich hörte ihm zunehmend gebannt zu und
schrieb in Stichpunkten mit, was er sagte. […] Ich fragte, ob ich ein kleines Aufzeichnungsgerät mitbringen dürfe, einen Rekorder, ich hätte nicht sein fabelhaftes
Gedächtnis und beim Mitschreiben entgehe mir vieles.« (T 18)
Die Zentralität der aus diesen Treffen resultierenden Aufnahmen für die geplante Veröffentlichung des Erzählers wird nochmals betont, als er an seinen Recherchen in den
Archiven zu verzweifeln droht:
»Die Suche war mühsam, zweimal unterbrach ich die Arbeit und war schon fast entschlossen, sie für immer einzustellen. Doch bei der Durchsicht meiner Gesprächsnotizen und einem wiederholten Anhören der Tonaufzeichnungen von Maykl Trutz wurde
ich wieder verführt weiterzumachen.« (T 19)
Indem der Erzähler in den oben zitierten und in weiteren Textstellen immer wieder das
lückenlose Gedächtnis des älteren Herrn sowie die Kohärenz seiner Ausführungen unterstreicht, scheint er den Wahrheitsgehalt des Überlieferten versichern zu wollen; dies
gipfelt im folgenden expliziten Plädoyer für die Glaubwürdigkeit seines Protagonisten:
»Meine Zweifel gegenüber Trutz, die anfängliche Vermutung, es bei ihm mit einem
jener Verwirrten zu tun zu haben, die eine fixe Idee beherrschte, die unter Zwangsvorstellungen litten und Verschwörungstheorien nachjagten, hatten sich bei meinem
allerersten Besuch in Luft aufgelöst, dieser Mann hatte mein volles Vertrauen.« (Ebd.)
Wie Andreas Jäggi konstatiert, werden »Unter den Wirkungsaspekten der Rahmenform
[…] am häufigsten die Beglaubigungsfunktion, die Möglichkeit der Lesersteuerung
durch Kommentare der Rahmenerzähler und die distanzierende Wirkung der Rahmen
genannt«.75 Dass der Prolog von Trutz eindeutig auf den erstgenannten Aspekt abzielt,
konnte soeben gezeigt werden. Aber auch eine Distanzierungsgeste lässt sich in den
Bemühungen des Erzählers erkennen, seine eigene Rolle herunterzuspielen und Maykl
Trutz quasi als Urheber des Erzählten zu etablieren. Diese doppelte Funktion ist keineswegs widersprüchlich, sondern dient der anfänglichen Objektivitätsillusion und
entspricht der von Hein (bzw. seinen Erzählern) konsequent eingenommenen Haltung
als »Chronist ohne Botschaft«. Durch die wiederholte Betonung des Desinteresses des
Erzählers an seinem späteren Erzählstoff, die Zufälligkeit des Treffens mit Maykl Trutz
und somit die Inszenierung der Genese der Binnenhandlung als keine vom Erzähler
erfundene, sondern als eine gefundene Geschichte, scheint dem Leser das angeboten
zu werden, was Arata Takeda in Anlehnung an Lejeunes »pacte autobiographique« und
»pacte romanesque« einen »editorischen Pakt« nennt; dieser »stützt sich auf die NichtIdentität zwischen Herausgeber und Urheber der Materialien«.76 Mit anderen Worten: Die Rahmenerzählung lässt sich – zumindest vorläufig – als Herausgeberfiktion
charakterisieren.
75
76
Jäggi: Die Rahmenerzählung, S. 58.
Arata Takeda: Die Erfindung des Anderen. Zur Genese des fiktionalen Herausgebers im Briefroman
des 18. Jahrhunderts, Würzburg: Königshausen und Neumann 2008, S. 35–36.
239
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Richard Slipp: Gedächtnis und Erzählen
Und doch wird die »Binnenerzählung« von Trutz dann eben nicht von einem diegetischen Erzähler, nicht von dem sich erinnernden Protagonisten Maykl, sondern vom heterodiegetischen Erzähler erzählt, der zunehmend auktoriale Züge annimmt (was unten in
seinen vielen Konsequenzen zu besprechen sein wird). Also wäre wohl »fiktionales Vorwort« eine passendere Bezeichnung für diese Rahmung, wobei, wie bereits angemerkt,
ihre Fiktionalität in Rezensionen nicht selten übergangen wird – ja, einige übertragen
sogar die vermeintliche Faktualität der Rahmung auf die Binnenhandlung. Wenn in der
vorliegenden Studie zwar eine mangelnde Fiktionskompetenz (z.B. die Gleichsetzung
von Erzähler und Autor) in manchen Kritikeraussagen moniert wird, ist die Tendenz, zumindest den Prolog von Trutz als faktuales Erzählen zu betrachten, vielleicht nicht allein
etwa der Naivität zuzuschreiben, sondern ist ein Wirkungspotenzial, das der Rahmenform innewohnt. Um diese womöglich naheliegende, faktuale Lesart zu erklären, identifiziert Werner Wolf als eines der grundlegenden Merkmale vertrauter Rahmungen ihre
Zuverlässigkeit:
»Familiar framings are reliable. […] This also means, in the prototypical case of a preface (although in literature there are many deviations), that such framings are read, at
least as a default option, as non-fictional. In a similar way we expect a picture frame
[…] to be solid and substantial and not a ›fictional‹, painted frame.«77
Diese Wirkung wird verstärkt durch die Möglichkeit, so eine vorangestellte Erzählsequenz quasi als Paratext und somit nicht als integralen Teil des »eigentlichen« Textes,
d.h. des Romans, zu betrachten. Am Beispiel eines Romans aus dem neunzehnten
Jahrhundert stellt Wolf ein weiteres Merkmal von »familiar framings« fest, nämlich
dass sie auf einer diskreten, meistens höheren ontologischen Ebene situiert sind: »As
a paratext, it is not only set off typographically from the main text but is also located
on the superior level of the author who speaks of herself in the first person (as opposed
to the following third-person narrative)«.78 Nun wird der Prolog in Trutz zwar nicht
vom übrigen Text typographisch unterschieden, doch er setzt sich davon in anderen
Hinsichten ab: Anders als die in drei Teile und insgesamt 31 Kapitel aufgeteilte Haupthandlung des Romans steht die Rahmung unter keiner Überschrift; außerdem folgt auf
diese Sequenz eine leere Textseite und dann ein Zwischentitelblatt (»Erster Teil«). Die
Rahmung von Trutz als Paratext lesen zu wollen, erfordert allerdings ein entschlossenes
Hinwegsehen über die Tatsache, dass diesem fiktionalen Vorwort zwei Titelblätter und
die Genrebezeichnung »Roman« vorausgehen.
Indem textuelle Merkmale die Erwartung einer »klassischen« Rahmenerzählung
oder gar einer Herausgeberfiktion erwecken, diese Erwartung jedoch letztlich nicht
erfüllt wird, lässt sich eine weitere, im Falle von Trutz noch wesentlichere Funktion
von solchen Rahmungsstrategien erkennen: nämlich um ein absichtliches Spiel mit der
Grenze zwischen Fakt und Fiktion zu treiben. Dass z.B. Herausgeberfiktionen diese
Wirkungsmöglichkeit schon immer besessen haben, stellen Lahn und Meister klar:
»Erzähltexte dieses Typus wollen – meist zur Verwirrung der Leser – bewusst zwischen
77
78
Wolf: »Defamiliarized Initial Framings in Fiction«, S. 299 (Hervorhebung im Original).
Ebd., S. 302.
8. Ein Jahr, zwei »Jahrhundertromane«: Glückskind mit Vater und Trutz
realer und fiktionaler Wirklichkeit oszillieren«,79 und Schaffrick und Willand sekundieren: »Insgesamt scheint sich die Produktion von Ambivalenzen durch den fiktiven
Herausgeber als Teil des angesprochenen Verwirrspiels bis heute wenig verändert zu
haben.«80 Nur macht Hein mit seinem Bruch der Konvention, d.h. seiner Nicht-Erfüllung der erwarteten Erzählsituation in der eingebetteten Erzählung, das reflexive Spiel
womöglich noch transparenter.
Dass so eine Variation dieser altbewährten Kunstgriffe, wie sie hier in Trutz vorliegt,
im einundzwanzigsten Jahrhundert immer noch für Verwirrung zu sorgen vermag, mag
Frank Zipfel zwar bezweifeln:
»Seit den Anfängen des modernen Romans wird zuweilen im Paratext (oft im Vorwort) die Behauptung aufgestellt, daß die Erzählung nicht als ein vom Herausgeber
verfaßter Text, sondern als Aufzeichnungen einer anderen Person zu verstehen ist. […]
Allerdings ist fraglich, ob Leser sich durch solche Manöver (noch) täuschen lassen.«81
Doch widersprechen nicht nur die bereits zitierten Rezensent*innen, die einen wahren
Hintergrund des Romans vermuten, sondern auch die Einstiegsbemerkung des ZDFKulturredakteurs Matthias Hügle in seinem Interview mit Christoph Hein auf der Leipziger Buchmesse, in der er die fiktive Rahmenhandlung mit der wirklichen Entstehungsgeschichte des Romans verwechselt zu haben scheint: »Sie kamen auf eine ganz interessante Weise zu diesem Thema, nämlich über Umwege. Erzählen Sie bitte kurz wie das
kam«.82 Die Antwort des Autors darauf – oder vielmehr: seine höfliche Berichtigung, was
die Prämisse der Fragestellung betrifft – ist ungewöhnlich deutlich und wirkt entgegen
den meisten sonstigen, einen Wahrheitsanspruch untermauernden textexternen Äußerungen des Schriftstellers:
»Das ist der Beginn des Romans, ich kann das erzählen, aber ich will darauf hinweisen:
davor steht das Wort ›Roman‹, also auch der Beginn ist eine Erfindung, sage ich Ihnen gleich. Also es beginnt damit, dass der Erzähler einen Mann kennenlernt am Ende
seines Lebens, der dann den Roman ihm erzählt […]«83
In einem weiteren Gespräch auf derselben Veranstaltung hat Hein diesen Einsatz eines
Erzählrahmens im Dienste der Authentizitätsillusion nicht nur noch expliziter thematisiert, sondern ihn auch in den Kontext einer in seiner Prosa immer wiederkehrenden
Erzählstrategie gesetzt:
»[…] das ist ein Trick, um etwas zu erreichen, was im achtzehnten Jahrhundert noch
ganz leicht möglich war. Im achtzehnten Jahrhundert konnte man, damit die Bücher
79
80
81
82
83
Lahn/Meister: Einführung in die Erzähltextanalyse, S. 100.
Matthias Schaffrick und Marcus Willand (Hg.): Theorien und Praktiken der Autorschaft, Berlin: de
Gruyter 2014, S. 74; Hervorhebung im Original.
Zipfel: Fiktion, Fiktivität, Fiktionalität, S. 135.
ZDF, »Das blaue Sofa«.
Ebd. (Hervorhung R.S.); dass allerdings der Mann, den der Erzähler kennenlernt, also Maykl Trutz,
den Roman eben nicht erzählt – zumindest nicht in Gänze –, wird in der Folge gezeigt.
241
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Richard Slipp: Gedächtnis und Erzählen
sich gut verkaufen, darüber schreiben ›Eine wahre Geschichte‹. Das geht heute nicht
mehr, das glauben die Leute nicht mehr, also muss ich andere Tricks machen, indem
ich zum Beispiel… in einem Roman84 habe ich eine Widmung reingeschrieben ›für‹
und dann den Namen der Hauptheldin hingeschrieben, sodass man glaubt, der ist
der Hauptheldin gewidmet, [lachend:] alles erstunken und erlogen – nein, also habe
ich eigentlich immer kleine Sachen, um den Punkt, dass es eine wahre Geschichte ist,
auf eine andere Weise dem Leser zu vermitteln.«85
Übrigens scheint die Skepsis Heins, was die Wirkung einer nachdrücklichen Wahrheitsbeteuerung am Anfang eines Texts betrifft, unangebracht, denn nichts anderes als das
hat er mit der umgekehrten Fiktionalitätsklausel in Glückskind mit Vater 86 eingesetzt, und
diese wird keinesfalls von allen Lesenden als »Trick« durchschaut, wie im obigen Abschnitt dargelegt wurde.
Man muss sich aber nicht auf Werk-Informationen epitextueller Art,87 also die
öffentlichen Äußerungen des Autors zu seinem Text, verlassen, um den fiktionalen Charakter der Rahmenerzählung von Trutz zu belegen; auch eine nochmalige Betrachtung
einiger Handlungselemente könnte sich als ergiebig erweisen. Zum Beispiel werden
die erwähnten Recherchen des Erzählers zum Tod eines Terroristen mitnichten nur als
einen beliebigen und an und für sich unwichtigen Anlass für den Besuch in der Bundesstiftung dargestellt, sondern es werden diesem Themenkomplex, d.h. dem tödlichen
Schusswechsel zwischen Sicherheitsbeamten und dem gesuchten Terroristen sowie
den anschließenden Untersuchungen und Prozessen, bereits ab dem dritten Absatz des
Buches eineinhalb Textseiten (T 7–9) gewidmet – viel mehr als notwendig wäre, um etwa
lediglich den Entstehungszeitpunkt des neuen Romans anzudeuten,88 oder bloß um ein
»selbstreferentielle[s] Spiel«,89 bei dem sich der reale Autor Hein hinter dem Erzähler
sichtbar mache, zu treiben. Vor allem geht es in den Passagen, die dieses andere Projekt
des Erzählers betreffen, um die mangelnde Hilfsbereitschaft, die ihm bei seinem Gang
durch die Archive begegnet:
»Die ältere Archivarin, mit der ich sprach und der ich um den Bart ging, von dem tatsächlich etwas zu sehen war, meinte, ich würde ohne eine Genehmigung keine Einsicht bekommen, selbst wenn ich der Bundeskanzler wäre, auch bei dem hätte entweder der Bundestag oder der Generalbundesanwalt zuzustimmen.« (T 16)
Der Erzähler beschreibt wenige Seiten darauf, wie sich die heimischen Behörden nun in
der (für die BRD wohl weniger politisch brisanten) Causa Trutz/Gejm viel entgegenkommender zeigen: »Für diesen Fall gab es in den deutschen Archiven keinerlei Beschrän-
84
85
86
87
88
89
Gemeint ist Frau Paula Trousseau; siehe oben, Kapitel 7.4.
Grandits: »Interview mit Christoph Hein«.
»Der hier erzählten Geschichte liegen authentische Vorkommnisse zugrunde, die Personen der Handlung
sind nicht frei erfunden«. Siehe oben, Kapitel 8.2.2.
Vgl. Zipfel: »Fiktionssignale«, S. 103.
Wie es Judith von Sternburg aus diesem intertextuellen Verweis schließt; Sternburg: »Ins Langzeitgedächtnis damit«.
Bielefeld: »Lesestoff. Christoph Hein: Trutz«.
8. Ein Jahr, zwei »Jahrhundertromane«: Glückskind mit Vater und Trutz
kungen, ich bekam alles, um was ich bat« (T 19). Allerdings stößt der Erzähler jetzt beim
erhofften Zugang zu Akten in den russischen Archiven auf Widerstände. So wird in der
Rahmenhandlung nicht nur (zumindest gemutmaßte) übermäßige staatliche Gewalt,
sondern auch und vor allem das nachfolgende offizielle Sich-nicht-erinnern-wollen bzw.
Nicht-erinnert-werden-wollen thematisiert, das sich dann als ein zentrales Thema in der
Haupthandlung von Trutz offenbart. Im dritten Teil des Romans, als Maykl Trutz als Forscher am Zentralarchiv in Potsdam arbeitet, bringt es sein Vorgesetzter Schmid auf den
Punkt: »Der Sieger der Geschichte schreibt die Geschichte. Die Archive sollen nicht die
Wahrheit liefern, sondern die dazu passende Wahrheit« (T 416).
Indem der Erzähler gleich zum Auftakt an einen unrühmlichen Vorfall aus der jüngeren deutschen Geschichte, genauer: die womöglich außergerichtliche Exekution eines
Flüchtigen und den daraus resultierenden Justiz- und Medienskandal, erinnert, bewirkt
er, dass Leser*innen bei ihrer Lektüre über das Schicksal zweier Familien unter Diktaturen des zwanzigsten Jahrhunderts auch vom Bewusstsein des Weiterbestehens demokratischer und bürgerrechtlicher Defizite in der frisch vereinigten Bundesrepublik begleitet werden. Wie soeben angedeutet, wird auch, ohne dass falsche Gleichsetzungen
betrieben werden, eine Parallele gezogen, was die staatliche Vergessenheits- und Verdrängungspolitik »damals« und heute, »dort« und hier anbelangt. Der systemübergreifende Charakter dieses Phänomens wird an einer späteren Stelle im Roman unterstrichen, als Maykl Trutz, der kurz davor die NS-Vergangenheit eines SED-Funktionärs entdeckt hat, sich mit Simon Wiesenthal in Wien trifft, um über eine anvisierte Mitarbeit an
Wiesenthals Dokumentationszentrum zu sprechen; über seine derzeitigen Forschungsbedingungen bemerkt Maykl: »›In der DDR ist es schwierig. Es ist uns verboten…‹«, worauf der in Österreich tätige Wiesenthal ihm ins Wort fällt: »›Jaja, Freunde macht man sich
damit nicht, nur treue Feinde. Hier ist das auch kein Zuckerschlecken‹« (T 401–402).
In dieser thematischen Spiegelung auf den zwei Zeitebenen des Romans lassen sich
also weitere Wirkungspotenziale von Rahmenerzählungen erkennen, nämlich, mit Andreas Jäggi gesprochen, »die Möglichkeit der Lesersteuerung durch Kommentare der
Rahmenerzähler« wie auch »ästhetische Aspekte wie die der Kontrastwirkung oder das
Spiel mit Parallelhandlungen«.90 In ähnlichem Sinne attestiert Werner Wolf der Rahmenform sowohl ästhetische Funktionen als auch die Fähigkeit, als Rezeptionsvorgabe
oder Bezugsrahmen für die Deutung der eingebetteten Erzählung zu fungieren:
»The framings of frame stories can also contribute to the aesthetic unity of the text as
a whole (and thus fulfill yet another text-centred function) by other means, in particular by the establishment of thematic relationships between framing and framed texts,
which is also a way, albeit often a covert one, of coding relevant frames of reference.
[…] In substance, such coherence can exist in relationships of causality or explanation
(where the framing contains explanatory elements that are helpful for the reception
of the framed text), but they can also operate along the more general lines of similarities and contrasts.«91
90
91
Jäggi: Die Rahmenerzählung, S. 58.
Wolf: »Framing Borders in Frame Stories«, S. 197-8.
243
244
Richard Slipp: Gedächtnis und Erzählen
Der Einsatz eines Erzählrahmens lässt also das Gegenwärtige der Vergangenheit deutlich hervortreten; gleichzeitig wird suggeriert, dass es im Roman – bei aller Konkretheit
der geschichtlichen Bezüge – um tiefsitzende menschliche Denk- und Handlungsmuster im Verhältnis zwischen Gedächtnis und Macht, die nicht nur für eine einzelne historische Situation Gültigkeit besitzen.
Während also der Erzähler einerseits die Beliebigkeit und die eigene Passivität in seiner Begegnung und Beschäftigung mit dem Fall Trutz behauptet, macht andererseits die
Anspielung auf einen früheren Roman und dessen thematische Affinitäten mit dem aktuellen Roman die bewusste Erzählstrategie und somit die Konstruiertheit des Rahmens
erkennbar. Übrigens kann, wie unten an passender Stelle ausführlicher erörtert wird,
der intertextuelle Verweis an sich als Fiktionssignal gelten.
Letztendlich und spätestens zu Anfang der Binnenerzählung wird aber klar, dass es
sich bei der Rahmung von Trutz doch um keine Herausgeberfiktion handelt. Denn die
Binnenerzählung wird eben nicht von einem diegetischen Erzähler, nicht von dem sich
erinnernden Protagonisten Maykl, sondern vom heterodiegetischen Erzähler präsentiert, der zuweilen durchaus auktoriale Züge annimmt. Der Autor hätte seinem Erzähler
ein Manuskript zukommen lassen können oder er hätte das Treffen mit Maykl Trutz als
den Auslöser für dessen unvermittelte, d.h. von der Figur selbst erzählten Erinnerungen
darstellen können – so wird der jeweilige Erinnerungs- und Erzählakt in den Rahmenerzählungen von Frau Paula Trousseau (2007) und Glückskind mit Vater (2016) inszeniert.
Wenn mit Trutz so verfahren worden wäre, wäre aufgrund des angeblich fotografischen
Gedächtnisses des Protagonisten mit einem monoperspektivischen autobiographischen
Gedächtnisroman zu rechnen.92 Dass die durch die Vortäuschung einer Herausgeberfiktion erweckten Erwartungen jedoch nicht erfüllt werden, dass der Erzähler in der Binnenerzählung das Privileg des Selektierens, Ordnens, Kommentierens und nicht zuletzt
des Fabulierens für sich selbst vorbehält, kommt mehr als einem Spiel mit den Grenzen
zwischen Fakt und Fiktion gleich, sondern hat Konsequenzen für die erinnerungstheoretische Positionierung des Romans.
8.3.3. Fiktionalität (II): Auktoriales Erzählen, weitere Authentisierungsstrategien
und deren gleichzeitigen Destabilisierung
Trutz ist, wie oben bereits erwähnt, Heins bislang einziges Prosawerk von Buchlänge, das
von einem heterodiegetischen persönlichen Erzähler93 erzählt wird. Mit anderen Worten: Der Erzähler erzählt in der dritten Person und ist nicht Teil der eigentlichen Diegese (d.h. der Haupthandlung um die Familien Gejm und Trutz); er ist aber zugleich keine
entkörperlichte (und somit auch keine übermenschliche) Erzählinstanz, sondern er tritt
als lebende Figur in der extradiegetischen Rahmung auf. Die Rahmung soll scheinbar
erklären, wie der Erzähler zu dem Romanstoff kam, und soll obendrein, indem auf das
eidetische Gedächtnis des sich erinnernden, quasi miterzählenden Maykl Trutz und die
92
93
Vgl. Neumann: Erinnerung – Identität – Narration, S. 210f.
Stanzel: Theorie des Erzählens, S 24f. Zu der relativ gleichmäßigen Verteilung in Heins übrigen
Werken zwischen homodiegetischen Ich-Erzählern und personalen Erzählsituationen (bzw. interner Fokalisierung), siehe oben.
8. Ein Jahr, zwei »Jahrhundertromane«: Glückskind mit Vater und Trutz
aufwendigen Archivbesuche des Erzählers verwiesen wird, für die Authentizität und Zuverlässigkeit der geschilderten Ereignisse bürgen.
Die naheliegende Frage, die sich aus dieser fiktiven Genese des Romans ergibt, ist
epistemischer Natur, nämlich: Was kann der Erzähler – den berichteten Umständen
seines Bekanntwerdens mit dem Stoff entsprechend – tatsächlich wissen? Oder genauer: Welche Arten von Informationen kann er plausiblerweise bei seinen Gesprächen
mit Trutz und seinen Archivrecherchen erfahren haben? Lesende dürften vielleicht
erwarten, dass in der Binnenerzählung eine personale Erzählsituation vorherrschen,
dass weitgehend aus der Perspektive des Protagonisten Maykl Trutz, der vorgeblichen
Hauptquelle der Geschichte, erzählt werde, womöglich angereichert und untermauert
mit historischen Hintergrunddetails, also mit den aus den Akten gewonnenen Erkenntnissen. Doch schon eine kursorische Betrachtung des Erzählten lässt durchblicken,
dass – trotz des bescheidenen Auftretens des Erzählers, trotz allen Herunterspielens
der eigenen Rolle auf die einer neutralen Vermittlungsinstanz – die dargebotenen
Schilderungen »in vielerlei Hinsicht die Menge und die Art der für einen realen Erzähler verfügbaren Informationen übersteigen«, um mit Frank Zipfel zu sprechen.94
Außerdem, indem der Erzähler entgegen den in der Rahmung sich selbst gesetzten
Beschränkungen einen allwissenden, auktorialen Gestus annimmt und immer wieder
mit bewertenden und metanarrativen Kommentaren in den Vordergrund tritt, zeigt er
sich als »Herr des Erzählens«,95 also als der, der allein für das Selektieren, Ordnen und
Vervollständigen, wenn nicht gar für das Erfinden der Handlungselemente zuständig
ist.
Die Nichtdeckungsgleichheit des Erzählten mit den Erinnerungen des Protagonisten Maykl Trutz wird schon aufgrund der bloßen Tatsache etabliert, dass es über den
ersten Teil des Romans hinaus, d.h. in etwa den ersten zweihundert Seiten, von Ereignissen handelt, die sich vor Maykls Geburt zutragen. Da der jüngere Trutz schon als Kleinkind seinen Vater zum letzten Mal sieht und im Alter von neun Jahren seine Mutter verliert, muss auch als unwahrscheinlich gelten, dass ihm zu irgendeinem Zeitpunkt von
der Heimat Rainers, dessen Junggesellentagen oder dem Eheleben seiner Eltern aus erster Hand berichtet wurde. Doch auch von der Sicht der Hauptfigur dieses Abschnitts,
Rainer Trutz, ist die Erzählperspektive weitgehend abgekoppelt. Die besonders in den
ersten Kapiteln dominierende Null-Fokalisierung lässt sich bereits in den ersten zwei
Absätzen der Binnenerzählung erkennen, in denen in eines Theodor Fontanes würdiger
Vogelperspektive wie auch Satzlänge Ausgangsschauplatz und -situation des Protagonisten geschildert werden:
»Rainer Trutz, Maykls Vater, hatte als Neunzehnjähriger sein Heimatdorf Busow
verlassen, eine kleine Siedlung an der Bahnstrecke, die von Ducherow und Kamp
über eine eingleisige, handbetriebene Drehbrücke nach Swinemünde führte, und war
nach Berlin gegangen, da der väterliche Bauernhof seinem zwei Jahre älteren Bruder
Frieder übereignet worden war und ihm der Sinn nicht danach stand, sein Leben
mit Feldarbeit und Viehzucht zu verbringen. In seinem Dorf und in der weiteren
94
95
Zipfel: »Fiktionssignale«, S. 112.
Vgl. Scheffel: Formen selbstreflexiven Erzählens, S. 60.
245
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Richard Slipp: Gedächtnis und Erzählen
Umgebung gab es keine Arbeit, die ihn lockte, zumal in der gesamten nördlichen
Region die Arbeitslosigkeit höher war als im restlichen Deutschen Reich.
Das einzig größere Bauprojekt in diesem deutschen Randbezirk war ein in Planung
befindliches Brückenbauwerk, eine zweigleisige Hubbrücke nach dem Vorbild der
Marstallbrücke, die aber anders als die Lübecker Konstruktion nicht dem Autoverkehr
und den Fußgängern dienen, sondern ausschließlich Zügen der Reichsbahn vorbehalten sein sollte. Die neue Brücke war seit längerer Zeit ein beständiges Thema der
regionalen Zeitung, die Bevölkerung beteiligte sich mit teilweise deftigen Leserbriefen lebhaft an der Diskussion, die einen erwarteten von der Brücke Arbeitsplätze und
eine steigende Zahl von Feriengästen, andere befürchteten, das Bauwerk würde die
Küstenlandschaft verschandeln und ein in schwindelerregender Höhe dahinrasender
D-Zug sei eine fortwährende Gefahr für Leib und Leben nicht allein der Reisenden,
sondern auch der unter der Bahnstrecke ansässigen Mitbürger.« (T 25)
Wenn auch Befindlichkeiten des Protagonisten hier wiedergegeben werden, ist die
Wahrnehmung ganz offensichtlich nicht an ihn gebunden, da auch von der geographischen und wirtschaftlichen Lage der Gegend sowie weit ausholend von einem
umstrittenen Großbauprojekt erzählt wird, wobei der Vergleich mit einem Bau im über
200 Kilometer entfernten Lübeck gemacht wird. Dies alles übersteigt mit Sicherheit den
Wissensstand eines Bauernjungen, der, wie man der Exposition entnehmen kann, in
seinem bisherigen Leben selten über Anklam hinaus gekommen war. Dass der Erzähler
außerdem Zugang zu den Gedanken und Gefühlen weiterer Figuren hat, bei der Innensicht jedoch nicht verharrt, zeigt sich an früher Stelle in der Beschreibung von Rainers
Außenseitertum innerhalb der eigenen Familie:
»Sich mit einem Buch zurückzuziehen galt als Faulenzerei und wurde gerüffelt, selbst
die erforderliche Lektüre für die Schule und das Lernen der englischen und französischen Vokabeln wurde daheim ungern gesehen. Da sein älterer Bruder bereits nach der
achten Klasse von der Schule abgegangen war und keinerlei Interesse an Büchern oder
Musik aufbrachte, sondern von früh an sich auf dem Hof nützlich machte und dem
Vater zur Seite stand, wirkten Rainers Vorlieben für Literatur und die Künste auf seine
Eltern besonders befremdlich, ihr jüngerer Sohn war in ihren Augen lebensuntauglich. […]
Den Eltern wie seinem Bruder schienen alle Berufswünsche von Rainer nur Tagträumereien eines Menschen zu sein, der der Arbeit aus dem Wege zu gehen suchte und seine
Zeit stattdessen mit Büchern verbringen wollte. Rainer entschied sich daraufhin, das
Elternhaus zu verlassen und für immer nach Berlin zu gehen.« (T 26–27, Hervorhebung
R.S.)
Die olympische Sicht wechselt sich dann zunehmend mit einer internen Fokalisierung
durch die Figur Rainer, wie es am Ende des ersten Kapitels am Einsatz von erlebter Rede
zu erkennen ist; kurz nach seiner Ankunft in Berlin fällt Rainer Trutz dem Schwindel
eines unseriösen Arbeitgebers zum Opfer und überlegt sich dann seine Alternativen:
»Nein, ins Dorf zurückzugehen, das kam für ihn nicht in Frage, und wenn Berlin und
die deutschen Großstädte in verschmähten, würde er nach Amerika auswandern, nach
New York, um dort sein Glück zu machen. Er könnte als Schiffsjunge oder Küchenkraft
auf einem Überseedampfer anheuern, und in Amerika würde es ihm irgendwie gelin-
8. Ein Jahr, zwei »Jahrhundertromane«: Glückskind mit Vater und Trutz
gen, unbemerkt von Bord zu kommen und, legal oder illegal, amerikanischen Boden
zu betreten. […] So oder so, er würde es schaffen, er würde in einer großen deutschen
Stadt oder im Ausland seinen Weg finden, und dann würden seine Eltern und der Bruder eine bunte Ansichtskarte von ihm bekommen, über die sie nur staunen konnten.«
(T 34–35)
Solche Passagen sind aber übersichtlich in Zahl und Umfang, und scheinen für krisenhafte Augenblicke im Leben des Protagonisten vorbehalten zu sein. Ein ähnlicher Übergang in erlebte Rede befindet sich etwas später, am Anfang des zweiten Teils des Romans,
als der gerade im Moskauer Exil angekommene Rainer sich noch einmal über seine Zukunftsperspektiven – diesmal allerdings deutlich weniger optimistisch – sinniert:
»Dann ging er, tief in Gedanken versunken, weiter bis zum Troitzki-Tor. Er würde an
der Metro mitarbeiten, nach der Schicht nachmittags oder nachts todmüde ins Bett
fallen, unfähig, noch irgendetwas zu tun, das Schreiben wäre für ihn vorbei. In sieben Monaten hätte er ein Kind, für das er sorgen müsste, mit dem zusammen er in
ihrem einzigen Zimmer leben würde, so dass er keinen Moment Ruhe und Muße zum
Nachdenken oder gar Schreiben finden würde.« (T 167)
Auch ist Rainer nicht die einzige Figur, in deren Innenleben in Passagen interner Fokalisierung Einblick gewährt wird; im Laufe des Romans rücken streckenweise auch
Gudrun, vor allem wenn von ihrem Arbeitsalltag in der Süßwarenfabrik berichtet wird
(z.B. ab S. 170), Waldemar Gejm (S. 229f.) und Maykl Trutz (im gesamten dritten Teil,
ab S. 379) stärker in den Fokus des Erzählens und fungieren gewissermaßen als Reflektorfiguren. So kann mit Genette von einer variablen internen Fokalisierung gesprochen
werden.96 Die Innenweltdarstellung, d.h. »der Einblick in die Psyche Dritter«, charakterisiert Frank Zipfel als eine »Besonderheit des sogenannten Erzählerwissens«, die
»sicherlich das am meisten besprochene Fiktionssignal« sei.97
Eine weitere Überschreitung des natürlich Wissbaren eines Erzählers – und ganz
konkret des Erzählers von Trutz, der immer wieder zu verstehen gibt, seine Informationen ausschließlich aus seinen Sitzungen mit Maykl Trutz und Archivakten bezogen
zu haben –, stellt die Wiedergabe von Gesprächen dar, an denen keine der Hauptprotagonisten teilgenommen haben können. Hierzu zählen nicht nur die Handlungen und
vertraulichen Unterredungen von Randfiguren (wie etwa die zwischen dem Rektor der
Moskauer Staatlichen Universität und dem Redakteur der Prawda auf S. 267–268), sondern auch die auf Russisch geführten und teils ausführlich mitgeteilten Dialoge,98 die
zwar in Anwesenheit von Rainer und Gudrun stattfinden, von denen sie jedoch nichts
oder nur wenig verstehen, da sie zum betreffenden Zeitpunkt in der Diegese der Sprache noch nicht mächtig sind (beispielsweise auf S. 184–196). Solche Informationen sind
für Zipfel »an sich schon transgressiv gegenüber dem, was ein realer Erzähler wissen
96
97
98
Genette: Die Erzählung, S. 121.
Zipfel: »Fiktionssignale«, S. 112.
Im Roman werden diese Diskussionen in Deutsch wiedergegeben; es wird aber explizit darauf
hingewiesen, dass Russisch gesprochen wird und dass das Ehepaar die Gespräche nicht verfolgen
kann.
247
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Richard Slipp: Gedächtnis und Erzählen
kann« und zählen somit zu den Beispielen »›übernatürliche[r]‹ Wissensfülle«.99 Wie der
Fiktionstheoretiker an anderer Stelle bemerkt, macht die Ausübung des auktorialen Privilegs der Allgegenwärtigkeit wie des der Innensicht die Fiktionalität der Erzählsituation
erkennbar: »Ein Erzähler, der ›nur‹ durch Wände sehen kann, gehört genauso in den Bereich der Fiktion wie einer, der in die Köpfe schauen kann«.100
Eine narratoriale bzw. auktoriale Perspektive kommt auch zum Vorschein in gelegentlichen, kurzen Prolepsen, die deutlich erkennen lassen, dass nicht etwa »in actu«,
d.h. im »Jetzt und Hier des erzählenden Geschehens«,101 sondern aus einer beträchtlichen zeitlichen Distanz rückblickend erzählt wird. Ein frühes Beispiel im Roman betrifft
den Zufall, dem Rainer seine Freundschaft mit einer Frau verdankt, die ihm und seiner
Frau in der Folge immer wieder behilflich sein sollte: »Rainer Trutz sagte noch Jahre später, in seinem Leben sei ihm nie etwas Besseres zugestoßen als der Zusammenstoß mit
Lilijas Auto« (T 38). In vielen dieser Fälle geht der zeitliche Parameter der Perspektive
einher mit dem ideologischen Parameter,102 denn nicht selten lässt der Erzähler zugleich
durchblicken, dass er ja, anders als die Figuren, weiß, wie die Geschichte weiter verläuft,
zum Beispiel später im Roman, als die nun vaterlose Familie Trutz in eine Arbeitssiedlung deportiert und dort in ihre neue Behausung eingewiesen wird: »Gudrun Trutz sollte
bis zu ihrem Tod in diesem Zimmer wohnen« (T 346); oder wenn vom Unfalltod Waldemar Gejms in einem Arbeitslager, das nur Monate später aufgelöst wurde, bitter ironisch
erzählt wird: »Tscheljabinsk erhielt nicht den Status Geschlossene Stadt und das Tscheljabinsker Besserungsarbeitslager ITL wurde im Oktober 1951 geschlossen, was Gejm jedoch nicht mehr erlebte« (T 364–365). So ein mit narratorialer zeitlicher Perspektive verbundener »freie[r] Umgang mit der Zeit«, diese Fähigkeit des Erzählers, »beliebig die
Zeitebenen [zu] wechseln und auch spätere Entwicklungen vorweg[zu]nehmen« – um
einige Formulierungen Wolf Schmids zu bedienen103 – dient gewiss nicht nur der Ironie und der Steuerung der Lesererwartungen, sondern auch dazu, den in der Geschichte vertieften Leser noch einmal daran zu erinnern, dass hier ein souveräner, ordnender
Erzähler am Werk ist.
Auch gibt es bewertende Erzählerkommentare, die zwar flüchtig aber dennoch unübersehbar sind und die besonders im Angesicht der sonstigen Seltenheit ihresgleichen
bei Christoph Hein auffallen. Dies kann sich, wie in der Schilderung des Gemütszustands Rainers und Gudruns, nachdem sie sich für die Auswanderung aus Deutschland
entscheiden, in Form eines subjektiven, vorausdeutenden Einschubs äußern:
»Obgleich sie gut gegessen hatten, deckten sie Tisch mit den Köstlichkeiten, öffneten
die Weinflasche und sprachen über eine Zukunft in einem fernen, ihnen unbekannten und sie beängstigenden Land. Sie erhofften viel, viel zu viel von dem neuen Land
und waren zugleich niedergeschlagen, da sie nicht wussten, wie man sie in Russland
99
100
101
102
Zipfel: »Fiktionssignale«, S. 112.
Zipfel: Fiktion, Fiktivität, Fiktionalität, S. 147.
Stanzel: Theorie des Erzählens, S. 278.
Schmid: Elemente der Narratologie, S. 123f.; »Ideologisch« ist hier nicht im engeren Sinne zu verstehen, sondern meint »das subjektive Verhältnis eines Beobachters zu einem Ereignis« im Allgemeinen (ebd.).
103 Schmid: Elemente der Narratologie, S. 137–138.
8. Ein Jahr, zwei »Jahrhundertromane«: Glückskind mit Vater und Trutz
aufnehmen würde, wovon sie leben sollten, da sie die Sprache nicht kannten, die kyrillische nicht lesen konnten und künftig vom Wohlwollen anderer Leute abhängig
sein würden.« (T 123, Hervorhebung R.S.)
Dieses »viel zu viel« ist zweifellos auf den Erzähler zurückzuführen, der, wie in den obigen Beispielen, sein Wissen um den Ausgang des Erzählten andeutet. Als weitere Erzählerwertung, wenn sie sich auch hinter Figurenrede versteckt, könnte die dramatische
Ironie eingestuft werden, die an Stellen wie der folgenden erzeugt wird: »Mein Gott, Rainer, was sind wir für Glückspilze!« (T 143); dass mit ihrer Flucht aus Berlin nach Moskau
das Paar nur vom Regen in die Traufe kommen wird, ahnen Leser*innen bereits an diesem Punkt in der Erzählung gewiss schon längst.
Auf eine weitere Spur des bewertend kommentierenden Erzählers sei hier noch hingewiesen. Lilija Simonaitis erfährt – aus zweiter Hand – vom Verbot antifaschistischer
Filme, Bühnenstücke und Bücher, das im Zuge des Nichtangriffspaktes auf einer Sitzung
leitender sowjetischer Kulturfunktionäre bekanntgegeben wurde, und teilt dies Waldemar Gejm und Gudrun Trutz mit. Trotz ihrer eigenen Abwesenheit wird diese Sitzung
über mehrere Seiten relativ detailliert geschildert, und vor allem die durchaus bildhafte und subjektiv anmutende Beschreibung der Gestik und Mimik des präsidierenden
Volkskommissars ist wohl viel weniger Lilija als dem Erzähler zuzuschreiben:
»Der alte, müde Mann habe sich schwerfällig von seinem Sitz erhoben, mit dem trägen Blinzeln eines Krokodils über die versammelte Runde geschaut und dann, bevor
er in den Sitzungssaal der Volkskommissare zurückkehrte, mit heiserer Stimme gekrächzt: ›Sofort, Genossen, unverzüglich. Stalin erwartet es von uns, ich verlange es
von euch.‹« (T 287)
Ob nun auch die auffallende Ähnlichkeit zwischen der Wortwahl des Funktionärs (»Sofort, Genossen, unverzüglich«) bei der Verkündung des Inkrafttretens des Verbotes und
den Worten Günter Schabowskis im November 1989 als einen weiteren gewollten Eingriff des Erzählers, etwa als Thematisierung aktuellerer historischer Ereignisse, anzusehen ist, sei dahingestellt. Dass viele Leser*innen eines gewissen Alters an dieser Stelle –
noch dazu in einem Roman vom »DDR-Schriftsteller« Christoph Hein – unwillkürlich
an diese legendär gewordene Pressekonferenz denken müssen, ist jedenfalls leicht vorstellbar.
Eine letzte Bemerkung zur Offenlegung der Fiktionalität auf der »discours«-Ebene
gilt solchen Erzählerkommentaren, die vordergründig beglaubigend wirken sollen, die
aber bei näherer Betrachtung vielmehr die durchgehende Präsenz eines erfindenden Erzählers verraten. Repräsentativ hierfür sind Passagen, in denen etwa eine bestimmte
Ereignisabfolge mit einem Verweis auf die sorgfältigen Archivrecherchen des Erzählers
eingeleitet und belegt wird; zum Beispiel steht vor der Schilderung einer Episode in der
fortschreitenden Zersetzung von Waldemar Gejms Forschungsgruppe folgende Anmerkung:
»Zwei Monate später erlitt seine Arbeitsgruppe einen Verlust, der sie fast noch heftiger entsetzte. Nach den mittlerweile freigegebenen Akten der beiden Moskauer Ar-
249
250
Richard Slipp: Gedächtnis und Erzählen
meearchive ergab meine nachträgliche Rekonstruktion der Hintergründe dieses Ereignisses den folgenden Ablauf: […].« (T 236)
Während hier zwar eine Art Verbürgung der Wahrheit der Geschichte geleistet wird, gibt
der Erzähler seinen Lesenden in zweierlei Hinsicht Anlass zur Skepsis: Erstens, indem er
unter Gebrauch eines Possessivartikels stärker als sonst in den Vordergrund tritt und den
Akt des ordnenden und ergänzenden Erzählens (»meine nachträgliche Rekonstruktion«)
thematisiert, räumt der Erzähler einen gewissen Grad an Subjektivität oder gar Unzuverlässigkeit seiner Darstellung ein; zweitens stechen diese Erzählereinschübe aufgrund
ihrer unregelmäßigen Verteilung hervor, d.h. es wird vor und nach ihnen über Dutzende von Seiten hinweg andere Handlungsereignisse ohne solch demonstratives Anführen
von Quellen detailliert geschildert, was Leser*innen zu berechtigten Fragen nach dem
vom Erzähler implizierten Wahrheitsstatus dieser letzteren, unbelegten Ereignisse einlädt. Da dies uns aber allmählich weg von der Betrachtung der Fiktionalität auf der Ebene des Erzählens in Richtung Fiktivität auf der Ebene des Erzählten hinführt, wird im
nächsten Abschnitt auf Erzählerkommentare wie den oben zitierten noch einmal eingehender zurückzukommen sein.
8.3.4. Fiktivität der Ereignisse I: Der Erzähler als »Herr des Erzählten«
Neben den vielen Indizien für einen scheinbar allwissenden, Einblick in die Gedankenwelt aller Figuren gewährenden Erzähler lassen sich in Trutz auch zahlreiche Fiktionssignale auf der Ebene der »histoire« aufzeigen, d.h. erzählte Ereignisse und andere Elemente, die nach textexternen sowie -internen Kriterien als widersprüchlich, unwahrscheinlich oder gar unmöglich eingestuft werden müssen und die somit ihre eigene Fiktivität bloßlegen.
Schon bei den Hauptprotagonisten könnte argumentiert werden, dass ihr fiktiver
Status nicht etwa im Dienste eines Realitätseffekts kaschiert, sondern noch stärker in
den Vordergrund gerückt wird als es für andere Figuren im Roman und für Hein’sche
Figuren im Allgemeinen der Fall ist. Anders als etwa Nikolai Bucharin oder Simon Wiesenthal, die im Roman auch auftreten, sind Rainer Trutz und Waldemar Gejm sogenannte »native objects«104 der Geschichte, d.h. sie existierten in der realen Welt nicht.
Zudem könnte nach Zipfel schon der sprechende Name Trutz als ein Faktor gelten, der
die Fiktivität der Figur transparent macht: »Schließlich können Elemente, die in überdurchschnittlichem Maß unwahrscheinlich sind, als Fiktionssignale fungieren. Hierzu
gehören Namen, die ihre Träger in irgendeiner Weise charakterisieren, besonders wenn
sie gehäuft auftreten«.105 Auf Heins wiederholten Einsatz einer leicht erkennbaren »Nomen-est-omen«-Technik (z.B. Willenbrock, Haber, Stolzenburg) wurde in der vorliegenden Studie bereits hingewiesen; zur Namensgebung beim vorerst neuesten Beispiel sowie in seinem Schaffen generell machte Hein in einem Gespräch folgende Bemerkung:
104 Zu diesem vom amerikanischen Soziologen Talcott Parsons geprägten Begriff siehe Zipfel: Fiktion,
Fiktivität, Fiktionalität, S. 91–92. Für Figuren, die auf realen Personen beruhen, schlägt Parsons den
Begriff »immigrant objects« vor.
105 Zipfel: »Fiktionssignale«, S. 109.
8. Ein Jahr, zwei »Jahrhundertromane«: Glückskind mit Vater und Trutz
»Von Trutz kann man viel ableiten: Trotz oder trutzig. Mir sind die Namen enorm wichtig. Vorher kann ich gar nicht schreiben. Wenn ich merke, der Name einer Figur stimmt
nicht, habe ich schon ganze Kapitel wieder verworfen«.106 Auch ein intertextueller Verweis auf Grimmelshausens Trutz Simplex soll hier nicht unerwähnt bleiben.107
So dargestellt, könnte die Klassifizierung dieser Figuren als »fiktiv« als zu offensichtlich gelten, um der Rede wert zu sein. Da aber Trutz und Gejm als mal mehr, mal weniger prominente Akteure auf ihren jeweiligen Tätigkeitsfeldern dargestellt werden, und
da diese Tätigkeitsfelder sich in reale, zeitlich und räumlich verortbare Zusammenhänge
einordnen lassen – d.h. in die Literaturszene der Weimarer Republik bzw. die Moskauer
Intelligenz und Kulturelite der 1930er Jahre – sticht ihre Fiktivität viel deutlicher hervor,
als es bei Figuren, die etwa in einer unbenannten Süßwarenfabrik oder in einem Archiv
in der Provinz arbeiten, der Fall ist. Dass um 1930 in Berlin kein Schriftsteller mit dem
Namen »Trutz« lebte, steht fest. Aber auch, dass sich etwa eine reale Vorlage verschlüsselt hinter diesem fingierten Namen verstecken könnte, scheint ausgeschlossen zu sein;
dagegen spricht, dass die schriftstellerische Karriere der Figur Trutz und die Beschreibung seiner zwei Romane auffallende Ähnlichkeiten mit dem literarischen Werdegang
und den Werken solch prominenter Autoren wie Erich Kästner und Hans Fallada aufweisen. Aufgrund der Fiktivität der Hauptfigur müsste nach Rudolf Hallers Argumentation sogar das Berlin des Romans zu den »fiktiven Gegenständen« des Textes zugeordnet
werden, denn, wie er in einem von Fiktionstheoretikern oft angeführten Zitat klarstellt:
»Das London Sherlock Holmesʼ ist zwar dem realen London gleichartig, aber ist in der
von Doyle erfundenen Geschichte, strenggenommen, nur so benannt wie das tatsächliche London. […] Ein London, in dem Mr. Holmes in der Baker Street wohnt, existiert
nicht, sowenig wie das Haus, in dem er wohnt, die Straßen, in denen er geht usw.«108
Man muss allerdings nicht so weit gehen wie Haller, der alle Gegenstände quasi zu »native objects« oder rein fiktiven Gegenständen erklärt und eine Unterscheidung in fiktionalen Texten zwischen Erfundenem und Nicht-Erfundenem für nicht zulässig hält.
Weniger absolutistisch und wohl hilfreicher ist Thomas Pavels Vorschlag einer dritten
Kategorie, nämlich die der »surrogate objects«; für Zipfel besteht der Vorteil von Pavels
Modifizierung der Parsons’schen Theorie darin, dass man nun »zwischen native objects
(originär fiktiven Objekten), immigrant objects (aus der Realität übernommene Objekte)
106 Claudia von Duehren: »Christoph Hein: ›Mein Werk soll ja unterhalten‹«, in: Berliner Zeitung
vom 08.05.2017; http://www.bz-berlin.de/kultur/literatur/christoph-hein-mein-werk-soll-ja-unte
rhalten (06.09.2023).
107 Zu diesem Bezug äußerte sich der Autor selbst: »Ich wurde für Glückskind mit Vater ausgezeichnet –
der Nachfolgeroman, der ein Jahr später erschien, heißt Trutz, und da ist schon im Titel ein Bezug
auf Grimmelshausen. Ich habe auch im Text einen indirekten Bezug: Da Courasche als eine indirekte Antwort auf seinen alten Roman Simplicius Teutsch entstand, habe ich in Trutz einen Bezug
auf einen anderen Roman genommen, aus ähnlichen Gründen, um auf etwas hinzuweisen. Da gab
es also einen mehr als direkten Bezug zu Grimmelshausen«; Claudia Christophersen: »Christoph
Hein: ›Ich bin kein Prediger‹«, ndr.de 09.11.2017; http://web.archive.org/web/20171112090734/ww
w.ndr.de/kultur/Grimmelshausen-Preis-fuer-Christoph-Hein,journal1066.html (06.09.2023).
108 Rudolf Haller: Facta und Ficta. Studien zu ästhetischen Grundlagenfragen, Stuttgart: Philipp Reclam jun. 1986, S. 82; Hervorhebung im Original.
251
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Richard Slipp: Gedächtnis und Erzählen
und der Zwischenkategorie surrogate objects (aus der Realität entlehnte, jedoch signifikant abgewandelte Objekte) unterscheiden« könne.109 Im Falle des Schauplatzes des ersten Teiles von Trutz kann analog dem oben zitierten Beispiel Hallers – jedoch mit der
Kategorie der »surrogate objects« im Blick – argumentiert werden: Ein Berlin, in dem
ein Schriftsteller Rainer Trutz lebt oder gelebt hat, existiert nicht. Aber was noch stärker für eine Betrachtung des Handlungsortes als »surrogate object« spricht, ist, dass ein
Berlin (und erst recht das Berlin der Weimarer Republik), in dem die Schriftsteller Erich
Kästner und Hans Fallada nicht leben und wirken – denn dies ist die naheliegende Implikation, die sich aus der Existenz eines fiktiven Schriftstellers ergibt, dem zwei Bücher
zugeschrieben werden, die sich Hauptwerken dieser realen Autoren weitestgehend ähneln – nicht mit unserem (literatur-)geschichtlichen Wissen über die reale Stadt vereinbar ist. Auf die angedeuteten Parallelen zwischen Rainer Trutzʼ zwei Romanen und Veröffentlichungen Kästners und Falladas wird unten in dem Abschnitt zu Intertextualität
näher eingegangen.
Vor allem aber lässt die Schilderung der Deportation Rainer Trutzʼ nach Workuta,
die nach langen Fahrten in Zügen und auf der Ladefläche eines Lasters mit einem noch
entbehrungsreicheren und gefährlicheren Marsch endlich zum Ziel führt, wo ein gewaltsamer Tod bereits am ersten Tag auf den Protagonisten wartet, lässt schließlich –
trotz des durch eine Fülle an Details erzeugten Realitätseffekts – die eigene Fiktionalität durchscheinen. Diese Episode, die für viele (auch eher kritische) Rezensent*innen,
zu den stärksten des Romans zählt,110 erstreckt sich über fünfzehn Seiten und zeichnet
sich durch eine präzise Angabe der zeitlichen Verhältnisse und des jeweiligen Ortes aus,
anfangend mit der Abfahrt aus Moskau:
»Pünktlich um sechs Uhr verließ der Jaroslaw-Express den Kursker Bahnhof.
In Jaroslaw endete die Reise, die Gefangenen wurden von den Soldaten in einen Warteraum geführt, sechs Stunden später bestiegen sie einen weiteren Zug und vierzehn
Stunden später einen dritten, der sie bis zur Endstelle in Kotlas brachte.« (T 298)
Weitere Absätze beginnen mit orientierenden Informationen wie »Nach zwei Wochen
[…]« (T 299), »Zehn Tage später erreichten sie die Pechora […]« (T 300), oder »In der sechsten Woche ihrer Reise erreichten sie die Usa […]« (T 304), bis die Schilderung der Reise
wie folgt zu Ende geht: »Am siebzehnten November, dreiundfünfzig Tage nach der Abfahrt vom Kursker Bahnhof, erreichte die Gruppe ihren Bestimmungsort, das Lager Rudnik Eins« (T 305). Die Genauigkeit dieser Chronik wird durch einen erst gegen Ende des
Berichts eingeschobenen Hinweis des Erzählers auf seine Archivrecherchen erklärt und
bekräftigt: »Nach den Akten des seit 2004 zugänglichen Archivs ITL in Tscheljabinsk ergab sich nach der Fahrt über die Usa folgendes Bild für den weiteren Transport dieser
Gruppe: […]« (T 304).
109 Zipfel: Fiktion, Fiktivität, Fiktionalität, S. 97–98; Hervorhebung im Original.
110 Vgl. z.B. Albrecht: »Die Geschichte eines Jahrhunderts«; Schimmang: »Als Stalin selbst zur Feder
griff«; von Sternburg: »Ins Langzeitgedächtnis damit«; Carsten Otte: »Kein Klugscheißer, Mnemotechniker«.
8. Ein Jahr, zwei »Jahrhundertromane«: Glückskind mit Vater und Trutz
Relativiert wird allerdings der Authentizität beanspruchende Erzählstil durch den
Einsatz über Strecken von szenischer Darstellung; Gespräche zwischen Rainer, seinen
Mitdeportierten und ihren Wächtern werden hier in zitierter Rede unter fast komplettem Verzicht auf Erzählereinschübe wiedergegeben (T 301–303 und 308–313). Zipfel
ordnet solche Szenen in den Bereich des »detailgenauen Erzählens« zu, das, wenngleich
damit eine Wirklichkeitsillusion erzielt werden kann, dennoch als Fiktionssignal gilt,
da »man sich nur die Mühe machen muss, die Illusion von Wirklichkeitsdarstellung zu
erzeugen, wenn nicht tatsächlich Wirklichkeitsdarstellung betrieben wird«.111 Hinzu
kommt natürlich die Tatsache, dass Informationen über die Inhalte, die Beteiligten,
oder gar die Existenz dieser Gespräche auf dem Marsch nach Workuta sicherlich das
Wissen des Erzählers und alles, was er aus den Beständen eines Archivs erfahren haben
könnte, übersteigt.
Die Fiktionalität der ganzen Erzählsequenz wird aber auf eine viel direktere Weise bloßgelegt. Nachdem Rainer Trutz kurz nach seiner Einweisung in eine Baracke von
drei Zimmermitbewohnern ausgeraubt wird, erscheint ein vierter Mithäftling in seinem
Zimmer, der auch den letzten Besitz des Neuankömmlings für sich haben will:
»›Es ist mein allerletzter Tabak‹, wiederholte Rainer. Die Hand mit dem Tabakpäckchen führte er unwillkürlich hinter den Rücken.
›Sag ich doch, du führst dich schlecht ein, Sechsvierzehn-Achtundsiebzig. Fick deine
Mutter‹, schrie der Mann, schwang seinen polierten Holzknüppel und traf ihn mitten
auf die Stirn. Rainer fiel um. […]
Vier Stunden später kamen die anderen Zimmerbewohner von ihrer Schicht und der
Abendmahlzeit zurück und fanden den ihnen am Vormittag angekündigten neuen
Mitbewohner reglos auf der Erde, rings um seinen blutenden Kopf lagen Kippen und
Zigarettenasche. In dem ungeheizten Zimmer war der Körper von Rainer Trutz bereits
erkaltet.« (T 312–313)
Als der Leiter des Lagers beim Verfassen seines wöchentlichen Berichts auf den Fall eines
Häftlings aufmerksam wird, der laut den Unterlagen an einem Arbeitsunfall gestorben
sein soll, obwohl er noch nicht lange genug im Lager gewesen war, um gearbeitet zu haben, ist er besorgt, dass diese Unstimmigkeit – zusammen mit der bereits ungewöhnlich
hohen Zahl an tödlichen Unfällen im Lager – unwillkommenes Aufsehen in der NKWDZentrale erregen könnte. Nach kurzer Überlegung fällt ihm eine Lösung ein:
»Plötzlich hellte seine Miene auf und mit einem schmalen Lächeln griff er nach dem
Lagerbuch in der Ablage, schlug die letzten Eintragungen auf, strich die Lagernummer
Sechsvierzehn-Achtundsiebzig hinter dem Namen Rainer Trutz mehrmals durch und
setzte ein Kreuz dahinter und ein Fragezeichen, womit dieser Deportierte in seinem
Lager nie angekommen, sondern an einem unbekannten Tag auf dem Marsch durch
die Tundra, beim Überqueren der Pechora oder bei der Fahrt auf der Usa verstorben
war.« (T 315–316)
111
Zipfel: »Fiktionssignale«, S. 110–111.
253
254
Richard Slipp: Gedächtnis und Erzählen
Zum guten Schluss tauscht der Offizier dann auch die Lagernummer von Rainer Trutz
mit der eines lebenden Deportierten im Lagerbuch und in ihren Personaldokumenten
aus, gießt sich einen Wodka ein und denkt zufrieden über sein Handeln nach. Somit
werden auch die so detailreich beschriebenen letzten Wochen im Leben Rainer Trutzʼ,
seine Odyssee nach Workuta und die Umstände seines Mordes, als eine Erfindung des
Erzählers entlarvt. Denn, wie der Erzähler selber klarstellt, kann er – trotz eines erneuten Hinweises auf seine Recherchen im Archiv – schwerlich über dokumentarische Belege für diesen Hergang verfügen:
»Nach der korrigierten Aktenlage war der Deportierte Trutz in Workuta nie angekommen, sondern irgendwo auf dem Weg dorthin verstorben. […] Im Lager Rudnik Eins
jedenfalls gab es keine Spuren von ihm, lediglich in der Effektenkammer einen halb
gefüllten Rucksack dieses Deportierten und einen Koffer, in dem sich drei russische
und fünf deutsche Bücher befanden sowie ein paar handschriftliche Manuskriptseiten, die ich bei meinem Besuch des Archivs in Tscheljabinsk, fast auf den Tag genau
dreiundsiebzig Jahre und fünf Monate nach der Ankunft des Deportierten Rainer Trutz
in dem Lager, in die Hand bekam und als einen ersten Entwurf seines dritten Romans
identifizieren konnte.« (T 316–317)
Auch das geschilderte »Korrigieren« der Akte selbst kann natürlich nur vom Erzähler gemutmaßt werden und muss als von ihm erfunden gelten, und das, nicht nur weil zitierte
und erlebte Rede eingesetzt werden, also Dialoge und Gedankenvorgänge, zu denen er
ja keinen Zugang hat. Zudem wird durch die Thematisierung der Fälschung von Unterlagen – entgegen der wiederholten Inszenierung des Erzählten als eine teilweise Rekonstruktion auf der Basis von Ergebnissen der Archivbesuche des Erzählers – die Frage der
generellen Zuverlässigkeit solcher Quellen in den Raum gestellt. Die Vermischung des
Erzählten mit der Berufung auf Akten und historische Quellen scheint einerseits die Illusion der Authentizität zu verstärken, verdeutlicht aber gleichzeitig, wo die Einschränkungen eines solchen einseitig textuellen Zugangs zur Geschichte sind sowie wo der Erzähler hinzuerdichtet oder gänzlich fabuliert.
Weitere logische Widersprüche auf der Ebene der Geschichte machen die Fiktivität
der Ereignisse noch transparenter. Das Bekanntwerden des Bruchs des deutsch-sowjetischen-Nichtangriffspakts wird zunächst wie folgt geschildert:
»Am 22. Juni 1941, am Geburtstag von Gejms Frau Alina, beendeten Sirenen, die in
ganz Moskau aufheulten, dieses beschauliche Familienleben. In den frühen Morgenstunden dieses Tages hatten deutsche Truppen die Grenzen zur Sowjetunion von der
Ostsee bis zum Schwarzen Meer überschritten und rückten, unterstützt von Tausenden von Flugzeugen und Panzern, am ersten Kriegstag meilenweit vor. Im Rundfunk
hatte der stellvertretende Chef des Rates der Volkskommissare zu einem neuen Vaterländischen Krieg aufgerufen und die Bürger der Sowjetunion zu einem Schulterschluss mit der Regierung, mit der Partei und dem Genossen Stalin aufgefordert.« (T
331–332)
Dem Erzählerbericht zufolge entscheidet sich dann Alina Gejm – noch am Morgen –,
dass Mann und Kinder von der Arbeit und Schule zu Hause bleiben sollen, während sie
8. Ein Jahr, zwei »Jahrhundertromane«: Glückskind mit Vater und Trutz
Lebensmittel besorgt, um der vermutlich anstehenden Rationierung zuvorzukommen.
Es wird als eine Tatsache dargestellt, dass die Sirenen bzw. der daran anschließende
Aufruf Molotows den Auslöser für die Handlungen der Familienmitglieder an diesem
Vormittag bilden. Doch dann unterbricht der Erzähler seinen Bericht mit einigen geschichtswissenschaftlichen Bemerkungen, die seine bisherige Darstellung des ersten
Kriegstages radikal in Zweifel ziehen:
»An dieser Stelle verlangt die Verpflichtung des Chronisten einen Hinweis auf die Forschungen des Historikers Alexej Khairetdinov, der energisch bestreitet, dass am Tag
des Kriegsbeginns in Moskau frühmorgens Sirenen aufheulten. Er verweist diese Berichte in das Reich der ebenso populären wie unhaltbaren Legenden, die seinerzeit in
den sowjetischen Filmen verbreitet wurden wie in den Theaterstücken und vaterländischen Romanen. Seinen Forschungen zufolge haben die Moskauer bis zur Mittagsstunde nichts von dem Überfall der deutschen Wehrmacht gewusst. Erst um zwölf
Uhr mittags hätte Molotow die entsprechende Erklärung der sowjetischen Regierung
verlesen, die dann viermal vom Radiosprecher Lewitan wiederholt worden sei. […] Ein
Sirenenalarm, der auf eine tatsächlich bevorstehende Gefährdung hinwies, ertönte in
Moskau erst einen Monat nach jenem 22. Juni, als sich deutsche Flugzeuge zum ersten
Mal der Hauptstadt näherten.« (T 332–333)
Der sich über ca. eineinhalb Seiten erstreckende historiographische Exkurs geht dann
in die Berücksichtigung anderer Quellen über, die »ungeachtet des Khairetdinov’schen
Einwands ein Aufheulen der Sirenen« bezeugen (T 333). Der Erzähler schenkt allerdings
diesen Gegenstimmen wenig Glauben, sondern paraphrasiert erneut und ausführlich
die Argumente Khairetdinovs, die Erinnerungsverzerrungen und »false memories« thematisieren;112 die Zeugnisse seien nämlich
»[…] ausnahmslos alle erst Monate oder Jahre später zu Papier gebracht worden, zu
einer Zeit, da ihre Urheber durch die Darstellung dieses Ereignisses in den vaterländischen Filmen, Theaterstücken und Büchern derart indoktriniert waren, dass sie die
eigenen Erinnerungen verfälschten und ihre Schilderung jenes Tages ungewollt und
unwissentlich mit der offiziellen patriotischen Geschichtsschreibung in Übereinstimmung zu bringen suchten, was ein bekanntes psychopathologisches Phänomen und
häufig zu verzeichnen sei, […] zumal wenn es ein Ereignis von nationaler oder religiöser Bedeutung betrifft.« (T 333)
Dieser kommentierende Einschub ist bei mindestens einem Leser, nämlich einem Amazon-Rezensenten, auf Befremden und Unverständnis gestoßen:
»[…] die Diskussion, ob zu Kriegsbeginn am Morgen in Moskau die Sirenen heulten,
oder ob erst am Mittag Molotow eine Rundfunkansprache hielt, ist drollig. Aber warum tritt Hein gerade da ganz bewusst aus seiner ›Erzähler‹-haltung und trägt zu einer
Historikerdiskussion bei, sonst nicht? Und warum so leichtfüßig?«113
112
113
Vgl. Schacter: Searching for Memory, S. 250–251.
»Harold in Italy«: »Leider missglückt«.
255
256
Richard Slipp: Gedächtnis und Erzählen
Abgesehen davon, dass hier nicht etwa Christoph Hein, sondern der Erzähler in den Vordergrund tritt, kann überzeugend gezeigt werden, dass diese geschichts- und erinnerungstheoretischen Überlegungen keinesfalls nur einer belanglosen Digression des Erzählers in historische Details gleichkommen. Vielmehr dienen sie erzählstrategischen
Funktionen. Wenn der Erzähler divergierende Vergangenheitsversionen präsentiert, soll
dies einerseits wohl seine ständige Bemühung um Objektivität (»die Verpflichtung des
Chronisten«) andeuten; wenn er das Phänomen der Erinnerungsverfälschung anführt,
dann anscheinend, um eine Version zuungunsten der anderen zu privilegieren. Andererseits aber werden Lesende zugleich indirekt aufgefordert, auch der gesamten Darstellung des Erzählers ein gewisses Maß an Skepsis entgegenzubringen, denn bei der hier
vorgelegten Familienchronik handelt es sich ja um eine aus einer zeitlichen Distanz von
fast acht Jahrzehnten rückblickend erzählten – oder besser: nacherzählten – Geschichte.
Zudem stammt vermutlich vieles, was der Erzähler von Maykl Trutz erfahren haben soll,
nicht aus erster Hand, sondern wurde auch diesem irgendwann von anderen Menschen
mitgeteilt. Seine Überlegungen schließt der Erzähler mit den folgenden Worten ab:
»Trotz meiner umfänglichen Recherchen konnte ich keinen eindeutigen und unstrittigen Nachweis des morgendlichen Sirenenalarms erbringen noch diesen zweifelsfrei
ausschließen und muss mich daher mit einer Ungewissheit zufriedengeben und den
Leser mit einem vorerst ungeklärten Fakt behelligen.« (T 333)
Dass er nur an dieser einen Stelle eine Ungewissheit über die Faktizität seiner Schilderung einräumt, wo doch andernorts im Text auffallende Widersprüche bestehen und
so viel von seinem übrigen Bericht allein aus epistemischen Gründen – man denke
an die Gedankenwiedergabe der Figuren oder andere Indizien einer »übernatürlichen
Wissensfülle«114 des Erzählers – als erfunden gelten muss, kann durchaus als ironischer
Kommentar gelesen werden.
Doch diese narratoriale Besprechung der »Sirenen-Frage« bleibt nicht über der Ebene der Geschichte schwebend, sondern scheint in der Folge in die weitere Darstellung
der Ereignisse radikal einzugreifen. Im unmittelbaren Anschluss an das soeben zitierte
Fazit des Erzählers setzt er seinen Bericht fort, und gleich wird der nächste Widerspruch
erkennbar:
»Gudrun Trutz erfuhr in der Schokoladenfabrik vom Kriegsbeginn. Sie hatte Maykl im
betriebseigenen Kindergarten abgegeben, ihr war die nervöse Stimmung aufgefallen,
aber erst in ihrer Brigade erfuhr sie den Grund für die Aufregung. In der Mittagstunde
wurde in der Staatlichen Süßwarenfabrik Roter Oktober mit dem schrillen Signal für
Notfälle überraschend die Arbeit unterbrochen, alle Arbeiterinnen lauschten schweigend der Rede des Außenministers Molotow, die über Lautsprecher in alle Produktionshallen übertragen wurde.« (T 333–334)
Auch Gudruns Kolleginnen scheint die Nachricht unvorbereitet zu treffen, denn »[e]inige der Frauen weinten, andere schluchzten auf während der Rede […]« (T 334). Wenn aber
114
Vgl. Zipfel: »Fiktionssignale«, S. 112.
8. Ein Jahr, zwei »Jahrhundertromane«: Glückskind mit Vater und Trutz
die Sirenen »in ganz Moskau aufheulten«, wie es noch kaum zwei Seiten früher im Text
heißt, ist es schwer vorstellbar, dass auch Gudrun – um von der gesamten Belegschaft ihrer Fabrik ganz zu schweigen – dies nicht mitbekommen, sondern erst um Mittag vom
Ausbruch des Krieges erfahren haben soll. Man könnte den Eindruck gewinnen, der Erzähler habe sich durch den eigenen Exkurs über die historische Streitfrage mitten im
Fluss des Erzählens umstimmen lassen. Klar ist jedenfalls, dass dieses repetitive Erzählen115 desselben Sachverhalts, d.h. des ersten Tages des Krieges zwischen Nazi-Deutschland und der Sowjetunion, zwei sich widersprechende und gegenseitig ausschließende Versionen erzeugt. So etwas kommt zwar nicht selten bei repetitivem Erzählen vor,
wenn Ereignisse etwa aus verschiedenen Perspektiven geschildert werden, d.h. wenn
das, was Vera und Ansgar Nünning »kontradiktorisches (bzw. inkompatibles) multiperspektivisches Erzählen« nennen, vorliegt;116 dass aber inkonsistente Versionen von ein
und demselben heterodiegetischen Erzähler stammen und quasi als gleich glaubwürdige Tatsachenberichte präsentiert werden, zieht seine Zuverlässigkeit als Chronist in
Zweifel. Man könnte hier in Anlehnung an Jean-Pierre Palmier eher von »unentscheidbar-repetitivem Erzählen« sprechen.117
Also entpuppen sich die geschichtlichen Anmerkungen des Erzählers, die dem Anschein nach seine gewissenhaften Bemühungen verbürgen sollen, einen möglichst historisch genauen Bericht abzulegen, letztlich als eine weitere Demonstration seiner Souveränität als »Herr des Erzählten«.118 Insofern der Erzähler in diesen Passagen nicht nur
seinen eigenen Akt des Erzählens thematisiert, sondern dann auch mittels eines unlösbaren Widerspruchs auf der »histoire«-Ebene die Konstruiertheit des Erzählten explizit macht, verlässt er den Bereich der bloßen Metanarration und begibt sich in das der
Metafiktion.119 Ja, man könnte präzisierend behaupten, der Erzähler wage sich auf ein
postmodernes Terrain, das wohl nicht oft mit Christoph Heins Prosa in Verbindung gebracht wird, nämlich das der historiographischen Metafiktion. Denn, zumindest an solchen Stellen wie den oben behandelten, ist der Hein-Text jenen Romanen nicht unähnlich, die – mit Linda Hutcheon gesprochen – hochgradig selbstreflexiv sind und dennoch
paradoxerweise auf historische Ereignisse und Persönlichkeiten als Grundlage Anspruch
erheben.120 In weiteren Ausführungen zu historiographischer Metafiktion und zur Abgrenzung dieser Gattung von der des historischen Romans schreibt Hutcheon Folgendes:
115
116
117
Vgl. Genette: Die Erzählung, S. 74.
Nünning/Nünning: »Multiperspektivität aus narratologischer Sicht«, S. 58.
Vgl. Jean-Pierre Palmier: Gefühlte Geschichten. Unentscheidbares Erzählen und emotionales Erleben, Paderborn: Wilhelm Fink 2014, S. 270–274.
118 Vgl. Scheffel: Formen selbstreflexiven Erzählens, S. 60.
119 Vgl. Birgit Neumann und Ansgar Nünning: »Metanarration und Metafiction«, in: Handbook of
Narratology, hg. von Peter Hühn, John Pier, Wolf Schmid, Jörg Schönert, Berlin: de Gruyter 2009.
S. 204–211.
120 Hutcheon: A Poetics of Postmodernism, S. 5; bei Hutcheon lautet es im Original: »those wellknown and popular novels which are both intensively self-reflective and yet paradoxically lay
claim to historical events and personages.«
257
258
Richard Slipp: Gedächtnis und Erzählen
»First, historiographic metafiction plays upon the truth and lies of the historical
record. […] certain known historical details are deliberately falsified in order to foreground the possible mnemonic failures of recorded history and the constant potential
for both deliberate and inadvertent error. The second difference lies in the way in
which postmodern fiction actually uses detail or historical data. Historical fiction
(pace Lukács) usually incorporates and assimilates these data in order to lend a feeling
of verifiability […] to the fictional world. Historiographic metafiction incorporates,
but rarely assimilates such data. More often, the process of attempting to assimilate
is what is foregrounded […]. As readers, we see both the collecting and the attempts
to make narrative order. Historiographic metafiction acknowledges the paradox of
the reality of the past but its textualized accessibility to us today.«121
Auf eine ähnliche Weise dienen in Trutz das Zitieren von Quellen und das Verweisen auf
Archivbesuche sowohl in der »Workuta«- wie auch der »Sirenen«-Episode nur bedingt
einer Beglaubigung des Erzählten. Vielmehr werden die Tücken und Unzulänglichkeiten
thematisiert, die sich aus der Angewiesenheit eines die Vergangenheit rekonstruierenden Erzählers auf schriftlich Überliefertes ergeben.
Auch der sogenannte »Gejm-Pflug« gehört in die Kategorie der Fiktionssignale. Bei
dieser »grandiose[n] Erfindung« des deutschstämmigen Vorfahren Waldemar Gejms
geht es um ein landwirtschaftliches Gerät, das »im ganzen russischen Reich für Aufsehen gesorgt und bei der Bekämpfung des Hungers einen Meilenstein dargestellt habe«
(T 349). Gleichzeitig ist der Gejm-Pflug eines der Objekte im Roman, die offenbar so
authentisch wirken, dass manche Leser*innen an deren Existenz in der außertextuellen
Wirklichkeit zu glauben versucht sind, wie Sternburg attestiert: »Das ist eine Stelle, an
der die Leserin nachschaut, ob es nicht doch einen Gejm-Pflug gibt (nein) […].«122 Aber
signifikanter als die einfache Fiktivität des Pfluges ist die entscheidende Funktion, die er
auf der Ebene der Geschichte einnimmt und die wiederum einer Bloßlegung der Fiktionalität dient. Als Gejm samt Familie nicht zuletzt wegen seiner deutschen Herkunft zur
Zwangsarbeit nach Kasachstan deportiert werden soll, erfährt der zuständige Offizier
von der Verwandtschaft des vor ihm stehenden Mannes mit dem Erfinder des von ihm
geschätzten Pflugs: »Der Oberleutnant lächelte Gejm an und fragte: ›Der Gejm-Pflug?
Sie sind der Gejm-Pflug? […] Tatsächlich? Nun, dieser Gejm-Plug hat meinem Vater vor
drei Jahren die Kolchose gerettet‹« (T 349). Der schlagartig viel freundlicher gesinnte
Oberleutnant lässt sich sodann überreden, Gejm als Dorfschullehrer nach Korkino zu
schicken, wohin Gudrun und Maykl Trutz kurze Zeit davor deportiert worden waren.
Dieser »Deus-ex-machina«-artige Eingriff in das Schicksal der Figuren mag zwar die
Gutgläubigkeit der Leser*innen etwas strapazieren, für das Weltverständnis des Vernunftmenschen Waldemar Gejm aber stellt er eine fast inakzeptable Herausforderung
dar. Als der junge Rem Gejm von dem eventuell lebensrettenden Zufall lernt und, in
Anspielung auf eine früher (wohl halb scherzhaft) geäußerte Ansicht seines Vaters,
die Menschen wären besser mit Zahlen als mit Namen gekennzeichnet, ihn darauf
aufmerksam macht, dass der Offizier sonst nie von der berühmten Verwandtschaft der
Familie erfahren hätte, reagiert der ältere Gejm folgendermaßen:
121
122
Ebd., S. 114.
von Sternburg: »Ins Langzeitgedächtnis damit«.
8. Ein Jahr, zwei »Jahrhundertromane«: Glückskind mit Vater und Trutz
»Waldemar Gejm nickte und sagte: ›Ja, schön, wir werden Maykl wiedersehen. Ein
glücklicher Zufall. Und du hast recht, mein vorwitziger Knabe, in dieser Welt geht
nicht alles logisch zu. Gelegentlich regiert der blinde Zufall, und diesmal war es für
uns ein glücklicher Zufall. Wer hätte ahnen können, dass ein Moskauer Milizionär sich
Urlaub nimmt, um den Pflug von deinem Urururgroßvater nachzubauen. Das ist grotesk, Rem, das ist aberwitzig, aber offensichtlich war es so. Es gibt keine andere Erklärung. Schön für uns, aber nicht logisch. Logisch gesehen ist das widersinnig und
bizarr. Nicht hinnehmbar. Aber wir sehen Maykl und seine Eltern wieder, da wollen
wir der Welt diesen logischen Unsinn verzeihen.‹« (T 351)
Da ein Urteil über die Wahrscheinlichkeit und Glaubwürdigkeit eines Ereignisses eine
Frage der subjektiven Interpretation ist, und da der Zufall sehr wohl eine Rolle im realen
Menschenleben spielt, wäre es übereilt, den Griff zum Gejm-Pflug als rettende Instanz
alleine an sich zum Fiktionssignal zu erklären. In der Tat ist das schicksalsbestimmende Potenzial des Zufälligen ein immer wiederkehrendes Thema in Trutz und man könnte
argumentieren, dass erst recht ein Roman, der alles Willkürliche ausschlösse und sämtliche Handlungen und Ereignisse nur nach Logik und Kausalität geschehen ließe, alles
andere als realistisch wirken würde. Doch der Status dieser Sequenz um die Rolle des
Gejm-Pflugs bei der verhinderten Workuta-Deportation wird durch eine spätere Szene
im Roman vollständig verunklart. Als sich die alten Männer Maykl Trutz und Rem Gejm
Ender der 1990er Jahre ein letztes Mal treffen und versuchen, die gegenseitigen Lücken in
ihrer gemeinsamen Geschichte zu schließen, nennt Rem eine ungeklärte Frage, die ihn
nicht mehr loslässt, nämlich, warum sein Vater geschont und nicht in das berüchtigte
Arbeitslager geschickt wurde:
»Alle Männer der Forschungsgruppe, die nicht in Moskau umgebracht wurden, kamen
nach Workuta. Ausnahmslos alle oder fast ausnahmslos. Ihre Frauen und Kinder wurden nach Sibirien geschickt. Die Ausnahme war mein Vater. Er kam nicht nach Workuta, ihn schickten sie mit uns, mit seiner Familie nach Korkino. Warum? Schließlich leitete er das Institut, war der spiritus rector der Arbeitsgruppe. Wieso haben sie ausgerechnet ihn nicht in das gefürchtete Workuta geschickt? Ich weiß es bis heute nicht,
ich kann es nur vermuten.« (T 466)
In der früheren Szene aber weiß der junge Rem noch sehr gut, was seinen Vater vor
der Arbeit im Lager (zeitweilig) bewahrte. Diesen offensichtlichen inhaltlichen Widerspruch, der kaum hundert Seiten nach der Szene mit dem Gejm-Pflug auftaucht, als
eklatanten Fehler des (die eigene genaue Forschungsarbeit hervorhebenden) Autors aufzufassen, scheint wenig plausibel.123 Noch schwieriger wäre es anzunehmen, der von seinem Vater in der Kunst der Mnemotechnik geschulte Rem Gejm habe den so entscheidenden Vorfall in seiner Familiengeschichte so gründlich vergessen (und dass ihm sein
Freund Maykl bei diesem Rätsel nicht weiterzuhelfen weiß). Die Inkonsistenz ergibt nur
dann einen Sinn, wenn man die eine – wohl die frühere – Episode als pure Erfindung des
Erzählers betrachtet, und die andere spätere Episode als eine Schilderung, die mehr oder
123
Wenn auch der Roman nicht frei von einigen kleineren Fehlern ist, wie die widersprüchlichen Zeitangaben auf S. 115 bzw. 132.
259
260
Richard Slipp: Gedächtnis und Erzählen
weniger direkt auf den von Maykl Trutz mündlich mitgeteilten Erinnerungen beruht. So
wird explizit suggeriert, dass – trotz der häufig beteuerten Authentizität – der Erzähler
sich keineswegs durchgehend an seine Archivrecherchen und Gesprächsaufzeichnungen
hält, sondern wesentliche Teile seiner Erzählung fabuliert.
8.3.5. Fiktivität der Ereignisse (II): Intertextualität
Schon in der Rahmenerzählung von Trutz liegt eine Art Intertextualität vor, auf die oben
eingegangen wurde: Recherchen, denen der Erzähler zum Zeitpunkt seines Kennenlernens mit Maykl Trutz nachgeht, können – trotz der Auslassung des Titels – als klare Anspielung auf den Stoff des früheren Hein-Romans In seiner frühen Kindheit ein Garten verstanden werden. Als mögliche Funktionen dieser Allusionen des Erzählers auf das andere Werk wurden einerseits die teilweise Verwischung der Grenzen zwischen Fiktion und
Wahrheit, andererseits die Implizierung thematischer Affinitäten zwischen den zwei
Texten und somit die Generierung von einigen universellen, oder zumindest systemübergreifenden Interpretationsimpulsen genannt, was das Themenkomplex kollektives
Erinnern und Verdrängen betrifft. Auch an den im Folgenden diskutierten Beispielen
von Intertextualität kann eine erzähltechnische und interpretatorische Funktionsvielfalt aufgezeigt werden.
Da man es im ersten Teil des Romans beim Protagonisten Rainer Trutz mit einem
Schriftsteller im Berlin der späten 1920er Jahre zu tun hat, wäre es nicht weiter verwunderlich, wenn Lesende auch in diesen Passagen Bezüge zum realen Literaturbetrieb und
zu realen literarischen Persönlichkeiten und Werken konstatieren würden. Die Frage, ob
nun alle solche Echos als vom Autor intendiert oder als eher rezeptionsseitig einzustufen sind – soweit es überhaupt möglich ist, diese Kategorien sauber auseinanderzuhalten –, ist wohl hinfällig: Da das liberale Nachtleben, die schillernde Kulturszene und die
politischen Turbulenzen im Berlin der Weimarer Republik dank der vielfachen literarischen und filmischen Verarbeitung fast zu festgeprägten Bildern in der Vorstellung wohl
der meisten Leser*innen geworden sind, kann von einer Einkalkulierung solcher bereits
existierenden Assoziationen in die Darstellung der Stadt und der Epoche ausgegangen
werden. Bis zu einem gewissen Grad dient die Aktivierung solcher Assoziationen gewiss
der Erzählökonomie: Mit der Ausnahme von Rainers Dialogen mit seinem Verleger Verhelst und der Schilderung eines Tumults vor der wiedereröffneten Piscator-Bühne verzichtet der Erzähler bei seiner Konstruktion des künstlerischen Milieus der »gerühmten und aufregenden Weltstadt« (T 27) weitgehend auf detaillierte szenische Darstellung
zugunsten summarischen Erzählens, das den Rezipient*innen zur Konkretisierung mit
vorhandenem Wissen (bzw. populären Annahmen) über Berlin in der Weimarer Republik
anregt. Allerdings ist ebendiese womöglich wenig originell anmutende Behandlung des
Stoffes bei manchen Rezensent*innen auf Kritik gestoßen, wie etwa bei Jochen Schimmang, der nach einer Zusammenfassung einiger einschlägiger Handlungsepisoden befindet: »So sprunghaft, pulsierend und klischeebeladen geht es zumindest im ersten Teil
des Romans auch weiter.«124 Eine weitere mögliche Funktion des Verweisens auf schon
124 Schimmang: »Als Stalin selbst zur Feder griff«.
8. Ein Jahr, zwei »Jahrhundertromane«: Glückskind mit Vater und Trutz
Dagewesenes, die in dieser Kritik übersehen wird, erhält erzähl- und erinnerungstheoretische Relevanz: Dadurch könnte der Erzähler nämlich andeuten wollen, dass die Vergangenheit nie erzählt bzw. erinnert werden kann, ohne dass Prätexte über diese Vergangenheit dabei automatisch mitgedacht werden.
In der Folge beschränkt sich die Analyse allerdings auf solche Fälle von Intertextualität, die weniger dem weiten Verständnis des Begriffs als universales Merkmal von allen
literarischen Texten oder gar allen sprachlichen Äußerungen entsprechen, als vielmehr
seiner engeren Bedeutung als ein bewusstes, intendiertes und markiertes literarisches
Verfahren, bei dem zwei oder mehr literarische Texten in Dialog miteinander gesetzt
werden – als das also, was Manfred Pfister in Anlehnung an Genette die konkret »greifbare Anwesenheit eines Textes in einem anderen« nennt.125 Ferner wird aber argumentiert, dass die intertextuellen Beziehungen – vor allem in ihrer Deutlichkeit – auch der
Offenlegung der Fiktionalität des Erzählten dienen.
Die unmittelbarsten Bezüge zu anderen Texten, Figuren und realen Autoren sind
weniger in der Schilderung von Rainer Trutzʼ Werdegang126 oder seines Umgangs mit
Schriftstellerkollegen zu finden als in den Passagen, die seine eigenen zwei Romane nacherzählen und kommentieren. Die Beschreibung der Thematik von der ersten
Buchveröffentlichung Trutzʼ lässt an solch klassische Großstadtromane der Weimarer
Republik wie Alfred Döblins Berlin Alexanderplatz, Hans Falladas Kleiner Mann, was nun?
oder Erich Kästners Fabian denken:
»Seine Erlebnisse in dem Obdachlosenquartier im Gewerkschaftshaus und dem Asyl
in der Krausnickstraße, die wenigen Tage, in denen er als Bettelbruder und Klinkenputzer für die Annoncen-Expedition Chipper unterwegs war, bildeten die Grundlagen
für den Roman […]. Ohne die politischen Ereignisse auch nur zu erwähnen, gelang
Rainer Trutz dennoch ein genaues und einfühlsames Buch über das Alltagsleben in
Berlin, zehn Jahre nach dem Ende des Weltkriegs. Der Zeitgeist, die politischen Verunsicherungen, die Folgen des Wirtschaftschaos und der Reparationsforderungen der
Siegermächte wurden in seinem Roman mit den genau skizzierten Auswirkungen auf
den kleinen Mann deutlich, ohne dass er eine politische Botschaft vermitteln wollte,
denn er hatte gar keine.« (T 49)
Besonders die Parallelen mit Kästners Fabian sind auffallend und lassen den Leser mit
einiger Zuversicht auf eine intendierte Intertextualität schließen. Grund zu dieser Annahme gibt schon die unüberhörbare Verwandtschaft zwischen den Namen der jeweiligen Hauptfiguren bzw. den Titeln der zwei Werke: Trutzʼ Titelheld heißt nämlich »Ferdinand«. Diese Namensähnlichkeit ist ein intertextueller Bezug für sich und kann zugleich auch als eine Markierung der Intertextualität betrachtet werden, folgt man Ulrich
Broich: »Als erste von zahlreichen Möglichkeiten für eine Markierung, die ausschließlich im äußeren Kommunikationssystem erfolgt, soll die Wahl von Namen genannt wer125
126
Manfred Pfister: »Konzepte der Intertextualität«, in: Intertextualität. Formen, Funktionen, anglistische Fallstudien, hg. von Ulrich Broich und Manfred Pfister, Tübingen: Max Niemeyer 1985. S. 1–30;
hier: S. 17.
Wenn es auch vielleicht nicht ganz uninteressant ist, dass Rainer Trutzʼ Heimatdorf, Busow, ein
Ortsteil von Ducherow, der Heimat Johannes Pinnebergs in Kleiner Mann, was nun, ist.
261
262
Richard Slipp: Gedächtnis und Erzählen
den«.127 Fasst man die jeweilige Genese der zwei Buchtitel, d.h. des realen sowie des fiktiven Romans, ins Auge, zeigen sich weitere Parallelen: Im Falle von Kästners Roman lautete der vom Verlag aufgedrängte Zusatz zum einfachen Titel Fabian – nachdem mehrere
vom Autor gewünschte Titel abgelehnt worden sein sollen128 – »Die Geschichte eines Moralisten«; auch der Roman von Trutz erhält von seinem Verleger eine Erweiterung und heißt
dann: »Außer ordentlich und tadelig: Ferdinand« (T 55). Außerdem kommt zum Titel beider
Werke schließlich die Genrebezeichnung »Ein Großstadtroman« hinzu (T 56).
Auf der inhaltlichen Ebene der jeweiligen Texte geht es mit den Ähnlichkeiten weiter.
Genau wie die Streifzüge des Kästner’schen Romanhelden mit seinem Freund Labude
durch Berliner Nachtlokale einen beträchtlichen Fokus der Diegese des Romans bildet,
schickt auch Rainer Trutz
»seinen Helden Ferdinand auf eine beschwerliche, aber glückliche Odyssee durch das
Berlin Ende der zwanziger Jahre, und die beiden Besuche Ferdinands im Romanischen
Café, im Bassin für Nichtschwimmer wie auch im Schwimmerbassin waren die turbulenten Höhepunkte des Textes […].« (T 50)
Andere Sätze über den Protagonisten Ferdinand bescheinigen ihm eine gewisse, an Fabian erinnernde Lebensuntüchtigkeit, und auch seine Behandlung (sowie die anderer
Figuren) durch den Erzähler, d.h. vor allem der Verzicht auf Pathos, auf eine »parteipolitische Festlegung« und auf auktoriale Bewertung zugunsten der Beobachtung und
Berichterstattung,129 der dem fiktiven Roman attestiert wird, ist ganz im Sinne der Ästhetik der Neuen Sachlichkeit und könnte genauso gut dem Wahlberliner Erich Kästner
gelten:
»Er selbst war so unbedarft wie sein Held, und ebendas machte den Reiz dieses kleinen Romans aus, da der Autor sich nie klüger gab als sein Ferdinand, sich nicht über
ihn belustigte, sondern ihn einfach und kommentarlos durch die Stadt und auf den zumeist krummen Wegen begleitete. Die Figuren lebten, und die Sprache Berlins konnte
er, da er seit seiner Ankunft in der Stadt die ihm fremden Laute ebenso erstaunt wie
aufmerksam wahrgenommen hatte, genau und mit einem feinen Humor wiedergeben.« (T 49–50)
127
128
129
Ulrich Broich: »Formen der Markierung von Intertextualität«, in: Broich und Pfister (Hg.), Intertextualität, S. 31–47; hier: S. 41.
Zur Geschichte der Titelgebung für Kästners Roman siehe das »Nachwort des Herausgebers« in
Erich Kästner: Der Gang vor die Hunde, hg. von Sven Hanuschek, Zürich: Atrium 2013: »Die größten
Probleme hatte der Lektor […] mit dem Titel. Alle Vorschläge seines Autors missfielen ihm – Kästner nannte ›Saustall‹, ›Saustall ohne Herkules‹, ›Jugend im Vacuum‹. […] Nach Beendigung seiner
Lektüre schlug Lang [ein Verlagsmitarbeiter – R.S.] dann ›Fabian, die Geschichte eines Moralisten‹
vor. Weller [Kästners Lektor – R.S.] teilt Kästner diesen Vorschlag bereits handschriftlich im Postskriptum seines ersten Briefes vom 10. Juli 1931 mit, mit dem er auf das Manuskript reagiert. Der
Autor selbst war mit keinem der Vorschläge so recht zufrieden« (S. 284–285).
Zu Kriterien des neusachlichen Erzählens siehe Sabine Becker: »Neue Sachlichkeit im Roman«, in:
dies. (Hg.), Neue Sachlichkeit im Roman. Neue Interpretationen zum Roman der Weimarer Republik, Stuttgart: Metzler 1995, S. 7–26.
8. Ein Jahr, zwei »Jahrhundertromane«: Glückskind mit Vater und Trutz
Wenig später heißt es, dass Rainer Trutz »die Touristen im großen Saal wie die Berühmtheiten im kleineren Schwimmerbassin ironisch und bissig, aber liebevoll zeichnete«
(T 49–50), was sich fast als Variierung der immer wieder zitierten Charakterisierung
der Figur Fabian durch Jörg Drews als »zarter Ironiker« liest.130
Auch Aspekte der Veröffentlichungsgeschichte und Rezeption des realen Romans widerspiegeln sich im Falle des fiktiven Romans. Wie Kästner mit Fabian, so handelt sich
auch Trutz mit seinem Ferdinand dank der freizügigen Darstellung von Sexualität einige
Schwierigkeiten mit den Sittenwächtern ein. Der Verleger Verhelst wittert diese Probleme schon bei seinem ersten Gespräch mit Trutz, als Ersterer das Manuskript des Schriftstellerneulings zur Veröffentlichung annimmt. Verhelst charakterisiert den Roman wie
folgt: »Witzig, etwas frech, etwas sehr anzüglich, na ja, das könnte Ärger geben bei den
feinen Magazinen für die gehobenen Damen« (T 54); und etwas später, als der Verleger
seinen Autor zu der Titeländerung überreden will, bemerkt er: »Oder glauben Sie, die
Damen aus den Literatursoireen werden Ihr Buch lesen? Nein, dazu ist zu viel Unanständiges drin, da werde ich froh sein können, wenn wir keinen Ärger mit der Zensur
bekommen. Sehr keck, mein junger Freund« (T 55). Schließlich werden bei der Veröffentlichung des Romans in Fortsetzungen auf Drängen eines Zeitungsredakteurs dann
tatsächlich Stellen gestrichen und der Abdruck vorzeitig zu Ende geführt:
»Die Zeitung hatte Verhelst vier Tage vor Weihnachten frühmorgens aus dem Bett
geklingelt, um ihm mitzuteilen, dass die Redaktion entschieden habe, den Abdruck
umgehend abzubrechen, man werde bereits am nächsten Tag mit dem Abdruck eines geeigneteren Machwerks beginnen. Die Briefe empörter Leser hätten sich in einer
der Chefredaktion nicht mehr zumutbaren Anzahl erhöht, Abonnenten hätten mit der
Kündigung gedroht, wenn dieser obszöne und geradezu zotige Text auch noch an den
Weihnachtsfeiertagen, an denen man mit der Familie zusammen die heiligen Tage
verbringe und gewöhnlich auch gemeinsam die Tagesnachrichten lese, noch immer
in ihrem Blatt zu finden sei.« (T 66)
Auch an Kästners Fabian wurden mit der widerstrebenden Einwilligung des Autors Kürzungen erotischer Passagen vorgenommen, sodass der Roman erst 2013 in einer rekonstruierten, vollständigen Fassung unter dem angeblich ursprünglich vom Autor präferierten131 Titel Der Gang vor die Hunde erschien. In »Fabian und die Sittenrichter«, einem
zunächst als Nachwort geplanten Beitrag in der Weltbühne, hat sich Erich Kästner bekanntermaßen mit antizipierten Reaktionen auf die Darstellung von Sexualität in seinem Roman auseinandergesetzt.132
Bei Rainer Trutzʼ zweitem Buch, Kleine Stadt, Sonntagmorgen, gelten die Anspielungen auf einen realen Text bei näherem Hinsehen offenbar dem 1931 erschienenen Roman
130 Jörg Drews: »Erich Kästner«, in: Kindler Klassiker. Deutsche Literatur, Zusammengestellt von Hermann Korte, Stuttgart: Metzler 2015, S. 343. Außerdem kommen die Attribute »bissig und schonungslos« fast immer in den Klappentexten neuerer Auflagen des Romans vor.
131 Vgl. das »Vorwort des Verfassers« (1950) in Erich Kästner: Fabian, Die Geschichte eines Moralisten,
Frankfurt a.M.: Büchergilde Gutenberg 1966: »Der ursprüngliche Titel, den, samt einigen krassen
kapiteln, der Erstverleger nicht zuließ, lautete ›der Gang vor die Hunde‹« (S. 5–6).
132 Erich Kästner: »Fabian und die Sittenrichter«, in: Die Weltbühne 43 (27. Oktober 1931), S. 642–643.
263
264
Richard Slipp: Gedächtnis und Erzählen
Bauern, Bonzen und Bomben von Hans Fallada.133 Allerdings ist es bestreitbar, ob auf der inhaltlichen Ebene so schlüssige Parallelen sich ziehen lassen, wie es bei Ferdinand/Fabian
der Fall ist. Zwar handelt es sich beim realen wie beim fiktiven Roman um die Milieustudie einer deutschen Kleinstadt, in der die politischen Verhältnisse in der Republik, z.B.
Machtkämpfe zwischen Links und Rechts, thematisiert werden und ein Bürgermeister
als eine der Hauptfiguren auftritt. Doch weist die Handlung von Kleine Stadt, Sonntagmorgen, die der Erzähler in größerem Detail als die von Ferdinand nacherzählt, wesentliche
Unterschiede zum Prätext auf. Während Falladas Roman vor dem realen Hintergrund
der Protestaktionen der schleswig-holsteinischen Landvolkbewegung den Boykott einer
Stadt (dessen Bürgermeister Sozialdemokrat ist) durch die örtlichen Bauern behandelt,
ist der Stoff von Trutzʼ Kriminalroman der (fiktive) »Mord an einem jüdischen Buchhalter während der Inflationsjahre, in den der Bürgermeister seines fiktiven Städtchens und
zwei Handwerker verwickelt waren, die alle drei wenige Jahre später Mitglieder der nationalsozialistischen Partei wurden« (T 83–84).
Man könnte aufgrund dieser Abweichungen mit einigem Recht zu dem Schluss kommen, eine Nebeneinanderstellung des Fallada-Textes und des fiktiven Romans sei weit
hergeholt – allerdings nur bis der Erzähler eine Kritikerreaktion auf Trutzʼ Buch erwähnt
und paraphrasiert, die der Wirklichkeit unverkennbar entlehnt ist. Bei Trutz heißt es
nämlich:
»In der zweiten Dezemberwoche erschien zu seiner großen Überraschung und Freude
in seiner geliebten Weltbühne eine überaus positive Kritik, und besonders beglückte
ihn, dass einer der von ihm am meisten geschätzten und bewunderten Mitarbeiter
des Blattes seinen Roman rezensiert hatte. Es sei die beste Schilderung der deutschen
Kleinstadt der letzten Jahrzehnte, schrieb er, trotz ihrer Kaltschnäuzigkeit stecke in
dieser Wirklichkeitsschilderung echte Menschenliebe. Und im beschließenden Urteil
hieß es, dieser deutsche, dieser urdeutsche Roman sei so beängstigend echt, dass es
einen grausen würde.« (T 92)
Zu Falladas Bauern, Bonzen und Bomben erschien in der Weltbühne vom 7. März 1931 eine Rezension unter dem Namen Ignaz Wrobel – einem bekannten Pseudonym Kurt Tucholskys –, in der der Roman auf ähnliche Weise gepriesen wird (die offensichtlichsten
Parallelen zur fiktiven Rezension in Trutz sind hervorgehoben):
»Falladas Buch ist die beste Schilderung der deutschen Kleinstadt, die mir in den letzten Jahren bekannt geworden ist. […] Die Technik ist simpel; es ist der brave, gute, alte Naturalismus, das Dichterische ist schwach, aber der Verfasser prätendiert auch gar nicht,
ein großes Dichtwerk gegeben zu haben. Ein paar Stellen sind darin, an denen schlägt
ein Herz. Nein, ein großes Kunstwerk ist das nicht. Aber es ist echt … es ist so unheimlich
echt, dass es einem graut. […] Ich empfehle diesen Roman jedem, der über Deutschland
Bescheid wissen will. […] Hier ist Deutschland – hier ist es.«134
133
134
Hans Fallada: Bauern, Bonzen und Bomben, Hamburg: Hoffmann und Campe 2006.
Ignaz Wrobel (Kurt Tucholsky): »Bauern, Bonzen und Bomben«, in: Die Weltbühne 14 (07.03.1931),
S. 496.
8. Ein Jahr, zwei »Jahrhundertromane«: Glückskind mit Vater und Trutz
In seiner Anlehnung an Tucholsky überschreitet der Erzähler in Trutz die Grenze von bloßer Anspielung – wie sie etwa bei der Wiedergabe des Inhalts der zwei Romane Rainer
Trutzʼ vorliegt –, hin zur Paraphrase, wenn nicht gar zum direkten Zitat; neben der fast
identischen Wortwahl an mindestens zwei Stellen fällt auch die Verwendung ähnlicher
rhetorischer Stilmittel (z.B. der Repetitio: »Hier ist Deutschland – hier ist es« vs. »dieser
deutsche, dieser urdeutsche Roman«) ins Auge. Tucholsky beendet seine Rezension von
Bauern, Bonzen und Bomben mit einem Wort der Warnung an Fallada angesichts der politischen Schwierigkeiten, die auf ihn zukommen könnten: »Wenn sie dich kriegen, Hans
Fallada, wenn sie dich kriegen: sieh dich vor, dass du nicht hangest!«. Es befindet sich in
der fiktiven Rezension, oder besser: in ihrer Zusammenfassung durch den Erzähler von
Trutz, kein direktes Pendant zu dieser düsteren Vorhersage. Doch das an dieser Stelle
Weggelassene wird kurz darauf in Rainers und Gudruns erzählter Wirklichkeit beinahe
vollgezogen: Es ist schließlich Rainers Veröffentlichung von Kleine Stadt, Sonntagmorgen,
die die Verfolgung des Paares durch rechte Zeitungen und nationalsozialistische Schlägertrupps erst in Gang setzt.
Der unabweisbare Vorlagecharakter von Tucholskys Rezension erfüllt hier dieselbe
Funktion wie an früherer Stelle die Namensähnlichkeit zwischen »Ferdinand« und
»Fabian«, nämlich, dass er nicht nur Bestandteil eines intertextuellen Bezugs (oder, im
Fall der Tucholsky-Paraphrase, praktisch einen eigenständigen Bezug) bildet, sondern
gleichzeitig als Markierung der Intertextualität dient, d.h. als ein Wink an Lesende, dass
die Anspielungen auf Falladas Roman bewusst und intendiert sind. Allerdings könnte
man einwenden, dass es sich hier um eine denkbar schwache Markierung handele,
denn, während der »Grad der Bewußtheit des intertextuellen Bezugs beim Autor«135
kaum zur Debatte stehen kann, ist es alles anders als selbstverständlich, dass der durchschnittliche Rezipient von Heins Roman mit der inzwischen über neunzig Jahre alten
Rezension Tucholskys vertraut ist und somit das Zitat als solches erkennen würde. Demnach hätte man es hier mit einem »esoterischen Prätext« zu tun, der »nur für eine coterie
als intendiertes Leserpublikum unmittelbar kommunikativ relevant werden« könnte.136
Und doch spricht einiges dafür, die Markierung der Intertextualität hier als so deutlich
einzustufen, wie es mit der Aufrechterhaltung der Fiktion verträglich wäre. Trutz soll
schließlich der Autor von zwei Romanen sein, die zwei realen literarischen Texten so
analog sind, dass sie die Existenz letzterer Texte in der fiktiven Welt auszuschließen
scheinen; eine eindeutige Intertextualitätsmarkierung in Form einer namentlichen
Erwähnung von Fallada oder Kästner – oder Tucholsky – würde diese Illusion zerstören. Außerdem könnte die Vorbereitung der Leser*innen durch frühere, stärker
markierte intertextuelle Bezüge (z.B. auf In seiner frühen Kindheit ein Garten und Fabian)
die Notwendigkeit einer erneuten, gleichermaßen deutlichen Markierung verringern;
Broich stellt Folgendes fest: »Ein Autor kann darüber hinaus bestimmte intertextuelle
Bezüge zunächst im werkimmanenten Kommunikationssystem markieren und dann,
wenn das Intertextualitätsbewußtsein des Lesers geschärft ist, auf eine Markierung auf
135
136
Siehe Pfister: »Konzepte der Intertextualität«, S. 27; die Bewusstheit des interkulturellen Bezugs
beim Autor wie beim Leser macht für Pfister das Kriterium der kommunikativen Relevanz aus –
eins seiner sechs »Kriterien für die »Intensität intertextueller Verweise«.
Ebd.
265
266
Richard Slipp: Gedächtnis und Erzählen
dieser Ebene verzichten«.137 Und immerhin ist der intertextuelle Bezug auf Tucholsky
insofern schon markiert, als der Erzähler die Urteile über Trutzʼ Roman nicht etwa als
seine eigenen Ansichten ausgibt, sondern explizit einen Fremdtext – eine Rezension
in einer Zeitschrift, die ja auch in der außertextuellen Welt existierte – zitiert. Selbst
viele derjenigen Leser*innen, denen nicht bewusst ist, dass dieser fiktionalen Rezension eine reale Vorlage zugrunde liegt, werden bei der Erwähnung eines »geschätzten
und bewunderten Mitarbeiter[s]« der Weltbühne vielleicht an Kurt Tucholsky denken
müssen.
Oben wurde bereits argumentiert, dass ein Weimarer Berlin, in dem Erich Kästner
und Hans Fallada nicht existieren – oder zumindest durch einen fiktiven Protagonisten
um zwei ihrer bekanntesten Werke gebracht werden138 –, eine signifikante Abweichung
von dem realen geschichtlichen Berlin darstellt und somit als »surrogate object« und Fiktionssignal aufzufassen ist. Ferner kann man behaupten, dass der transparente Aufbau
(zumindest von Teilen) der fiktiven Welt aus klar erkennbaren literarischen Vorgängern
einen weiteren Hinweis auf die Artifizialität des Erzählten darstellt. In gleicher Weise
argumentiert Monika Lindner: »Die Thematisierung der eigenen Intertextualität bringt
es mit sich, daß der Text den Blick weglenkt vom Entwurf einer möglichen Lebensweltlichkeit und hin auf sich selbst als ein durch andere Texte konditioniertes Konstrukt«.139
Auch Frank Zipfel zählt Intertextualität zu den Elementen eines Textes, die dessen Fiktionalität erkennbar machen:
»Auch in den Bereich des fiktionsverdächtig Unwahrscheinlichen gehören Geschichten, die offensichtlich nach ästhetischen Kriterien konstruiert sind. […] Ähnliches
gilt für das Phänomen der strukturellen Intertextualität, da es recht unwahrscheinlich erscheint, dass reale Ereignisse genaue Parallelen zu literarischen Vorlagen
ausbilden.«140
Es soll hier nicht über die Tatsache hinweggesehen werden, dass bei Zipfel ausdrücklich von struktureller Intertextualität die Rede ist; es ließe sich darüber streiten, inwieweit
man es in Trutz mit dieser Form der Intertextualität zu tun hat, denn das jeweilige inhaltliche Muster der Prätexte wird in Heins Roman nicht in der Diegese, sondern quasi in
Metadiegesen, d.h. auf der Ebene von Fiktionen innerhalb der Romanfiktion, widergespiegelt. Dennoch wird mit den intertextuellen Bezügen offensichtlich ein Spiel mit der
Fiktionalität betrieben, insofern einerseits die Wiedererkennung der Verweise durch die
137
138
Broich: »Formen der Markierung«, S. 42.
Die Vorstellung, dass besonders die Existenz von Trutzʼ erstem Roman die Existenz von Kästners
Fabian in der erzählten Welt des Romans ausschließt, wird weiter durch eine Schilderung Hanuscheks bekräftigt, nach der der reale Autor Kästner besorgt gewesen sein soll, dass man ihm mit
einem ähnlichen Stoff zuvorkommen könnte, und er deswegen seinen Roman schnell zu Ende
schrieb; siehe Kästner: Der Gang vor die Hunde: »Eine Woche gab er sich für den restlichen Text,
bedrängt von der Schreckensnachricht, dass Hermann Kesten und Ernst Glaeser ›genau denselben
Roman‹ schrieben […]« (S. 283).
139 Monika Lindner: »Integrationsformen der Intertextualität«, in: Broich/Pfister, Intertextualität,
S. 116–135; hier: S. 130.
140 Zipfel: »Fiktionssignale«, S. 109–110.
8. Ein Jahr, zwei »Jahrhundertromane«: Glückskind mit Vater und Trutz
Lesenden vorausgesetzt wird, während andererseits von ihnen verlangt wird, im Interesse der Kohärenz der erzählten Welt für die Dauer der Lektüre die Nicht-Existenz der
literarischen Vorlagen sich vorzustellen.
8.3.6. Poetologische Reflexionen im Text; Schlussbemerkungen
Eigentlich ist bereits in den obigen Ausführungen zur Intertextualität, zur Metanarration sowie -fiktion und zu der Rahmenerzählung im Roman Trutz immer auch implizit
von literarischer Selbstreflexivität die Rede gewesen. Wenn an dieser Stelle diesem übergreifenden Anliegen ein eigener, abschließender Abschnitt gewidmet wird, so geschieht
dies mit einem nun engeren Blick auf das explizite Vorhandensein von »literaturnahen
Motiven und Figuren«141 und auf die Thematisierung von Akten des Schreibens und Lesens literarischer Werke. Mit Michael Scheffel wird hier »reflektieren« (einschließlich
entsprechender Nomen und Adjektive) sowohl im Sinne von »(wider)spiegeln« als auch
»betrachten« verstanden.142 So könnten z.B. die Schriftstellerfigur Rainer Trutz und seine zwei Romane, die ja jeweils ein Buch im Buch sind, als Spiegelungen des Erzählers,
des Erzählens und der Erzählung innerhalb des Erzählten angesehen werden; Erzählerkommentare über die Entstehung und Beschaffenheit dieser fiktiven Romane (und folglich über die eigene Tätigkeit) entsprechen der zweitgenannten Bedeutung von »Reflexion« – ebenso wie Überlegungen des Erzählers oder der Figuren über das Wesen, die
Funktionsweisen und das Potenzial von Literatur dies tun.
Verweilen wir noch etwas bei Rainer Trutzʼ literarischer Produktion und kehren zu
einer Passage zurück, die im oberen Abschnitt im Kontext der intertextuellen Bezüge
auf bekannte Prosawerke der Weimarer Republik bereits zitiert wurde; hier wird das
Augenmerk nunmehr auf Parallelen in diesem Erzählerkommentar mit dem vom realen
Autor proklamierten (und von Kritiker*innen immer wieder angeführten) dichterischen
Selbstverständnis als »Chronist ohne Botschaft« bzw. »ohne Hass und Eifer« gerichtet.
Der Erzähler charakterisiert den Erzählgestus in Trutzʼ erstem Roman wie folgt:
»Ohne die politischen Ereignisse auch nur zu erwähnen, gelang Rainer Trutz dennoch
ein genaues und einfühlsames Buch über das Alltagsleben in Berlin, zehn Jahre nach
dem Ende des Weltkriegs. Der Zeitgeist, die politischen Verunsicherungen, die Folgen
des Wirtschaftschaos und der Reparationsforderungen der Siegermächte wurden in
seinem Roman mit den genau skizzierten Auswirkungen auf den kleinen Mann deutlich, ohne dass er eine politische Botschaft vermitteln wollte, denn er hatte gar keine.
Er selbst war so unbedarft wie sein Held, und ebendas machte den Reiz dieses kleinen Romans aus, da der Autor sich nie klüger gab als sein Ferdinand, sich nicht über
ihn belustigte, sondern ihn einfach und kommentarlos durch die Stadt und auf den
zumeist krummen Wegen begleitete.« (T 49–50)
141
Vgl. Dorea Dauner: »Literarische Selbstreflexivität«, Diss., Universität Stuttgart 2009, S. 58 und 60;
https://elib.uni-stuttgart.de/bitstream/11682/5349/1/DissDaunerPublish.pdf (06.09.2023).
142 Scheffel: Formen selbstreflexiven Erzählens, S. 47.
267
268
Richard Slipp: Gedächtnis und Erzählen
Wenn zwar, wie oben gezeigt wurde, Trutz im Gegensatz zum übrigen Schaffen Heins143
nicht ganz frei von auktorialen Kommentaren ist und neben dem »kleinen Mann« auch
die »großen« politischen Umstände deutlicher in den Fokus rücken, ist es leicht zu erkennen, dass auch Heins Erzähler mit seiner Hauptfigur Rainer Trutz so verfährt, wie es dieser seinerseits mit seinem Ferdinand tut. Es ist ein bestimmendes Merkmal Hein’scher
Prosa, dass historische Ereignisse und ihre Konsequenzen zuallererst, wenn nicht gar
ausschließlich, über das alltägliche Dasein des (vermeintlich) unpolitischen Individuums angedeutet und gedeutet werden.144 In diesem, mit Joachim Lehmann gesprochen,
»Aufscheinen der ›großen‹ Geschichte in der ›kleinen‹«145 lässt Hein gewiss den andernorts vielfach belegten Einfluss Walter Benjamins erkennen,146 und besonders dessen Auffassung der Arbeit des dem historischen Materialismus verpflichteten Chronisten, der
»die Ereignisse hererzählt, ohne große und kleine zu unterscheiden«.147 Auch Graham
McKnight verweist auf Heins Benjamin-Rezeption, führt aber zugleich diese Erzählstrategie auf die DDR-Provenienz des Schriftstellers zurück:
»Banale Gespräche zwischen fiktiven Charakteren aus dem Alltag erlaubten Autoren
in der DDR, Weltpolitik widerzuspiegeln und zu zeigen, daß das Privatleben dieser
Figuren eine mikrokosmische Repräsentation dessen ist, wie Geschichte Änderungen
oder Stagnation in der Gesellschaft in einem Maße bewirkt, das in den Standardwerken der (politischen) Geschichte kaum Berücksichtigung findet.«148
Wider diese verlockend einfache Erklärung ließe allerdings sowohl die Beobachtung einwenden, dass Heins Texte auch drei Jahrzehnte nach der Wende weiterhin die »große Geschichte« den »kleinen« Geschichten unterordnen, als auch die intertextuelle Andeutung
in der eingangs zitierten Stelle auf eine Affinität dieser Erzählhaltung mit der Ästhetik
der Neuen Sachlichkeit.
Während Rainer Trutzʼ zwei Romane einen Fall von »produktionsbezogener« Reflexivität darstellen, bietet der Text auch, indem Waldemar Gejms Lektüre literarischer Tex-
Weitere Ausnahmen in dieser Hinsicht bilden vor allem die Erzählungen in Nachtfahrt und früher
Morgen und Vor der Zeit; auch in neueren Romanen Heins, wie Verwirrnis und Guldenberg, treten
auktoriale Kommentare häufiger auf.
144 Im vorliegenden Kapitel wurde bereits das Beispiel des Aufstands des 17. Juni erwähnt, der in mehreren Texten Heins nur indirekt vorkommt; auch emblematisch für diese Erzählhaltung ist am
Schluss von Von allem Anfang an Tante Magdalenas Gleichsetzung des Krieges mit einer Ohrfeige,
die sie von der Mutter ihres gefallenen Verlobten abbekommen hatte: »Wenn ich etwas vom Krieg
höre und von heldenhaftem Kampf, tut mir noch heute die Backe weh« (VaAa 195–196).
145 Joachim Lehmann: »Christoph Hein – Chronist und historischer Materialist«, in: Arnold (Hg.)
Text+Kritik 111, S. 44–56; hier: S. 48.
146 Zu Heins Benjamin-Rezeption, siehe: Fischer: Christoph Hein; Lehmann: »Christoph Hein – Chronist und ›historischer Materialist‹«; Zekert: Poetologie und Prophetie; Graham Jackman: »The Fear
of Allegory. Benjaminian Elements in Christoph Hein’s the Distant Lover«, in: New German Critique
66 (1995), S. 164–192; ders.: »›Nur wo er spielt, ganz Mensch‹«; Kiewitz: Der stumme Schrei, S. 199f.
147 Walter Benjamin: »Über den Begriff der Geschichte«, in: ders., Sprache und Geschichte. Philosophische Essays, hg. von Rolf Tiedemann, Stuttgart: Reclam 1992, S. 141–154; hier: S. 142.
148 McKnight: »Geschichte und DDR-Literatur«, S. 203.
143
8. Ein Jahr, zwei »Jahrhundertromane«: Glückskind mit Vater und Trutz
te thematisiert wird, ein Beispiel »rezeptionsbezogener« Reflexivität.149 Der Sprachwissenschaftler, der nach seiner Zwangsemeritierung einen Job in der Garderobe des Moskauer Maly-Theaters annimmt, entdeckt für sich nach früherer Skepsis die Welt der Literatur:
»Seine wissenschaftliche Arbeit hatte er völlig eingestellt, er las stattdessen in seiner
freien Zeit die großen russischen und französischen Romane, auch Lyrik aus beiden
Ländern, worauf er in seiner Universitätszeit keine Minute verschwendet hatte, da ihm
diese Künste damals banal und beliebig erschienen.« (T 326)
Worin genau diese lange gehegte Skepsis bestanden hatte, verdeutlicht Gejm in einem
Wortwechsel mit Kollegen am Beispiel von Gogols »Die Nase« und Tolstois Anna Karenina:
»Wann, so hatte er einmal an seiner Universität einen Professor der Literaturwissenschaft gefragt, der sich in einer Kollegenrunde über Gogol und Tolstoi ausgelassen
hatte, als seien diese Männer Aristoteles oder Newton vergleichbar, wann, bitte, hat
dieser Kollegienassessor Kowaljov gelebt, in welcher russischen Stadt wurde seine Nase, eine lächerliche, gewöhnliche, russische Nase, Staatsrat? Und woher weiß das geschätzte Genie, was sich eine Anna Karenina und ein Herr Wronskij, die vermutlich nie
lebten, was diese sich auf einem Bahnsteig in Moskau oder Sankt Petersburg ins Ohr
flüsterten? Hatten diese Autoren, von denen gewiss keiner ein Meister der Mnemonik
war, ein so außerordentliches Gedächtnis, dass sie deren Gespräche, die Hunderte von
Seiten füllen, derart genau und Wort für Wort zitieren konnten?« (T 326–7)
Was hier von Gejm beanstandet wird, ist nichts anderes als die »›übernatürliche‹ Wissensfülle«150 des (auktorialen) Erzählers, von der in dem vorliegenden Kapitel bereits die
Rede war. Somit dient auch diese Passage dazu, den Leser*innen von Trutz die Fiktionalität der eigenen Erzählsituation zu signalisieren, denn der Erzähler leistet in diesem
Roman genau dasselbe wie die Erzähler Gogols und Tolstois, nämlich »Gespräche, die
Hunderte von Seiten füllen, […] genau und Wort für Wort« zu zitieren, was übrigens ironischerweise ja auch für die Gespräche und Gedanken Gejms, die an dieser Stelle wiedergegeben werden, gilt.
Gleichzeitig aber treibt diese Darstellung von Gejms Literaturverständnis und vor
allem von seiner Unfähigkeit, sich auf eine willentliche Aussetzung der Ungläubigkeit
einzustellen, seine übrige Charakterisierung im Roman als reinen Vernunftmensch voran. Eine derartig satirische Überzeichnung der Haltung Gejms verhindert übrigens, dass
Lesende andere seiner Positionen – zum Beispiel was die potentielle Unfehlbarkeit und
Vollständigkeit des menschlichen Gedächtnisses angeht – etwa mit denen des Autors
gleichsetzen. Man fühlt sich hier an zwei weitere lesende Figuren in Hein-Texten erinnert, wenn auch diese weniger eine Skepsis denn eine allzu große Gutgläubigkeit gegenüber fiktionalen Texten an den Tag legen. Gemeint sind Daniels Großmutter in Von
allem Anfang an, für die ihre belletristischen Lektüren »nicht weniger wahr und verpflichtend als die Ermahnungen der Propheten aus der Heiligen Schrift« sind (VaAa 136), und
149 Vgl. Dauner: Literarische Selbstreflexivität, S. 95f.
150 Zipfel: »Fiktionssignale«, S. 112.
269
270
Richard Slipp: Gedächtnis und Erzählen
Thomas in Horns Ende, der die versteckten erotischen Hefte seines Vaters als dessen eigene, wahre Memoiren, die darin enthaltenen fingierten Dokumente (Fotos, Theaterkarten usw.) als eine Sammlung von Andenken an eine frühere Liebesaffäre missdeutet
(HE 148–156).
Man kann diese liebevolle Verspottung der Naivität der Figuren gewiss als eine indirekte Warnung an die Leser*innen, auch den vorliegenden Text nicht einer allzu wortwörtlichen Lesart zu unterziehen151 ; dies scheint sogar expliziten Ausdruck in den Worten Tante Magdalenas in Von allem Anfang an zu finden, die ermahnt: »[…] in den Romanen werde das Leben im Allgemeinen viel zu dramatisch beschrieben, so dass sie für den
eigenen Alltag wenig nutzen brächten und man sich hüten sollte, sie für bare Münze zu
nehmen oder sich gar von ihnen leiten zu lassen« (VaAa 135).152 Nicht zuletzt aber machen
solche Stellen den Lesenden ihre Rolle bei der Konstruktion von Bedeutung bewusst und
fordern sie zum Nachdenken nicht nur über das Verhältnis zwischen Fiktion und Realität, sondern auch über den Akt des Lesens im Allgemeinen auf. Dass das Lesen und Deuten fiktiver Texte, ebenso wie das Erinnern an Vergangenes, immer nach gegenwärtigen
Bedürfnissen erfolgt, zeigt sich am neuen Erfahren der Literatur durch den einst skeptischen Waldemar Gejm; konfrontiert mit Zufällen und Schicksalsschlägen, die nicht in
sein wissenschaftliches Weltbild passen, entdeckt er ein unvermutetes Potenzial in den
Texten:
»[…] nun war ihm diese Lektüre ein willkommener Zeitvertreib, und zu seiner eigenen
Überraschung war er von der Lebensgeschichte einer französischen Madame namens
Bovary, die vermutlich ebenso realistisch war wie jene zum Staatsrat aufgestiegene
russische Assessorennase, zu Tränen gerührt, was ihn überraschte, befremdete und
verstörte.« (T 328)
Insofern der lesende Gejm ungeachtet seines nach wie vor ausgeprägten Bewusstseins
der Fiktivität der in Flauberts Roman erzählten Geschichte dennoch so stark vom Schicksal der Hauptfigur betroffen wird, werden mögliche, wichtige Interpretationshinweise
an die realen Leser*innen von Trutz erkennbar. Diese betreffen vor allem einige Funktionen des ständigen Bekenntnisses des Textes zur Fiktionalität. Denn, wenn im Roman
immer wieder signalisiert wird, dass das Erzählen fiktional und das Erzählte fiktiv ist,
dann soll – analog der tief greifenden Wirkung der Lektüre auf Gejm – die Erzählung
deswegen nicht als minder wertvoll gelten; im Gegenteil wird suggeriert, dass die fiktionale Literatur einiges in der (Re-)Konstruktion von Vergangenheit zu vollziehen vermag,
was einer den verifizierbaren Tatsachen vorgeblich treuen Geschichtsschreibung versagt
bleibt. Hutcheon charakterisiert, Frank Kermode paraphrasierend, diese Ur-Funktionen
menschlichen Erzählens, wie folgt:
151
152
Christl Kiewitz hat gezeigt, wie dieses Beispiel aus Horns Ende zur Kritik an einer Leserhaltung
dient, die – besonders »unter den Bedingungen der Zensur« – versucht, Texte auf der Suche nach
»Aussagen über die Realität« zu dekodieren; Christl Kiewitz: Der stumme Schrei, S. 205.
Eine vergleichbare, wenn viel zynischere Einstellung lässt sich bei Dr. Spodeck in Horns Ende feststellen: »Ich lese sie [Bücher] nicht mehr, dafür fehlt mir die Geduld. Ich bin es überdrüssig, erfundenen Figuren nachzugehen und den Gesprächen des Papiers zuzuhören, diesen angestrengten,
künstlichen Gebärden vorgeblichen Lebens« (HE 9).
8. Ein Jahr, zwei »Jahrhundertromane«: Glückskind mit Vater und Trutz
»[…] fictions are indeed man’s way of dealing with the discrete brute facts of chaotic
reality. He constructs ordered worlds, mental structures, which humanize time by giving it the form of narrative plots. […] The novel is not a copy of the empirical world,
nor does it stand in opposition to it. It is rather a continuation of that ordering, fictionmaking process that is part of our normal coming to terms with experience.«153
Die Leistung des weder an Aktenbefunde noch an die Monoperspektive eines Protagonisten gebundenen Erzählers von Trutz geht über eine bloße Trostfunktion hinaus und
besteht vor allem in seiner Fähigkeit, mithilfe dichterischer Erfindung das Geschichtliche zu vervollständigen, zu erklären, Sinn zu stiften, sich mehrere parallele Realitätsversionen vorzustellen und das zuweilen Unfassbare in Worte zu fassen.
153
Hutcheon: Narcissistic Narrative, S. 88–89.
271
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Plasticity of network dynamics as observed experimentally requires heterogeneity of the network connectivity pattern
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POSTER PRESENTATION POSTER PRESENTATION Huertas et al. BMC Neuroscience 2013, 14(Suppl 1):P360
http://www.biomedcentral.com/1471-2202/14/S1/P360 Open Access Open Access Plasticity of network dynamics as observed
experimentally requires heterogeneity of the
network connectivity pattern
Marco A Huertas1, Marshall Hussain Shuler2, Harel Z Shouval1*
From Twenty Second Annual Computational Neuroscience Meeting: CNS*2013
Paris, France. 13-18 July 2013 slowly decays to base level at the time of reward, 2) a
sustained decrease (SD) in firing rate until the time of
reward and 3) a population firing rate that initially
decays and later peaks (P) at the time of reward [1,2]. In
a previous computational approach [3,4] we proposed a
model that accounts for the mechanism responsible for
the SI type of response that allowed the synaptic weights
of the lateral connectivity between neurons in an excita-
tory population to learn the correct values over several Recent in vivo experiments in rats [1,2] have shown that
when visual stimulation is paired with a reward signal,
neurons in the visual cortex (V1) can exhibit population
responses that correlate well with the expected time of
the reward. This indicates that V1 neurons have the
ability to learn to report the expected times in the sec-
onds range. Data from extracellular recordings suggest
that there are at least three different types of responses:
1) a sustained increase (SI) in population firing rate that Figure 1 A. Responses of excitatory population in network model that can report the time of reward (cyan line): SI (black), P (red) and
SD (green). The network is initially driven by 400 ms of simulated input from LGN corresponding to full-field stimulation (magenta lines) and
background noise. B. Population firing rate. Figure 1 A. Responses of excitatory population in network model that can report the time of reward (cyan line): SI (black), P (red) and
SD (green). The network is initially driven by 400 ms of simulated input from LGN corresponding to full-field stimulation (magenta lines) and
background noise. B. Population firing rate. * Correspondence: Harel.Shouval@uth.tmc.edu
1Department of Neurobiology and Anatomy, University of Texas Medical
School, Houston TX, 77030, USA
Full list of author information is available at the end of the article
© 2013 Huertas et al; licensee BioMed Central Ltd. This is an Open Access article distributed under the terms of the Creative Commons
Attribution License (http://creativecommons.org/licenses/by/2.0), which permits unrestricted use, distribution, and reproduction in
any medium, provided the original work is properly cited. * Correspondence: Harel.Shouval@uth.tmc.edu
1Department of Neurobiology and Anatomy, University of Texas Medical
School, Houston TX, 77030, USA
Full list of author information is available at the end of the article © 2013 Huertas et al; licensee BioMed Central Ltd. Author details
1D
f 1Department of Neurobiology and Anatomy, University of Texas Medical
School, Houston TX, 77030, USA. 2Department of Neuroscience, The Johns
Hopkins University, Baltimore MD, 21205, USA. Plasticity of network dynamics as observed
experimentally requires heterogeneity of the
network connectivity pattern
Marco A Huertas1, Marshall Hussain Shuler2, Harel Z Shouval1*
From Twenty Second Annual Computational Neuroscience Meeting: CNS*2013
Paris, France. 13-18 July 2013 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. © 2013 Huertas et al; licensee BioMed Central Ltd. This is an Open Access article distributed under the terms of the Creative Commons
Attribution License (http://creativecommons.org/licenses/by/2.0), which permits unrestricted use, distribution, and reproduction in
any medium, provided the original work is properly cited. Page 2 of 2 Page 2 of 2 Huertas et al. BMC Neuroscience 2013, 14(Suppl 1):P360
http://www.biomedcentral.com/1471-2202/14/S1/P360 Huertas et al. BMC Neuroscience 2013, 14(Suppl 1):P360
http://www.biomedcentral.com/1471-2202/14/S1/P360 Huertas et al. BMC Neuroscience 2013, 14(Suppl 1):P360
http://www.biomedcentral.com/1471-2202/14/S1/P360 trials such that the population firing-rate decayed slowly
(due to reverberations) until the time of reward. Here
we present an expanded network model that can
account for the three types of responses observed in the
in vivo experiments (Figure 1). The model consists of
two populations of integrate-and-fire neurons, one exci-
tatory and the other inhibitory. We use our previously
proposed plasticity rule [4] to learn the excitatory effica-
cies in the model while keeping the inhibitory connec-
tions fixed. We also assume a sparse and heterogeneous
connectivity pattern. Under these assumptions the three
response types (SI, SD, P) emerge naturally from the
learning rule applied to the synaptic weight. This model
also exhibits heterogeneity within the different response
types, as observed experimentally. The model also exhi-
bits significant robustness to variations of static synaptic
weights to and from the inhibitory population and to
the presence of noise that generates realistic spike
statistics. 1Department of Neurobiology and Anatomy, University of Texas Medical
School, Houston TX, 77030, USA. 2Department of Neuroscience, The Johns
Hopkins University, Baltimore MD, 21205, USA. References References
1. Shuler MG, Bear MF: Reward timing in the primary visual cortex. Science
2006, 311(5767):1606-9. 2. Chubykin AA, Roach EB, Bear MF, Shuler MG: A cholinergic mechanism for
reward timing within primary visual cortex. Neuron 2013, 77(4):723-735. 3. Gavornik JP, Shouval H: A network of spiking neurons that can represent
interval timing: mean field analysis. J Comput Neurosci 2011,
30(2):501-132. 4. Gavornik JP, Shuler MG, Loewenstein Y, Bear MF, Shouval HZ: Learning
reward timing in cortex through reward dependent expression of
synaptic plasticity. Proc Natl Acad Sci USA 2009, 106(16):6826-31. doi:10.1186/1471-2202-14-S1-P360
Cite this article as: Huertas et al.: Plasticity of network dynamics as
observed experimentally requires heterogeneity of the network
connectivity pattern. BMC Neuroscience 2013 14(Suppl 1):P360. 1. Shuler MG, Bear MF: Reward timing in the primary visual cortex. Science
2006, 311(5767):1606-9. 1. Shuler MG, Bear MF: Reward timing in the primary visual cortex. Science
2006, 311(5767):1606-9. 2. Chubykin AA, Roach EB, Bear MF, Shuler MG: A cholinergic mechanism for
reward timing within primary visual cortex. Neuron 2013, 77(4):723-735. 3. Gavornik JP, Shouval H: A network of spiking neurons that can represent
interval timing: mean field analysis. J Comput Neurosci 2011,
30(2):501-132. 4. Gavornik JP, Shuler MG, Loewenstein Y, Bear MF, Shouval HZ: Learning
reward timing in cortex through reward dependent expression of
synaptic plasticity. Proc Natl Acad Sci USA 2009, 106(16):6826-31. 4. Gavornik JP, Shuler MG, Loewenstein Y, Bear MF, Shouval HZ: Learning
reward timing in cortex through reward dependent expression of
synaptic plasticity. Proc Natl Acad Sci USA 2009, 106(16):6826-31. 4. Gavornik JP, Shuler MG, Loewenstein Y, Bear MF, Shouval HZ: Learning
reward timing in cortex through reward dependent expression of
synaptic plasticity. Proc Natl Acad Sci USA 2009, 106(16):6826-31. doi:10.1186/1471-2202-14-S1-P360
Cite this article as: Huertas et al.: Plasticity of network dynamics as
observed experimentally requires heterogeneity of the network
connectivity pattern. BMC Neuroscience 2013 14(Suppl 1):P360. doi:10.1186/1471-2202-14-S1-P360
Cite this article as: Huertas et al.: Plasticity of network dynamics as
observed experimentally requires heterogeneity of the network
connectivity pattern. BMC Neuroscience 2013 14(Suppl 1):P360. References Submit your next manuscript to BioMed Central
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Simulating dissolved 90Sr concentrations within a small catchment in the Chernobyl Exclusion Zone using a parametric hydrochemical model
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Scientific reports
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| 6,554
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Simulating dissolved 90Sr
concentrations within a small
catchment in the Chernobyl
Exclusion Zone using a parametric
hydrochemical model
PEN Yasunori Igarashi 1 ✉, Yuichi Onda 2, Jim Smith 3, Sergey Obrizan4, Serhii Kirieiev5,
Volodymyr Demianovych5, Gennady Laptev6, Dmitri Bugai7, Hlib Lisovyi6, Alexei Konoplev1,
Mark Zheleznyak1, Yoshifumi Wakiyama1 & Kenji Nanba1 Strontium-90 (90Sr) is the major long-lived radionuclide derived from the Chernobyl accident, and is still
being detected in the heavily contaminated catchments of the Chernobyl Exclusion Zone. This study
examines the long-term decrease in the dissolved-phase 90Sr concentration and the concentration–
discharge (90Sr-Q) relationship in stream water since the accident. We show that the slow decline in
90Sr follows a double-exponential function, and that there is a clear relationship between 90Sr and
Q. This study is the first to reveal that the log(90Sr)-log(Q) slope has been gradually decreasing since
the accident. This trend persists after decay correction. Thus, it is not caused by the physical decay of
90Sr and environmental diffusion, but implies that the concentration formation processes in stream
water have been changing over a long period. We propose a hydrochemical model to explain the time-
dependency of the 90Sr-Q relationship. This paper presents a mathematical implementation of the new
concept and describes the model assumptions. Our model accurately represents both the long-term
90Sr trend in stream water and the time-dependency of the 90Sr-Q relationship. Although this paper
considers a small catchment in Chernobyl, the conceptual model is shown to be applicable to other
accidental releases of radionuclides. It has been 34 years since the Chernobyl nuclear power plant (CNPP) accident in Ukraine (Fig. 1), when
large amounts of radionuclides were released into the environment. At present, high levels of dissolved-phase
strontium-90 (90Sr) are still being detected in the small catchment streams inside the Chernobyl Exclusion Zone
(CEZ) (Fig. 2b). The main long-term source of exchangeable and available 90Sr in the CEZ soils is micron-sized
“fuel particles” (FP) that are gradually dissolving. These are derived from the accidental release from CNPP Unit
4 on 26 April, 1986, and were formed by the mechanical destruction of nuclear fuel. The dissolution rate of FP
in CEZ soils varies from several percent to several tens of percent of the activity inventory per year, depending
on the degree of oxidation of the particle UO2 matrix and the ambient geochemical conditions (e.g. soil solution
pH and oxygen availability)1–6. www.nature.com/scientificreports www.nature.com/scientificreports www.nature.com/scientificreports OPEN OPEN Simulating dissolved 90Sr
concentrations within a small
catchment in the Chernobyl
Exclusion Zone using a parametric
hydrochemical model
PEN The 90Sr from small streams in the CEZ is discharged into the main Pripyat river,
which is a critical component of the Dnieper river–reservoir system, one of the largest surface water systems in
Europe7. Through this river system, 90Sr is also transported to the Kiev metropolitan area in Ukraine. Therefore,
predicting and evaluating the radionuclide flux within the water system, and using models to evaluate the poten-
tial radiological consequences to the downstream population, remain important tasks. 1Institute of Environmental Radioactivity, Fukushima University, Fukushima, 960-1296, Japan. 2Center for Research
in Isotopes and Environmental Dynamics, University of Tsukuba, Tsukuba, 305-8572, Japan. 3School of Earth &
Environmental Sciences, University of Portsmouth, Portsmouth, PO1 3QL, UK. 4The Chornobyl Radiation and
Ecological Biosphere Reserve, Chernobyl, 07270, Ukraine. 5Chernobyl Ecocentre, State Agency of Ukraine on
Exclusion Zone Management, Chernobyl, 07261, Ukraine. 6Ukrainian Hydrometeorological Institute, Kiev, 03028,
Ukraine. 7Institute of Geological Sciences, Kiev, 01601, Ukraine. ✉e-mail: y-igarashi@ipc.fukushima-u.ac.jp Scientific Reports | (2020) 10:9818 | https://doi.org/10.1038/s41598-020-66623-4 www.nature.com/scientificreports/ Figure 1. Location of Sakhan river catchment at the Chernobyl Exclusion Zone in northern Ukraine with 90Sr
inventory in 1997. Flow situation at the Sakhan river mouth in July 2017 (C) and February 2018 (D). igure 1. Location of Sakhan river catchment at the Chernobyl Exclusion Zone in northern Ukraine with 90Sr
nventory in 1997. Flow situation at the Sakhan river mouth in July 2017 (C) and February 2018 (D). Figure 2. Time series of observed discharge (Q: mm/day) (A), dissolved-phase 90Sr concentration (Bq/m3) (B). igure 2. Time series of observed discharge (Q: mm/day) (A), dissolved-phase 90Sr concentration (Bq/m3) (B). The annual-scale dissolved 90Sr concentration in the CEZ rivers is known to exhibit a rapid decrease in recently
deposited activity followed by slower transfers during subsequent years, and this can be adequately expressed by
an exponential function8–10. At the same time, the 90Sr concentration varies widely over the course of a year. For
instance, the 90Sr concentration increases with increasing water levels in the Pripyat river during the snowmelt
season11,12. The short-term temporal variations in 90Sr concentration in the CEZ rivers have been expressed using
two- and three-dimensional numerical simulations13–15. Scientific Reports | (2020) 10:9818 | https://doi.org/10.1038/s41598-020-66623-4 Theory
d Based on the clear relationship between 90Sr and Q from Chernobyl24–26, we assumed that the 90Sr-Q relationship
in Chernobyl rivers could be described by the parametric C-Q model16–23. As the C-Q relationship, which is
primarily determined by the solutes produced from mineral weathering/leaching, is governed by geochemical
processes and climate, it is assumed to be in a steady state. It is also assumed that the radionuclide concentrations
in the local streams are affected by weathering/leaching processes1–5 in the environment. For instance, the radi-
oactive half-life of 90Sr is 28.79 years, which is too fast to assume a steady state in the C-Q relationship. Thus, the
time series of observed dissolved 90Sr concentrations should be corrected by the long-term diminishing trend. The long-term diminishing trend of 90Sr concentrations (Cref: Bq/m3) in the stream is expressed as follows: α
λ
β
λ
=
−
+
×
. +
−
+
×
. C
t
k
t
k
t
( )
exp[
(
)
/365 25]
exp[
(
)
/365 25]
(1)
ref
1
2 (1) α
λ
β
λ
=
−
+
×
. +
−
+
×
. C
t
k
t
k
t
( )
exp[
(
)
/365 25]
exp[
(
)
/365 25]
ref
1
2 where t (days) is the number of days after the Chernobyl accident (26/4/1986), λ (1/yr) is the physical decay rate
(= 0.024) of 90Sr, and α, β (Bq/m3), k1, and k2 (1/yr) are empirically determined (radionuclide-specific) constants. An exponential model from previous studies8–10 was used to describe the decrease in 90Sr concentrations over
decadal time-scales. The constants α, β, k1, and k2 were set so as to minimize the root mean square error (RMSE)
between the annual averaged values and the predicted values using the ‘optim’ package in the R software27. The
annual averaged values were used to avoid excessive fluctuations from non-averaged data in the model validation
stage. Igarashi model. This is a new conceptual model that derives a C-Q relationship by developing the idea of a
vertical distribution of the lateral flow of water across the vertical profile of soil water chemistry near the river19,22. The key assumption in our model is that the distribution of the lateral flow of soil22 and the vertical profile of radi-
onuclides in the soil provides a stream discharge and determines the radionuclide concentrations in a stream. Simulating dissolved 90Sr
concentrations within a small
catchment in the Chernobyl
Exclusion Zone using a parametric
hydrochemical model
PEN The differential equations governing the water and sedi-
ment transport, and the calculation of radionuclide concentrations using the distribution coefficient (Kd) between
sediment and water, have been used in short-term simulations.h The relationship between dissolved ions and/or other substances and the discharge rate (C-Q relationship) is a
general phenomenon that has been widely observed for soluble ions and dissolved organic carbon in various river
water systems worldwide16–23. The tight coupling between 90Sr and the stream discharge rate (Q) in CEZ rivers
can be explained by the empirical and theoretical background and parametric modelling developed in previous
hydrochemical studies24–26. Based on these studies, the variations in stream chemistry with respect to discharge Scientific Reports | (2020) 10:9818 | https://doi.org/10.1038/s41598-020-66623-4 www.nature.com/scientificreports/ can be explained by the variations in water and solute fluxes with respect to depth for a representative soil pro-
file19,22. Here, the source of 90Sr observed in the CEZ rivers is the oxidized/non-oxidized FP released by the acci-
dent2–5. The 90Sr dissolved from the FP is thought to migrate into the soil before being transported by the water
flux, finally reaching the river water. The difference between 90Sr in Chernobyl and the dissolved ions observed
in other catchments is that the soil solute concentration profile (in this case, vertical 90Sr concentration profile in
soil) changes over time. Thus, the 90Sr-Q relationship is assumed to change with time. Therefore, the goal of this
study is to examine the long-term 90Sr concentration formation process by focusing on the 90Sr-Q relationship and
to develop a conceptual model and mathematical implementation that explain the observed data in the field. The
analysis was performed using long-term field measurement data collected biweekly from the Sakhan catchment
in the CEZ (Fig. 1). The results of this study will not only inform better conceptual models for accident-derived
radionuclide concentrations in rivers, but also provide new concepts regarding the dissolved ion concentration
formation process in rivers. Theory
d The
radionuclide concentration profile in the soil is then represented by the following modified equation: c z t
C
dz
t
( , )
exp
(2)
ref
=
(2) where c(z, t) is the concentration as a function of depth z and time t since fallout on the surface (26/4/1986). Cref is
the long-term diminishing trend of 90Sr concentration, and d is a model coefficient. The z-axis has negative values
below the ground surface, and intersects the ground surface at z0. Thus, the 90Sr concentration in the stream is
defined by an integral expression, which can be solved analytically to give: =
+
C Q t
C bt
bt
d
bQ
a
( , )
(3)
d bt
ref
/ (3) This type of power-law function also represents an empirical method of describing the log(C)-log(Q) rela-
tionship. It has been clarified mathematically that the relationship between 90Sr and Q in a stream obeys a log-log
relationship. In this study, the model parameters were calibrated against observed 90Sr concentration data. The
objective function implemented in the Markov chain Monte Carlo modelling is the standard log-likelihood func-
tion. Details can be found in the Supplementary Information. Results
L
t Long-term decline and seasonal fluctuation of 90Sr concentration in CEZ streams. The long-
term trends of 90Sr and Q are shown in Fig. 2(a,b). Unfortunately, data for Q and the 90Sr concentration were not
available for the four years following the accident. Thus, we focused on the long-term time series in 90Sr and Q. Firstly, we found that the long-term data indicate large seasonal variations in Q (Fig. 2a). High values of Q were
observed from March–May each year, which is defined as the snowmelt season, with the highest Q recorded on
April 13, 2013 (Q = 4.2 mm/day). After the snowmelt season, Q began to decrease and stayed relatively low dur-
ing the summer. The lowest Q was recorded between August 4 and December 5, 2015 (Q = 0.004 mm/day). 90Sr
concentrations exhibit a long-term decline following a double-exponential function. We applied the exponential
function to the 90Sr concentration data measured from 1990–2016 (Fig. 2b). The fitted parameters of the exponen-
tial model are α = 9357 (Bq/m3), β = 2500 (Bq/m3), k1 = 0.254 (1/yr), and k2 = 0.002 (1/yr). A large seasonality
was also observed in the long-term decrease in 90Sr concentrations. High 90Sr values were observed during the
snowmelt season, and 90Sr decreased during the summer. Here, the mean observed 90Sr concentrations in stream Scientific Reports | (2020) 10:9818 | https://doi.org/10.1038/s41598-020-66623-4 www.nature.com/scientificreports/ Figure 3. Response of dissolved-phase 90Sr concentrations (A) and 90Sr/Cref (B) to discharges rate. (1), (2), and
(3) for each panel indicate the period used for aggregation, 1991–2000, 2001–2010, and 2011–2016, respectively. Grey dots indicate the observed values. Black dots and bars represent averages and quantiles for observed 90Sr,
divided into 10 classes by the x-axis. Dashed lines express the best-fitted power-law regression lines for each
period. Figure 3. Response of dissolved-phase 90Sr concentrations (A) and 90Sr/Cref (B) to discharges rate. (1), (2), and
(3) for each panel indicate the period used for aggregation, 1991–2000, 2001–2010, and 2011–2016, respectively. Grey dots indicate the observed values. Black dots and bars represent averages and quantiles for observed 90Sr,
divided into 10 classes by the x-axis. Dashed lines express the best-fitted power-law regression lines for each
period. water decreased from ~3340 (Bq/m3) in the period 1990–1995 to ~1450 (Bq/m3) from 2012–2016. Using the
observed 90Sr concentrations and Q, the wash-off of 90Sr through the stream discharge (from 1993–2016) was
estimated to be ~5.0 (kBq/m2). Results
L
t This is only 1% of the initial 90Sr inventory across the whole watershed. Response of 90Sr concentration to stream discharge rate. The relationship between 90Sr concen-
tration and Q is shown in Fig. 3. A power-law function (y = px q) was fitted for each period (Fig. 3), and the
parameter p was found to decrease according to the physical decay of 90Sr and diffusion in the environment; the
power-law exponent q (slope of log(90Sr)-log(Q)) also decreased over time (Fig. 3, a1–a3). This study is the first
to show the time-dependency of the 90Sr-Q relationship from long-term field observations in the Sakhan catch-
ment. When the 90Sr concentration was corrected according to its long-term attenuation (90Sr/Cref), the constant
parameter p was found to range from 1.41–1.73, but the power-law exponent q continued to decrease even after
the attenuation correction (Fig. 3, b1–b3). This result means that the time-dependency of the 90Sr-Q relationship
is not caused by the long-term attenuation of the 90Sr concentration, but by the changing concentration formation
processes over a long period of time. Scientific Reports | (2020) 10:9818 | https://doi.org/10.1038/s41598-020-66623-4 www.nature.com/scientificreports/ Interestingly, the normalized surface wash-off coefficient for dissolved-phase 90Sr (Nl(90Sr))
during summer rainfall events is almost twice that of the snowmelt season1. This is because 90Sr exchange between
wash-off liquid and topsoil cannot occur when the topsoil layer is frozen29. However, as reported in previous
studies14,25,26, high 90Sr concentrations appear in high-Q periods (i.e. snowmelt season, heavy rainfall). Here, the
discharge process could be the key to understanding the formation of solutes in the river. As shown by Freed
et al.25,26, there is a clear correspondence between the stream flow and the groundwater level, and in the Chernobyl
area, which is characterized by small differences in elevation within the basin, small increases in the ground-
water level would cause large increases in the area of saturated soils. A relatively large contribution from the
near-surface layer could then recharge the discharge level, leading to high dissolved-phase 90Sr concentrations
in the snowmelt season. In addition, the effect of Nl(90Sr) on the 90Sr concentration in the river could be limited,
because this region is too flat for the wash-off liquid to reach the river30. Frequent sampling could reveal a link
between heavy rainfall events and 90Sr wash-off during the summer, therefore, requires further study.i yf
g
q
y
Another key finding of this study besides the clear 90Sr-Q relationship is the time-dependency of the 90Sr-Q
relationship from long-term field observations (Fig. 3a). It is also worth noting that the time-dependency of the
90Sr-Q relationship is preserved after the attenuation correction of 90Sr (Fig. 3b). Clearly, the log(90Sr/Cref)-log(Q)
slope during the first 10-year period (1991–2000) is greater than that in the last six years (2011–2016). If the
90Sr concentration in the stream is determined by the interaction between water and solutes in the soil, the
time-dependency of the 90Sr-Q relationship is presumably the result of a temporal change in the solute concen-
tration in the soil19,22. This is because the water flow pathways in the soil do not change over timescales of a few
decades. The solute concentration in the soil, which is the source of 90Sr in the stream water, is thought to have
changed over time just after the accident. In fact, the vertical profile of the 90Sr concentration in the soil changes
with time. This is the result of leaching from the initially deposited FP and subsequent downward movement
in the soil1,31. Various previous studies have discussed the C-Q relationship. www.nature.com/scientificreports/ initial sharp drop in concentration is represented by a parameter value of 0.09 (1/yr)9. The long-term attenuation
component calculated from a study of 90Sr in five Belarusian rivers was also estimated to be 0.09 (1/yr)10. From
our results, the long-term reduction in 90Sr concentrations in the Sakhan catchment (k1 = 0.27 (1/yr)) is three
times higher than the rates reported for other rivers only 90 km away. Other rivers in Belarus are also located
in the Belarusian Chernobyl area, and it is unlikely that k has been affected by climatological differences. This
finding may be attributed to the fact that the main source of 90Sr in the Sakhan catchment soils is non-oxidized
FP that is dissolving relatively slowly;2–5 this forms the “Western trace” of Chernobyl contamination across the
Sakhan watershed. The dissolution rate of 90Sr from non-oxidized FP is 7–10 times slower than from oxidized
FP, and model estimates2 show that, in 2016, the main portion of radionuclides (up to 47% at pH = 6.0) was still
within the particle matrix in the Western trace, whereas the basic portion of FP had dissolved by this time at other
points. Therefore, the slow dissolution of FP (which has already disappeared from other basins) incorporating
90Sr in the Sakhan catchment could lead to the higher k value compared with the other regions mentioned above. Overall, k is an integral parameter that can be influenced by both hydrological run-off processes and geochemical
factors (controlling the leaching of 90Sr from FP and redistribution in soils) in the catchment. Further studies are
needed to clarify this issue. 90Sr-Q relationship and its time-dependency. An accurate description of the response of the 90Sr con-
centration to Q is another important mission in this study. The variation of 90Sr corresponded to increases in Q
during the snowmelt season and subsequent decreases in summer (Fig. 2b). The recurring annual pattern in Q,
which rises in the spring and falls in the summer, is clearly influenced by snow melting in spring11,25,26 and the
increase in evapotranspiration in summer28. As for the 90Sr-Q relationship, studies have shown that 90Sr increases
when the flow rate of the main stream of the Pripyat River increases during the snowmelt period14,15, and 90Sr
concentration have also been found to increase with spring floods in small catchments under the influence of
discharge levels25,26. Scientific Reports | (2020) 10:9818 | https://doi.org/10.1038/s41598-020-66623-4 Discussion
d Long-term decline of 90Sr concentration. The contamination of stream water by 90Sr continues to pose
problems in the CEZ. Long-term monitoring and simple modelling are needed to ensure the safety of water usage
in downstream areas and to further understand the dissolved 90Sr dynamics. For this study, we obtained data from
continuous observations of dissolved-phase 90Sr concentrations and stream water discharges from 1990–2016
in the Sakhan catchment, located northwest of CNPP. We then applied a double-exponential model to the long-
term 90Sr data. As shown in Fig. 2b, we were able to model the long-term decline in the 90Sr concentration. The
best-fit parameter values for k1 and k2 were found to be 0.27 (1/yr) and 0.03 (1/yr), respectively. Note that our 90Sr
data start from 1990, five years after the accident. In general, exponential functions for the decay of radionuclide
concentrations in rivers are thought to consist of a fast “flush” of activity as a result of rapid wash-off processes,
a slow decline as a result of soil fixation and redistribution processes, and a very-long-term “equilibrium” situ-
ation8,9. According to Sasina et al.10, the fast flush phase of 90Sr concentrations originating from the Chernobyl
accident in Belarusian rivers lasted for about 0.04 years after the accident (there is a distance of about 90 km from
CNPP to the nearest point). Thus, the fast flush of activity as a result of rapid wash-off processes would already
have finished by the earliest monitoring year of 1990, and so the values obtained for k1 and k2 represent the slow
decline as a result of soil fixation and redistribution processes and the very-long-term equilibrium situation. For
90Sr deposited in rivers by global fallout (e.g. from atmospheric nuclear weapons testing), the slow decay after the Scientific Reports | (2020) 10:9818 | https://doi.org/10.1038/s41598-020-66623-4 www.nature.com/scientificreports/ www.nature.com/scientificreports/ In particular, previous attempts to
introduce parametric models and explain the C-Q relationship conceptually could help us to understand the
time-dependency of the 90Sr-Q relationship. New parametric model of 90Sr concentration. A previous hydrochemical study19 showed that the
stream water chemistry can be accurately explained by a conceptual model that builds on the interaction of the
vertical profiles of lateral water fluxes and soil solution chemistry. The mathematical implementation of this
conceptual model provides an analytical solution, and a physical explanation as a power function, which is empir-
ically used to describe the relationship between concentration and discharge22. Here, we propose a new concep-
tual hydrochemical model to explain the time-dependency of the 90Sr-Q relationship. The results of our model
(Eq. (4)) are compared against measurements for 1990–2016 in Fig. 4a. Our model shows that the long-term
diminishing trend of 90Sr is caused by the physical decay of 90Sr and diffusion in the environment, as well as
the variation of 90Sr concentration corresponding to changes in Q. Table 1 reports the best fitting parameter
with the range of credible values and the agreement between the modelled and observed 90Sr concentrations. Regardless of some uncertainty introduced by measurement errors, the model is sufficiently reliable to link 90Sr
and Q for the purposes of this work (R2 = 0.66). Figure 4c shows the response of 90Sr to Q for three periods (C1:
1991–2000, C2: 2001–2010, C3: 2011–2016), and the red dashed lines show the model result for the middle of
each period. Our model also adequately reproduces the time-dependency of the 90Sr-Q relationship for each of
these periods (Fig. 4c). The key assumption in our model is that the distribution of the lateral flow of soil and
the vertical profile of radionuclides in the soil provides a stream discharge and the radionuclide concentration
in a stream. This assumption is supported by the following physical processes observed in the CEZ. During
high-flow events (i.e. snowmelt, heavy rainfall), 90Sr is directly leached from the contaminated near-surface soil
and/or top layer of floodplain soils in the CEZ14. The resulting high groundwater table produces lateral flow and
increases the chances that more water will pass through the highly contaminated surface soil layer. This highly Scientific Reports | (2020) 10:9818 | https://doi.org/10.1038/s41598-020-66623-4 www.nature.com/scientificreports/ www.nature.com/scientificreports
tificreports/
Figure 4. Time series of observed (black) and modelled values (red) of dissolved-phase 90Sr concentrations. www.nature.com/scientificreports/ Orange dots indicate the posterior predictive credible interval (A). The relationship between observed and
modelled values of dissolved-phase 90Sr concentrations. The response of dissolved phase 90Sr concentrations to
discharges rate for each period are also shown in (C1-3). Red dashed lines in (C) indicate the model result for
the middle of each period. Figure 4. Time series of observed (black) and modelled values (red) of dissolved-phase 90Sr concentrations. Orange dots indicate the posterior predictive credible interval (A). The relationship between observed and
modelled values of dissolved-phase 90Sr concentrations. The response of dissolved phase 90Sr concentrations to
discharges rate for each period are also shown in (C1-3). Red dashed lines in (C) indicate the model result for
the middle of each period. Model
Parameter
R2
Igarashi model
Symbol
Best fit
2.5%
97.5%
0.66
a
0.28
0.14
1.09
b
1.37
0.74
3.05
d
2117
1032
2989
Table 1. Estimated model parameters and model agreement. Model
Parameter
R2
Igarashi model
Symbol
Best fit
2.5%
97.5%
0.66
a
0.28
0.14
1.09
b
1.37
0.74
3.05
d
2117
1032
2989
Table 1. Estimated model parameters and model agreement. Model
Parameter
R2
Igarashi model
Symbol
Best fit
2.5%
97.5%
0.66
a
0.28
0.14
1.09
b
1.37
0.74
3.05
d
2117
1032
2989
Table 1. Estimated model parameters and model agreement. Table 1. Estimated model parameters and model agreement. Table 1. Estimated model parameters and model agreement. contaminated soil water enters streams and rivers, leading to an increase in both flow rate and 90Sr concentration
in watercourses. Studies conducted in the Borschi watershed of the CEZ25,26 indicate that near-channel wetland
areas can act as a source of 90Sr to surface water. In this study, we assumed that the 90Sr concentration profile in
the soil is represented by an exponential function with a time component. Actually, the vertical profile of the 90Sr
concentration in soil changes with time according to vertical migration1,31 and transport by the water flow25,26. It has been reported that 90Sr had accumulated in deeper areas (more than 10 cm deep) and was depleted nearer
the surface (~5 cm depth) of wetland sediments near the stream some 14 years after the accident26. However, we
also need to focus on the source of 90Sr in the catchment. As shown by Ivanov et al.32, the peak 90Sr concentration
was on the soil surface in the Sakhan catchment, even 21 years after the accident. www.nature.com/scientificreports/ This is because the source of
90Sr in Sakhan is non-oxidized FP with a slow dissolution rate2–5. Thus, these previous studies support the use of
Eq. (3) to represent the temporal changes in the vertical profile of the 90Sr concentration in soil. In addition, our
model structure, in which the concentration converges to zero at low flow rates (Q → 0), is justified by the actual
hydrological processes. This is because the source of the river water is assumed to be deep groundwater when Q
is asymptotically close to zero, and the 90Sr concentration, which originates from FP, is assumed to be low, so the
90Sr concentration eluted from the groundwater can be assumed to be close to zero.hi g
This study is the first to show the long-term diminishing trend of the 90Sr concentration through the physical
decay of 90Sr and diffusion in the environment, as well as variations in the 90Sr concentration corresponding to
changes in the discharge rate. The mathematical implementation based on assumptions from previous studies
enables us to describe the time-dependency of the 90Sr-Q relationship. If the solute concentration gradient in the
soil involves hydrochemical processes in the river, our model can be applied to other radionuclides besides 90Sr. Finally, this study is the first to examine the relationship between dissolved-phase radionuclides and stream dis-
charge from a hydrochemical perspective, and highlights the applicability of this scheme to other radionuclides
in rivers. Scientific Reports | (2020) 10:9818 | https://doi.org/10.1038/s41598-020-66623-4 www.nature.com/scientificreports/ Methods Experiments were conducted at the Sakhan river in the CEZ (51.41°N, 30.00°E). This river lies within one of
the sub-catchments of the Pripyat River, and has a total surface area of 186.9 km2 (Fig. 1). Annual rainfall in the
CEZ is 500–600 mm/year. Monthly minimum and maximum temperatures are −6 °C and 19 °C, respectively. The catchment is largely covered by grassy meadow and wetlands. The forest area is occupied by coniferous and
mixed forests33. The geological strata are composed of sandy quaternary deposits33. The topography is relatively
flat. Local research institutes have been measuring the radionuclide concentrations in the local environment,
including in soil and river water collected from various sites in the CEZ, over a 30-year period since soon after the
CNPP accident. The 90Sr concentration and water discharge have been measured at the Sakhan river bridge mon-
itoring station, located 7 km northwest of the nuclear power plant. The initial average 90Sr concentration in the
soil was estimated to be 470.7 kBq/m2 (in 1986)5. The main long-term source of exchangeable and available 90Sr
in the Sakhan catchment is non-oxidized FP2–5. The measurement data used in this study were obtained from two
research institutes, the Ukrainian Hydrometeorological Institute (data period: 1990–1998) and the State Agency
of Ukraine on Exclusion Zone Management and Chernobyl Ecocentre (data period: 1999–2016). Sampling was
carried out in intervals of several weeks to several months in the initial phase. Continuous biweekly-interval
sampling commenced in March, 1992. The 90Sr measurement error, available only for the period 1999–2016, was
10.9 ± 2.01% (mean ± S.D.). Water discharge data were obtained by integrating the cross-section observations of
flow velocity and water depth from a concrete revetment under a bridge. To verify our estimates, flow rates were
also measured directly using an electromagnetic current meter from March–May 2018, and the differences in the
results were found to be insignificant. Received: 17 December 2018; Accepted: 26 May 2020;
Published: xx xx xxxx Received: 17 December 2018; Accepted: 26 May 2020;
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This work was supported by the Science and Technology Research Partnership for Sustainable Development
JST-JICA, Japan (SATREPS project; PI. Kenji Nanba; JPMJSA1603) and the Institute of Geological Sciences
Grant No.III-11-14 (from the Ukrainian National Academy of Sciences). We thank the staff of ECOCENTRE
and UHMI in Ukraine for their assistance in conducting the fieldwork. We dedicate this study to the memory
of our colleague and friend, Mr. Olexander Kadygrib, who contributed to this work from his great experience of
Chernobyl. We thank Stuart Jenkinson, PhD, from Edanz Group (www.edanzediting.com/ac) for editing a draft
of this manuscript. Competing interestsh p
g
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3. Matoshko, A. et al. Author contributions Y.I.: conception and design of the work; analysis of data. Y.O.: conception and design of the work; interpretation
of data. J.S., S.O., S.K., V.D. and G.L.: provision of river data (core data of this work). H.L.: analysis of GIS and
contamination map, D.B., A.K., M.Z., Y.W. and K.N.: interpretation of data. All authors reviewed the manuscript. Competing interests
The authors declare no competing interests. Additional information
Supplementary information is available for this paper at https://doi.org/10.1038/s41598-020-66623-4. Correspondence and requests for materials should be addressed to Y.I. Reprints and permissions information is available at www.nature.com/reprints. Publisher’s note Springer Nature remains neutral with regard to jurisdictional claims in published maps and
institutional affiliations. Open Access This article is licensed under a Creative Commons Attribution 4.0 International
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format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Cre-
ative Commons license, and indicate if changes were made. The images or other third party material in this
article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the
material. If material is not included in the article’s Creative Commons license and your intended use is not per-
mitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the
copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/. © The Author(s) 2020 Additional information Supplementary information is available for this paper at https://doi.org/10.1038/s41598-020-66623-4. Correspondence and requests for materials should be addressed to Y.I. Correspondence and requests for materials should be addressed to Y.I. Reprints and permissions information is available at www.nature.com/reprints. Reprints and permissions information is available at www.nature.com/reprints. Publisher’s note Springer Nature remains neutral with regard to jurisdictional claims in published maps and
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https://www.frontiersin.org/articles/10.3389/fped.2018.00421/pdf
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English
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Childhood Vasculitis
|
Frontiers in pediatrics
| 2,019
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cc-by
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Anja Schnabel 1* and Christian M. Hedrich 1,2,3* 1 Pädiatrische Rheumatologie, Klinik und Poliklinik für Kinder- und Jugendmedizin, Universitätsklinikum Carl Gustav Carus, TU
Dresden, Dresden, Germany, 2 Department of Women’s and Children’s Health, Institute of Translational Medicine, University
of Liverpool, Liverpool, United Kingdom, 3 Department of Paediatric Rheumatology, Alder Hey Children’s NHS Foundation
Trust Hospital, Liverpool, United Kingdom The term vasculitis covers heterogeneous disorders that share the presence of
inflammation of blood vessel walls. Immune cell infiltrates can vary significantly and
involve granulocytes or mononuclear cells. Vasculitis can be a symptom of other
underlying disorders or the underlying cause of organ specific or systemic disease. Classification of childhood vasculitis is based on clinic, the size of predominantly affected
vessels, and the histopathology of inflammatory infiltrates. Timely and accurate diagnosis
and (where necessary) treatment initiation determine disease progression and outcomes. In light of new developments and the identification of autoinflammatory conditions with
vasculitis, new classification tools may be discussed. Keywords: vasculitis, inflammation, systemic disease, kawasaki disease, granulomatosis with polyangitis,
purpura, classification, paediatric REVIEW
published: 10 January 2019
doi: 10.3389/fped.2018.00421 Keywords: vasculitis, inflammation, systemic disease, kawasaki disease, granulomatosis with polyangitis,
purpura, classification, paediatric BACKGROUND Edited by:
Rita Consolini,
University of Pisa, Italy Vasculitis is an umbrella term for various and heterogeneous disorders sharing the presence
of inflammation of blood vessel walls. Immune cell infiltrates can vary significantly and
involve granulocytes (neutrophils, eosinophils) or mononuclear cells (monocytes/macrophages,
lymphocytes). Vasculitis can be a symptom of other underlying disorders (secondary vasculitis:
infections, medication intake, malignancies, autoimmune/inflammatory conditions, etc.) or the
cause of organ specific or systemic disease. In the latter case, the term “primary vasculitis” is used
(1). Reviewed by:
Toni Hospach,
Klinikum Stuttgart, Germany
Aleš Janda, Reviewed by:
Toni Hospach,
Klinikum Stuttgart, Germany
Aleš Janda, Reviewed by:
Toni Hospach,
Klinikum Stuttgart, Germany
Aleš Janda,
University Hospital Freiburg, Germany *Correspondence:
Anja Schnabel
anja.schnabel@uniklinikum-dresden.de
Christian M. Hedrich
christian.hedrich@liverpool.ac.uk It has been an ongoing challenge to classify childhood vasculitis, which is usually based
on clinical phenotypes (e.g., single organ vs. systemic vasculitis), the size of predominantly
affected vessels (small/medium/large), and the histopathology of inflammatory infiltrates
(e.g., granulomatous vs. non-granulomatous). The most commonly applied classifications are
the updated Chapel Hill consensus conference criteria for systemic vasculitis (2012) (2),
which have not been developed specifically for children, and the EULAR (European League
against Rheumatism)/PRES (Pediatric Rheumatology European Society)/PRINTO (Pediatric
Rheumatology International Trials Organization) classification criteria for childhood vasculitis (3–
5). Both sets of criteria are largely identical for primary systemic vasculitis (Figure 1) (with the
exception for giant cell arteritis), but show some differences for the classification of secondary forms
(Table 1) and vasculitis limited to single organ systems. Specialty section:
This article was submitted to
Pediatric Immunology,
a section of the journal
Frontiers in Pediatrics
Received: 15 September 2018
Accepted: 19 December 2018
Published: 10 January 2019
Citation:
Schnabel A and Hedrich CM (2019)
Childhood Vasculitis. Front. Pediatr. 6:421. doi: 10.3389/fped.2018.00421 This manuscript provides an overview on current classification of childhood vasculitis,
focusing on primary systemic vasculitis. We deliver a brief summary on clinical signs, basic
pathomechanisms involved and treatment options. More comprehensive discussion of individual
forms of vasculitis, their molecular pathophysiology and treatment available is discussed in focused
manuscripts of this special topic. Citation: January 2019 | Volume 6 | Article 421 1 Frontiers in Pediatrics | www.frontiersin.org Schnabel and Hedrich Childhood Vasculitis FIGURE 1 | Classification of primary childhood vasculitis based on revised Chapel Hill criteria (2012) and the EULAR/PRES classification (2–5). FIGURE 1 | Classification of primary childhood vasculitis based on revised Chapel Hill criteria (2012) and the EULAR/PRES classification (2–5). TABLE 1 | Selection of underlying causes in secondary vasculitis. Cause
Example
Infections
Viral: Hepatitis A/B/C, HIV, CMV
Bacterial: Neisseria, mycobacteria
Fungal: Candida, aspergillus
Malignancies
Lymphoma, lymphoproliferative syndrome, etc. Autoimmune
SLE, MCTD, JDM, IBD, etc. Medication, drugs
Serum sickness, G-CSF, amphetamines, cocaine, heroin, etc. Others
Multiple
HIV, Human immunodeficiency virus; CMV, Cytomegaly virus; SLE, Systemic lupus
erythematosus; MCTD, Mixed connective-tissue disease; JDM, Juvenile dermatomyositis;
IBD, Inflammatory bowel disease; G-CSF, Granulocyte colony stimulating factor. TABLE 1 | Selection of underlying causes in secondary vasculitis. Cause
Example
Infections
Viral: Hepatitis A/B/C, HIV, CMV
Bacterial: Neisseria, mycobacteria
Fungal: Candida, aspergillus
Malignancies
Lymphoma, lymphoproliferative syndrome, etc. Autoimmune
SLE, MCTD, JDM, IBD, etc. Medication, drugs
Serum sickness, G-CSF, amphetamines, cocaine, heroin, etc. Others
Multiple
HIV, Human immunodeficiency virus; CMV, Cytomegaly virus; SLE, Systemic lupus
erythematosus; MCTD, Mixed connective-tissue disease; JDM, Juvenile dermatomyositis;
IBD, Inflammatory bowel disease; G-CSF, Granulocyte colony stimulating factor. TABLE 1 | Selection of underlying causes in secondary vasculitis. factors, humoral, and cellular autoimmunological factors, as
well as infections have been discussed as contributors. Chronic
inflammation results in scarring and stenosis of large vessels
(6, 7). Clinical presentation of TA is highly variable, ranging
from mild symptoms (e.g., arterial hypertension and/or weak
peripheral pulses) to cardiac and/or respiratory failure, and
further organ involvement (CNS, gastrointestinal system, etc.). Disease stages prior to the development of key clinical
symptoms, such as “pulselessness,” are characterized by non-
specific symptoms associated with systemic inflammation and
include fever, night sweats, malaise, arthralgia, and myalgia. As inflammation progresses, vascular stenosis develop and
may result in intermittent claudication, vascular bruits and/or
hypertension (11). Diagnosis
is
usually
based
on
EULAR/PRINTO/PRES
classification criteria (Table 2) and informed by imaging (usually
MRI angiography; Figure 2). Biopsies may be helpful in unclear
cases (10, 12, 13). Frontiers in Pediatrics | www.frontiersin.org LARGE VESSEL VASCULITIS Large vessel vasculitis (LVV) mainly affects large arteries and
includes giant cell arteritis (2). In childhood, primary LVV
is limited to Takayasu arteritis (TA). Temporal giant cell
arteritis, that predominantly involves the temporal artery, carotid
and/or vertebral arteries, does not occur in children (1, 3,
5). Takayasu arteritis (TA) is characterized by granulomatous
vasculitis of the aorta and/or its main branches, but also coronary
and/or pulmonary arteries (6, 7). While TA usually manifests
in the third or fourth decade, children (including infants)
and adolescents can develop disease. The exact incidence and
prevalence of TA in childhood is not known and variation
has been reported between geographical regions for adults
(UK: 0.8/million vs. Asia 2/million; likely 10–20% of who
are children) (8, 9). Girls and young women are more
frequently affected when compared to boys (3:1) (10). The
molecular pathophysiology of TA remains unclear, and genetic Treatment is guided by organ involvement and pre-
existing damage and is currently not standardized (14). Pharmaceutical treatment involves corticosteroids as first-line
induction treatment (15), disease-modifying antirheumatic
drugs methotrexate (MTX), azathioprine (AZA), cyclosporine
A (CsA), and mycophenolate mofetil (MMF), TNF inhibitors
(infliximab/IFX,
adalimumab/ADA,
etanercept/ETA),
IL-
6
inhibitors
(Tocilizumab),
and
B
cell
depleting
agents
(Rituximab/RTX) (14, 16–19). Furthermore, Cyclophosphamide
(CPM) can be discussed but should be reserved for otherwise
treatment
refractory
or
acutely
life-threatening
cases. If
hemodynamically relevant vessel stenosis occur, interventional
or surgical interventions may be necessary, but should be avoided
if possible, since they are discussed to promote inflammation
(14). January 2019 | Volume 6 | Article 421 Frontiers in Pediatrics | www.frontiersin.org 2 Childhood Vasculitis Schnabel and Hedrich MEDIUM-SIZED VESSEL VASCULITIS primary childhood vasculitis (Japan 239/100,000 children under
5 years), in predominantly Caucasian populations (9/100,000
children under 5 years), Henoch Schönlein purpura (HSP) is
more common (see below). The molecular pathophysiology of
KD is unclear (22–24). Genetic predisposition (BLK, CASP3,
CD40, FCGR2A, HLA class II, IPTKC), infectious triggers,
super antigens, humoral factors and immune complexes have
been suggested to contribute. In the acute phase of KD,
monocytes/macrophages and T cells produce pro-inflammatory
mediators that result in endothelial inflammation and the clinical
picture of KD (22, 23). This group includes two forms of primary childhood vasculitis:
Kawasaki disease and polyarteritis nodosa. Kawasaki disease (KD) is a systemic necrotizing vasculitis
of small and medium-sized vessels (20). A relatively common
and severe complication is the involvement of coronary arteries
that can result in aneurysms and cardiac infarction. KD is a
rare condition in adults. More than 90% of KD cases affect
children and infants (21). Globally, KD is the most common Most (75%) of patients develop KD before their 5th birthday. By definition, fever without focus is present in all KD patients. In children under 5 years-of-age, KD should be considered in the
case of unexplained fevers over 4–5 days (22, 23, 25). Infants are
less frequently but more severely (increased risk for aneurysm
development) affected and tend to exhibit “incomplete” clinical
pictures that can be challenging to diagnose (26). The term
“atypical KD” is reserved for children who fulfill diagnostic
criteria for KD, but experience a not typical disease course, which
may, amongst other symptoms include exudative pharyngitis
and/or
conjunctivitis,
aseptic
meningitis,
arthritis,
and/or
anterior uveitis. Without timely establishment of treatment, 15–
25% of KD patients will develop coronary aneurysms, which
define prognosis and long-term outcomes (27). Diagnosis is
based on criteria summarized in Table 3 and Figure 3 (28, 29). TABLE 2 | EULAR/PRINTO/PRES criteria for TA. Pathology in angiography
plus one of the following
Aorta or main branches, pulmonary arteries:
focal-segmental occluding or dilating
changes
exclude: arteriosclerosis and fibromuscular
dysplasia
(1) Absence of peripheral
pulses, claudication
Weak pulses over A. radialis and/or A. ulnaris;
muscle pain and/or weakness after minor exercise
(2) Asymmetrical BP
>10 mmHg (systolic) difference between arms
(3) Murmur (70%)
A. subclavia, A. carotis, abdominal aorta
(4) Hypertension
>95. Percentile
(5) Systemic inflammation
ESR > 20 mm/h, elevated CrP
BP, Blood pressure; CrP, C-reactive protein. exclude: arteriosclerosis and fibromuscular
dysplasia FIGURE 2 | Takayasu arteritis in a 12-year-old girl. (A) MRI angiography showing significant stenosis of the coeliac truncus (*) and lower aorta (→); artifacts are
caused by stent implants in renal arteries (L) (provided by Dr. Gabriele Hahn, Pädiatrische Radiologie, Universitätsklinikum Carl Gustav Carus, TU Dresden),
(B) transversal abdominal ultrasonography indicating significant stenosis of the coeliac truncus, (C) Stenosis of coeliac truncus resulting in pathologically increased
arterial blood flow velocity (provided by Dr. Heike Taut, Klinik und Poliklinik für Kinder- und Jugendmedizin, Universitätsklinikum Carl Gustav Carus, TU Dresden). Consent of the patient was obtained to publish these images. FIGURE 2 | Takayasu arteritis in a 12-year-old girl. (A) MRI angiography showing significant stenosis of the coeliac truncus (*) and lower aorta (→); artifacts are
caused by stent implants in renal arteries (L) (provided by Dr. Gabriele Hahn, Pädiatrische Radiologie, Universitätsklinikum Carl Gustav Carus, TU Dresden),
(B) transversal abdominal ultrasonography indicating significant stenosis of the coeliac truncus, (C) Stenosis of coeliac truncus resulting in pathologically increased
arterial blood flow velocity (provided by Dr. Heike Taut, Klinik und Poliklinik für Kinder- und Jugendmedizin, Universitätsklinikum Carl Gustav Carus, TU Dresden). Consent of the patient was obtained to publish these images. January 2019 | Volume 6 | Article 421 Frontiers in Pediatrics | www.frontiersin.org 3 Schnabel and Hedrich Childhood Vasculitis Laboratory findings reflect systemic inflammation and include
elevated CRP (≥30 mg/l) and ESR (>40/h), elevated liver
enzymes (ALT ≥50 U/l), hypoproteinemia, elevated cholestasis
parameters, thrombocytosis, leukocytosis, and/or anemia (22). Laboratory findings reflect systemic inflammation and include
elevated CRP (≥30 mg/l) and ESR (>40/h), elevated liver
enzymes (ALT ≥50 U/l), hypoproteinemia, elevated cholestasis
parameters, thrombocytosis, leukocytosis, and/or anemia (22). usefulness of risk scores exists in Asian populations, but their
value in predominantly Caucasian populations remains unclear
(22, 31–33). Panarteritis nodosa (PAN) is a necrotizing systemic vasculitis
of medium-sized vessels (3). TABLE 3 | Clinical criteria for the diagnosis of “classical” KD (22). TABLE 3 | Clinical criteria for the diagnosis of “classical” KD (22). TABLE 3 | Clinical criteria for the diagnosis of “classical” KD (22). Fever of unknown origin for ≥5 days plus 4 of the following if not
explained by another condition. The diagnosis can also be made on day 4 in the presence of ≥4 principal
clinical criteria (particularly when redness and swelling of the hands and
feet are present)
• Bilateral Conjunctivitis (80–90%)
• Changes to oropharyngeal mucous membranes, including injected and/or
fissured lips, strawberry tongue and enanthema (80–90%)
• Palmar
and/or
plantar
erythema
and/or
periungual
desquamation
(in
convalescent phase) (80%)
• Polymorphous exanthema, primarily truncal, not vesicular (>90%)
• (Mostly) cervical lymphadenopathy (at least one lymph node >1.5 cm) (50%) Though generally any organ system can be involved, most
patients develop vasculitis of the skin, musculoskeletal system,
kidneys and/or gastrointestinal system. Less frequently, the heart
and peripheral and/or central nervous system can be affected. Initially, non-specific general symptoms, including fever and
malaise are common (5, 34). Diagnosis can be made bases on
EULAR/PRINTO/PRES criteria (Table 4) (3). The diagnosis can also be made on day 4 in the presence of ≥4 principal
clinical criteria (particularly when redness and swelling of the hands and
feet are present) • Changes to oropharyngeal mucous membranes, including injected and/or
fissured lips, strawberry tongue and enanthema (80–90%) Because of the rarity of childhood PAN, widely accepted
and evidence-based treatment recommendations do not exist. Treatment is usually informed by adult rheumatology and
includes corticosteroids, IVIG, DMARDS for maintenance
treatment, and/or CPM for severe cases (40, 41). Recently, • Palmar
and/or
plantar
erythema
and/or
periungual
desquamation
(in
convalescent phase) (80%) FIGURE 3 | Clinical criteria in KD. (A) Bilateral non-purulent conjunctivitis (80–90%), (B) changes to oropharyngeal mucous membranes, including injected and/or
fissured lips, strawberry tongue (80–90%), (C) Palmar, and/or (D) plantar erythema (E) polymorphous exanthema, primarily truncal, not vesicular (>90%), and (F,G)
cervical lymphadenopathy (>1.5 cm) (50%). (G) Ultrasound of enlarged cervical lymph nodes with increased perfusion (provided by Dr. Heike Taut, Klinik und Poliklinik
für Kinder- und Jugendmedizin, Universitätsklinikum Carl Gustav Carus, TU Dresden). (H) Periungual desquamation (in covalescent phase) (80%), (I) Beau lines;
images from (22). FIGURE 3 | Clinical criteria in KD. TABLE 2 | EULAR/PRINTO/PRES criteria for TA. Globally, after KD and HSP, PAN
is the third most common childhood primary vasculitis (34). Recently, a rare disorder caused by loss-of-function mutations
in the ADA2 (or formerly CECR1) gene encoding for adenosine
deaminase 2 (ADA2) has been described and accounts for
a subset of particularly early-onset cases of PAN (Deficiency
of ADA2: DADA2) (35–37). The molecular pathophysiology
of remaining PAN cases is currently unclear. Interestingly,
increased incidence and prevalence was recorded in individuals
who experience Familial Mediterranean Fever (FMF), one of the
most common autoinflammatory disorders in childhood (38). The result of transmural vessel inflammation is scarring and
(name giving) nodular changes to vessel walls and aneurysm
formation (24). For the diagnosis of PAN, classical angiography
and (at least in some patients) angio-MRI can be applied to
demonstrate vasal microaneurysms in affected organs (3, 39). Early and aggressive treatment of KD aims at symptom
alleviation and the prevention of vasculitis-associated damage
(such as aneurysms). Standard treatment includes salicylic
acid (initially during febrile period 30–50(−80) mg/kg/day,
followed by 3–5 mg/kg/day for 6–8 weeks), and intravenous
immunoglobulins (IVIG; usually 2 g/kg over 8–12 h). IVIG
should be applied within the first 7–10 days of fever to reduce
the risk for coronary aneurysms. Concomitant treatment with
prednisolone should be considered in KD patients with a high-
risk for the development of coronary aneurysms or individuals
who do not respond to a first course of IVIG. In otherwise
treatment refractory cases, cytokine-blocking strategies and other
have been discussed (22, 23, 27, 28, 30). Evidence for the Bilateral Conjunctivitis (80 90%)
• Changes to oropharyngeal mucous membranes, including injected and/or
fissured lips, strawberry tongue and enanthema (80–90%)
• Palmar
and/or
plantar
erythema
and/or
periungual
desquamation
(in
convalescent phase) (80%)
• Polymorphous exanthema, primarily truncal, not vesicular (>90%)
• (Mostly) cervical lymphadenopathy (at least one lymph node >1.5 cm) (50%) • Bilateral Conjunctivitis (80–90%) SMALL VESSEL VASCULITIS Small vessel vasculitis (SVV) predominantly affects parenchymal
arteries, arterioles, capillaries, and venules. Medium-sized
arteries and veins may also be affected. This group can
be subdivided into immune complex mediated and ANCA-
associated vasculitis. Henoch Schönlein purpura (HSP) is a diagnosis of exclusion
and no specific diagnostic tests are available. Secondary immune
complex vasculitis and thrombocytopenic purpura require to be
excluded. To diagnose HSP, EULAR/PRINO/PRES classification
criteria are commonly used (Table 5) (3). Clinical presentation
is variable and, in addition to palpable purpura, includes
relatively common symptoms of abdominal pain, arthritis or
nephritis, as well as additional organ involvement and associated
complications (Table 6). Laboratory findings are unspecific and
include (usually) mildly elevated inflammatory parameters (ESR
and CrP), normal or slightly reduced serum C3 and/or C4, the
absence of high-titer autoantibodies (particularly ANCA and While Henoch Schönlein purpura (HSP) is the most common
form of primary childhood vasculitis in Europe and North
America, it is significantly less common in adults (3–14 cases
per million) (42). Exact numbers on prevalence and incidence do
not exist secondary to very variable presentations and resulting
variability in medical needs and providers involved. Henoch Schönlein purpura (HSP) is an immune complex
vasculitis with (mainly) IgA containing immune depositions
in small vessels. It can generally affect all age groups
(20/100,000/year), but is most common in 4–6 year-old children g
y
g
g
p
(20/100,000/year), but is most common in 4–6 year-old children
g
y
absence of high-titer autoantibodies (particularly ANCA and
TABLE 4 | EULAR/PRINTO/PRES criteria for PAN (3). Criterion
Frequency (%)
MAJOR CRITERIA (ONE HAS TO BE PRESENT)
Histological evidence
Necrotizing vasculitis of small or medium-sized vessels
–
Pathology on angiographic studies
Aneurysm, vessel occlusion (exclude fibromuscular dysplasia or arteriosclerosis)
–
MINOR CRITERIA (ONE HAS TO BE PRESENT)
Skin involvement
Livedo reticularis, painful subcutaneous nodules, skin infarction, digital gangrene
70–90
Myalgia
Myalgia and/or myogelosis
40–70
Arterial hypertension
>95. Percentile
20–35
Peripheral neuropathy
Mononeuritis multiplex, polyneuropathy
20
Kidneys
Proteinuria, hematuria, kidney failure
20
FIGURE 4 | Pro-inflammatory mechanisms in immune complex vasculitis. Frontiers in Pediatrics | www.frontiersin.org
5
January 2019 | Volume 6 | Article 421 TABLE 4 | EULAR/PRINTO/PRES criteria for PAN (3). TABLE 4 | EULAR/PRINTO/PRES criteria for PAN (3). TABLE 4 | EULAR/PRINTO/PRES criteria for PAN (3). TABLE 3 | Clinical criteria for the diagnosis of “classical” KD (22). (A) Bilateral non-purulent conjunctivitis (80–90%), (B) changes to oropharyngeal mucous membranes, including injected and/or
fissured lips, strawberry tongue (80–90%), (C) Palmar, and/or (D) plantar erythema (E) polymorphous exanthema, primarily truncal, not vesicular (>90%), and (F,G)
cervical lymphadenopathy (>1.5 cm) (50%). (G) Ultrasound of enlarged cervical lymph nodes with increased perfusion (provided by Dr. Heike Taut, Klinik und Poliklinik
für Kinder- und Jugendmedizin, Universitätsklinikum Carl Gustav Carus, TU Dresden). (H) Periungual desquamation (in covalescent phase) (80%), (I) Beau lines;
images from (22). January 2019 | Volume 6 | Article 421 4 Frontiers in Pediatrics | www.frontiersin.org Childhood Vasculitis Schnabel and Hedrich anti-TNF agents have been demonstrated effective at least in a
subset of DADA2 patients (35). anti-TNF agents have been demonstrated effective at least in a
subset of DADA2 patients (35). (70/100,000/year). Boys are slightly more frequently affected as
compared to girls (1.2–2:1) (43). While the exact pathophysiology
of HSP is unknown, an association with previous infections
within the past 2–4 weeks has been recorded (44). As the result
of an unknown trigger mechanism, IgA containing immune
complexes deposit in small vessels and cause complement
activation, immune cell invasion, endothelial activation, and
lastly vasculitis (Figure 4). SMALL VESSEL VASCULITIS Criterion
Frequency (%)
MAJOR CRITERIA (ONE HAS TO BE PRESENT)
Histological evidence
Necrotizing vasculitis of small or medium-sized vessels
–
Pathology on angiographic studies
Aneurysm, vessel occlusion (exclude fibromuscular dysplasia or arteriosclerosis)
–
MINOR CRITERIA (ONE HAS TO BE PRESENT)
Skin involvement
Livedo reticularis, painful subcutaneous nodules, skin infarction, digital gangrene
70–90
Myalgia
Myalgia and/or myogelosis
40–70
Arterial hypertension
>95. Percentile
20–35
Peripheral neuropathy
Mononeuritis multiplex, polyneuropathy
20
Kidneys
Proteinuria, hematuria, kidney failure
20 Necrotizing vasculitis of small or medium-sized vessels
Aneurysm, vessel occlusion (exclude fibromuscular dysplasia or arteriosclerosis) g
Aneurysm, vessel occlusion (exclude fibromuscular dysplasia or arteriosclerosis) FIGURE 4 | Pro-inflammatory mechanisms in immune complex vasculitis. FIGURE 4 | Pro-inflammatory mechanisms in immune complex vasculitis. January 2019 | Volume 6 | Article 421 Frontiers in Pediatrics | www.frontiersin.org 5 Schnabel and Hedrich Childhood Vasculitis TABLE 5 | EULAR/PRINTO/PRES criteria for HSP (3). Criterion
Frequency (%)
Palpable purpura
plus one of the
following
- Symmetric purpura, mainly over
extremities following gravity
- Exclude thrombocytopenia! 100
Abdominal pain
- Colic-like, postprandial
- Nausea, gastrointestinal bleeding
- Intussusception, infarction, perforation
50
Histopathology
- Immune complex vasculitis
- Proliferative glomerulonephritis (IgA
deposition)
–
Kidney involvement
- Proteinuria >0.3 g/24 h or
- Albumin/creatinine ratio >30 mmol/mg
- Micro-hematuria
- Arterial hypertension
- Nephritic or nephrotic syndrome
20–40
Joint involvement
- Arthritis, mostly ankles and/or knees
70
TABLE 6 | Non-cutaneous complications in HSP (45). Complication
Frequency (%)
Urogenital
- Testicular bleeding
- Orchitis, urethral stenosis
5–10
CNS
- Coma, ataxia, intracerebral bleeding
- DD: acute hypertensive crisis as a result of
kidney failure
2
Lungs
- Reduced gas exchange capacity, pulmonary
bleeding
<1 TABLE 5 | EULAR/PRINTO/PRES criteria for HSP (3). Criterion
Frequency (%)
Palpable purpura
plus one of the
following
- Symmetric purpura, mainly over
extremities following gravity
- Exclude thrombocytopenia! 100
Abdominal pain
- Colic-like, postprandial
- Nausea, gastrointestinal bleeding
- Intussusception, infarction, perforation
50
Histopathology
- Immune complex vasculitis
- Proliferative glomerulonephritis (IgA
deposition)
–
Kidney involvement
- Proteinuria >0.3 g/24 h or
- Albumin/creatinine ratio >30 mmol/mg
- Micro-hematuria
- Arterial hypertension
- Nephritic or nephrotic syndrome
20–40
Joint involvement
- Arthritis, mostly ankles and/or knees
70 TABLE 5 | EULAR/PRINTO/PRES criteria for HSP (3). Granulomatosis with polyangitis (GPA) is rare in children. Its incidence is estimated to be around 1/1,000,000. The mean
age at disease-onset is around 14 years. SMALL VESSEL VASCULITIS General symptoms,
including fevers, weight loss, and fatigue are present in over
90% of all patients. Diagnosis is usually made based on
EULAR/PRINTO/PRES classification criteria (Table 8) (3), and
additional symptoms can include arthritis, erythema, ulcerations,
and gastrointestinal involvement (Figure 5) (51). Untreated, GPA has a mortality close to 100% within the
first year, and regardless of treatment, up to 60% of patients
experience subsequent disease flares. When compared to GPA in
adults, children, and young people more frequently experience
multi-organ
involvement,
kidney
involvement,
subglottic
stenosis and nose deformities (51, 52). Eosinophilic granulomatosis with polyangitis (EGPA) is a
necrotizing vasculitis characterized by eosinophilic infiltrates in
small and medium-sized vessels (53, 54). Reliable demographic
information and/or classification criteria for the pediatric age-
group do not exist, and diagnosis is informed by ACR criteria
for adults with GPA (53). For classification as EGPA, four of six
criteria must be fulfilled: (i) Asthma, (ii) Eosinophilia (peripheral
blood) >10%, (iii) Mono- or polyneuropathy, (iv) pulmonary
infiltrates, (v) para-nasal sinus anomalies, and (vi) biopsy with
extra vascular eosinophilic infiltrates. TABLE 6 | Non-cutaneous complications in HSP (45). TABLE 6 | Non-cutaneous complications in HSP (45). Complication
Frequency (%)
Urogenital
- Testicular bleeding
- Orchitis, urethral stenosis
5–10
CNS
- Coma, ataxia, intracerebral bleeding
- DD: acute hypertensive crisis as a result of
kidney failure
2
Lungs
- Reduced gas exchange capacity, pulmonary
bleeding
<1 The exact pathophysiology of EGPA remains unclear. Inappropriate Th2 activation and IL-4, IL-5, and Il-13 expression
play a central role and reflect parallels to allergic disease. Progressive immune dysregulation triggers a prodromal state
that can last several years and include chronic sinusitis, allergies,
and severe corticosteroid-dependent asthma. Later, sinusitis,
pulmonary infiltrations and sometimes severe gastrointestinal,
cardiac, skin manifestations (Livedo, painful subcutaneous
lesions, infarctions, etc.), and peripheral neuropathy can be
present (54, 55). ANA) and, in 50% of all cases, elevated serum IgA and/or
IgM (46). Fecal occult blood tests and urinary specimens
are recommended at diagnosis. Since glomerulonephritis can
manifest after the initial phase, regular urinary analysis at least
for the first 6 months after disease-onset are recommended. Microscopic polyangitis (MPA), in contrast to GPA and
EGPA,
is
a
non-granulomatous
necrotizing
vasculitis
of
small vessels (56). Immune complex deposition is limited
or absent (pauci-immune vasculitis). Most patients develop
pulmonary (but not upper respiratory tract) involvement with
pulmonic hemorrhage and sometimes kidney involvement
(27%). Frontiers in Pediatrics | www.frontiersin.org SMALL VESSEL VASCULITIS Additional organ systems, including the gastrointestinal
system, CNS, skin, musculoskeletal system, and end eyes can be
affected. Diagnostic or classification criteria for childhood MPA
do not exist. Thus, Microscopic polyangitis (MPA) remains a
diagnosis of exclusions and is informed by adult rheumatology. The presence of ANCA can be helpful (in adult cohorts: >50%
pANCA, 40% cANCA positive) (56, 57). Treatment depends on clinical presentation and organ
involvement. Non-steroidal anti-inflammatory drugs (NSAIDs)
or acetaminophen/paracetamol can be considered for analgesia
in cases with arthritis or arthralgia. For gastrointestinal
involvement
treatment
with
corticosteroids
(usually
1–2
mg/kg/day for 1 week, followed by taper over 2–3 weeks) can
be considered. However, intestinal perforations have been
seen under treatment (47, 48). Substitution of factor XIII can
be discussed for gastrointestinal bleedings. Of note, studies
indicate that early corticosteroids are not effective in preventing
HSP-associated nephritis (45, 49). Evidence for treatment is
weak, and expert recommendations have been provided e.g., by
the German Society for Pediatric Nephrology (GPN) (Table 7)
(50). Bed rest can be considered in severe cases. Treatment of childhood ANCA-associated vasculitis is guided
by disease severity. Generally, patients should receive more
or less aggressive induction treatment to control inflammation
(high-dose prednisolone or i.v. methylprednisolone pulses ±
CPM) that is followed by maintenance treatment with more
tolerable therapeutic agents (MTX, AZA, MMF) (58). Based on
studies in adult cohorts, RTX can be discussed as alternative
induction treatment in some cases and appears to be superior to
CPM in GPA flares after initial induction treatment with CPM
(59, 60). Trimetoprim/sufamethoxazole should be considered for The
group
of
ANCA-associated
vasculitis
includes
granulomatosis with polyangitis (GPA, formerly Wegener’s
granulomatosis), eosinophilic granulomatosis with polyangitis
(EGPA, formerly Churg-Strauss syndrome), and microscopic
polyangitis (MPA). All of which are characterized by destructive
vasculitis of small and medium-sized arterial vessels, the presence
of ANCA antibodies, and multi-organ involvement (1, 3, 4). Frontiers in Pediatrics | www.frontiersin.org January 2019 | Volume 6 | Article 421 6 Schnabel and Hedrich Childhood Vasculitis apremilast, TNF inhibitors, etc.) are discussed elsewhere
(1, 64). pneumocystis prophylaxis. Furthermore, flare reduction has been
described in patients with GPA and S. aureus colonization (61,
62). In devastating and treatment-refractory cases, autologous
stem cell transplantation can be considered (63). Cogan syndrome (CS) is characterized by predominantly
large vessel vasculitis, but can affect any vessel size (1). SMALL VESSEL VASCULITIS CS
is an extraordinarily rare multisystem inflammatory condition
that can involve eyes (keratitis, uveitis, episcleritis) and
inner ears (sensorineural deafness, vestibular dysfunction)
(2, 74). Unspecific systemic symptoms occur in 50% of all
patients, including arthralgia and manifestations of medium-
size and small vessel vasculitis. To date, only few pediatric
patients have been reported (75). Based on the rarity and
lack of pathophysiological understanding of the disorder,
data on effective treatments are lacking. Available reports
favor DMARDs (AZA, MTX) in combination with TNF
inhibitors (75). VASCULITIS AFFECTING VARIABLE
VESSEL SIZES Several forms of vasculitis can affect vessels of variable types and
diameters. Behcet’s disease (BD) is characterized by inflammatory lesions
in vessel walls of all sizes, which may lead to endothelial
damage, thrombosis, and aneurysms (64). Chronic recurrent oral
and/or genital ulcers occur can be accompanied by additional
cutaneous (erythema nodosum, cutaneous pustular vasculitis,
etc.), ocular (posterior uveitis, retinal vasculitis), articular (non-
erosive poly- or oligo-arthritis), gastrointestinal (abdominal pain,
nausea, diarrhea, etc.), and/or central nervous symptoms (aseptic
meningitis, vascular thrombosis) (1). Cases of BD can be seen
across the globe and in all ethnicities (64). However, prevalence is
highest in countries along the Silk Road, where it ranges between
77 and 100/100,000 individuals (0.1–15.9/100,000 in Western
Europe) (65, 66). While most patients develop symptoms in
young adulthood, 5–10% exhibit childhood-onset BD (67). The
pathophysiology of BD is incompletely understood, but genetic
associations are likely involved and may be influenced by
environmental factors (13, 68, 69). HLA-B51/B5 allele carriers
have considerably high risk for BD indicating a possible gene-
dose effect (70). Diagnosis can be challenging, especially since
children and young people frequently do not develop the
full clinical picture of BD and progress over time (64, 71). More than 15 sets of classification or diagnostic criteria have
been published (72). Based on clinical differences between
age-groups, recently, pediatric classification criteria have been
suggested (1, 73). Treatment of BD can be complex and
should be informed by clinical symptoms and disease severity. Topical treatment (steroids and/or sucralfate) and systemic
treatments (corticosteroids, colchicine, AZA, CsA, thalidomide, TABLE 8 | EULAR/PRINTO/PRES criteria for GPA (3). Criterion
Frequency (%)
1. Histopathology
- Granulomatous vasculitis of small
vessels
–
2. ENT
- Chronic rhinitis/sinusitis
- Oral and/or nasal ulceration
- Nasal septum defect, saddle nose
- Mastoiditis, hearing loss, recurrent
epistaxis
80
3. Laryngo-tracheo-
bronchial system
- Subglottic, tracheal, bronchial stenosis
40
4. Lungs
- Cough, dyspnea, obstruction
- Pulmonary bleeding
- Granuloma, cavernosis, infiltrates in
X ray or thorax CT
80
5. Kidneys
- Proteinuria > 0.3 g/24 h or
- Albumin/creatinine ratio >30 mmol/mg
- Hematuria
- Necrotizing glomerulonephritis
75
6. ANCA antibodies
- ANCA positivity (immune florescence,
ELISA)
90 TABLE 8 | EULAR/PRINTO/PRES criteria for GPA (3). TABLE 7 | Treatment recommendations for severe HSP nephritis (50). January 2019 | Volume 6 | Article 421 CONCLUSIONS Vasculitis are rare conditions in children and young people that
can be subdivided and classified based on clinical phenotypes
(e.g., organ-specific vs. systemic) underlying causes (primary
vs. secondary disease), histological patterns (granulomatous,
non-granulomatous, necrotizing, etc.), and primarily affected
vessel sizes (Chapel Hill and EULAR/PRES classifications:
small/medium/large). Timely and accurate diagnosis and (where
necessary) treatment initiation are essential, provided the
variable severity and outcomes of individual forms of vasculitis. In light of new developments [including the identification of
genetic causes, sometimes resulting in expansion of disease-
associated phenotypes (e.g., DADA2)] and the identification
of autoinflammatory conditions with vasculitis as key feature
[including complex genetic BD, but also monogenic disease
(DADA2, SAVI, HA20)], new classification tools may be justified
in the near future. VASCULITIS AFFECTING VARIABLE
VESSEL SIZES Gabriele Hahn, Pädiatrische Radiologie, Universitätsklinikum Carl Gustav Carus, TU Dresden); (B) Necrotizing skin vasculitis on legs and feet;
(C) Splenomegaly, spleen with increased echogenicity, subcapsular fluid accumulation, hypoechogenic necrotic areas with absence of perfusion (provided by Dr. Heike Taut, Klinik und Poliklinik für Kinder- und Jugendmedizin, Universitätsklinikum Carl Gustav Carus, TU Dresden); (D) Severe enterocolitis (shown: transversal
colon) with deep ulcerations as a result of necrotizing vasculitis (provided by Dr. Martin Laass, Klinik und Poliklinik für Kinder- und Jugendmedizin, Universitätsklinikum
Carl Gustav Carus, TU Dresden). Consent of the patient was obtained to publish these images. SINGLE ORGAN VASCULITIS and/or vasculitis remain unclear in many cases. Thus, (with the
exception of BD) vasculitis in the context of autoinflammatory
disease
is
not
part
of
currently
available
classifications
for vasculitis, which will likely change in the years to
come. Primary organ vasculitis covers a range of particularly rare
disorders characterized by vasculitis of a single organ in the
absence of signs indicative of systemic vasculitis (1). Various
organ systems can be involved, including the CNS (primary
large or small vessel CNS vasculitis) (76, 77), primary testicular
vasculitis (78), cutaneous leukocytoclastic vasculitis (1), etc. Primary organ vasculitis covers a range of particularly rare
disorders characterized by vasculitis of a single organ in the
absence of signs indicative of systemic vasculitis (1). Various
organ systems can be involved, including the CNS (primary
large or small vessel CNS vasculitis) (76, 77), primary testicular
vasculitis (78), cutaneous leukocytoclastic vasculitis (1), etc. VASCULITIS AFFECTING VARIABLE
VESSEL SIZES 1 (mild)
2 (moderate)
3 (nephrotic syndrome)
4 (kidney failure)
HSP STADIUM AND TREATMENT OPTIONS
Proteinuria
(g/g creatinine)
<2
>2
GFR
(ml/min/1.73 m2)
>90
<90
Serum albumine
(g/dl)
>2.5
<2.5
Kidney histology
–
No membrane
proliferation
Active nephritis, membrane proliferation
Therapeutic
options
–
Ramiprile
Ramiprile
+ Methylprednisolone
potentially additional
immune suppression
Ramiprile
+ Methylprednisolone
+ Cyclophosphamide
potentially additional
immune suppression TABLE 7 | Treatment recommendations for severe HSP nephritis (50). 3 (nephrotic syndrome) >90 January 2019 | Volume 6 | Article 421 Frontiers in Pediatrics | www.frontiersin.org Schnabel and Hedrich Childhood Vasculitis FIGURE 5 | Findings in a 16-year-old boy with GPA. (A) Abdominal MRI showing pronounced parenchymatous necrosis of the spleen with distension of the spleen
capsule (provided by Dr. Gabriele Hahn, Pädiatrische Radiologie, Universitätsklinikum Carl Gustav Carus, TU Dresden); (B) Necrotizing skin vasculitis on legs and feet;
(C) Splenomegaly, spleen with increased echogenicity, subcapsular fluid accumulation, hypoechogenic necrotic areas with absence of perfusion (provided by Dr. Heike Taut, Klinik und Poliklinik für Kinder- und Jugendmedizin, Universitätsklinikum Carl Gustav Carus, TU Dresden); (D) Severe enterocolitis (shown: transversal
colon) with deep ulcerations as a result of necrotizing vasculitis (provided by Dr. Martin Laass, Klinik und Poliklinik für Kinder- und Jugendmedizin, Universitätsklinikum
Carl Gustav Carus, TU Dresden). Consent of the patient was obtained to publish these images. FIGURE 5 | Findings in a 16-year-old boy with GPA. (A) Abdominal MRI showing pronounced parenchymatous necrosis of the spleen with distension of the spleen
capsule (provided by Dr. Gabriele Hahn, Pädiatrische Radiologie, Universitätsklinikum Carl Gustav Carus, TU Dresden); (B) Necrotizing skin vasculitis on legs and feet;
(C) Splenomegaly, spleen with increased echogenicity, subcapsular fluid accumulation, hypoechogenic necrotic areas with absence of perfusion (provided by Dr. Heike Taut, Klinik und Poliklinik für Kinder- und Jugendmedizin, Universitätsklinikum Carl Gustav Carus, TU Dresden); (D) Severe enterocolitis (shown: transversal
colon) with deep ulcerations as a result of necrotizing vasculitis (provided by Dr. Martin Laass, Klinik und Poliklinik für Kinder- und Jugendmedizin, Universitätsklinikum
Carl Gustav Carus, TU Dresden). Consent of the patient was obtained to publish these images. FIGURE 5 | Findings in a 16-year-old boy with GPA. (A) Abdominal MRI showing pronounced parenchymatous necrosis of the spleen with distension of the spleen
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AUTOINFLAMMATORY DISEASE Autoinflammatory disorders are characterized by systemic or
organ-specific inflammation that is (at least initially) caused by
dysregulation of the innate immune system (79, 80). Vasculitis
can be a feature seen with several autoinflammatory conditions. Indeed,
in
some
autoinflammatory
disorders,
including
aforementioned BD (1, 81), previously discussed DADA2
(35–37), primary type I interferonopathies STING-associated
vasculopathy with onset in infancy (SAVI) (82) and Aicardi
Goutières syndrome (83), and haploinsufficiency of H20 (HA20)
(84), vasculitis can be the dominant feature. Autoinflammatory
conditions are still relatively “new” to the field of Rheumatology
and underlying pathomechanisms of systemic inflammation January 2019 | Volume 6 | Article 421 Frontiers in Pediatrics | www.frontiersin.org 8 Childhood Vasculitis Schnabel and Hedrich FUNDING CH’s work is supported by the Fritz-Thyssen Foundation,
Novartis Pharmaceuticals (research grant), the intramural
MeDDrive Program of TU Dresden, LUPUS UK, and the FAIR
charity. AS and CH equally contributed to all stages of this manuscript,
including conception and writing of the manuscript. AS and
CH contributed to manuscript revision, read, and approved the
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a comparative analysis. J Rheumatol. (2004) 31:133–9. Available online January 2019 | Volume 6 | Article 421 Frontiers in Pediatrics | www.frontiersin.org 10 Schnabel and Hedrich Childhood Vasculitis at: http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.905.1181&rep=
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35(Suppl. 103):213–20. Available online at: https://livrepository.liverpool.ac. uk/3019142/1/10067-WALSH.pdf 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. Copyright © 2019 Schnabel and Hedrich. 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. 77. Twilt M, Benseler SM. CNS vasculitis in children. Mult Scler Relat Disord. (2013) 2:162–71. doi: 10.1016/j.msard.2012.11.002 78. Dotan
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English
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Live Single-Cell Metabolomics With Matrix-Free Laser/Desorption Ionization Mass Spectrometry to Address Microalgal Physiology
|
Frontiers in plant science
| 2,019
|
cc-by
| 7,077
|
ORIGINAL RESEARCH
published: 18 February 2019
doi: 10.3389/fpls.2019.00172 Keywords: microalgae, single-cell metabolomics, live single cell mass spectrometry, matrix-free laser
desorption/ionization-mass spectrometry, multivariate statistics, diatoms Coscinodiscus (Bacillariophyceae),
chlorophyceae Haematococcus pluvialis Live Single-Cell Metabolomics With
Matrix-Free Laser/Desorption
Ionization Mass Spectrometry to
Address Microalgal Physiology
Tim U. H. Baumeister1, Marine Vallet1, Filip Kaftan2, Aleš Svatoš2* and Georg Pohnert1,3*
1 Max Planck Fellow Group on Plankton Community Interaction, Max Planck Institute for Chemical Ecology, Jena, Germany,
2 Research Group Mass Spectrometry/Proteomics, Max Planck Institute for Chemical Ecology, Jena, Germany, 3 Institute
for Inorganic and Analytical Chemistry, Bioorganic Analytics, Friedrich Schiller University Jena, Jena, Germany Unicellular phototrophic algae can form massive blooms with up to millions of individual
cells per milliliter in freshwater and marine ecosystems. Despite the temporal dominance
of bloom formers many algal species can co-exist and compete for nutrients and
space, creating a complex and diverse community. While microscopy and single cell
genomics can address the taxonomic inventory, the cellular metabolome has yet
to be thoroughly explored to determine the physiological status of microalgae. This
might, however, provide a key to understand the observed species diversity in the
homogeneous environment. Here, we introduce an effective, rapid and versatile method
to analyze living single cells from aqueous substrata with laser-desorption/ionization
mass spectrometry (LDI-MS) using a simple and inexpensive matrix-free support. The
cells deposited on a cultivation-medium wetted support are analyzed with minimal
disturbance as they remain in their natural viable state until their disruption during
LDI-MS. Metabolites desorbed from single cells are analyzed on High-Resolution
Mass Spectrometry (HR-MS) using the Orbitrap FT-MS technology to fingerprint
cellular chemistry. This live single-cell mass spectrometry (LSC-MS) allows assessing
the physiological status and strain-specifics of different microalgae, including marine
diatoms and freshwater chlorophytes, at the single-cell level. We further report a reliable
and robust data treatment pipeline to perform multivariate statistics on the replicated
LSC-MS data. Comparing single cell MS spectra from natural phytoplankton samples
and from laboratory strains allows the identification and discrimination of inter and
intra-specific metabolic variability and thereby has promising applications in addressing
highly complex phytoplankton communities. Notably, the herein described matrix-free
live-single-cell LDI-HR-MS approach enables monitoring dynamics of the plankton and
might explain why key-players survive, thrive, avoid selective feeding or pathogenic virus
and bacteria, while others are overcome and die. Edited by:
Flavia Guzzo,
University of Verona, Italy Reviewed by:
Young Jin Lee,
Iowa State University, United States
Damien L. Callahan,
Deakin University, Australia
Andrea Anesi,
Fondazione Edmund Mach, Italy *Correspondence:
Aleš Svatoš
svatos@ice.mpg.de
Georg Pohnert
georg.pohnert@uni-jena.de Specialty section:
This article was submitted to
Plant Metabolism
and Chemodiversity,
a section of the journal
Frontiers in Plant Science Specialty section:
This article was submitted to
Plant Metabolism
and Chemodiversity,
a section of the journal
Frontiers in Plant Science
Received: 08 September 2018
Accepted: 01 February 2019
Published: 18 February 2019 Citation: Baumeister TUH, Vallet M,
Kaftan F, Svatoš A and Pohnert G
(2019) Live Single-Cell Metabolomics
With Matrix-Free Laser/Desorption
Ionization Mass Spectrometry to
Address Microalgal Physiology. Front. Plant Sci. 10:172. doi: 10.3389/fpls.2019.00172 February 2019 | Volume 10 | Article 172 1 Frontiers in Plant Science | www.frontiersin.org LSC-MS Metabolomics of Microalgae Baumeister et al. INTRODUCTION Other non-destructive methods
such as Raman microscopy enable molecular fingerprinting
of single cells, but Raman signals are only observed from a
few functional groups (Smith et al., 2016). Single-cell mass
spectrometry (SC-MS) is one of the foremost strategies to record
metabolic profiles of single cells and the cellular metabolic
activities. Several SC-MS approaches have been developed, many
of which involve significant sample preparation, including, but
not limited to, treatment with an organic matrix or evacuation
under vacuum. These treatments can lead to cellular degradation
or other stress that can trigger wound-activated chemical
transformations and alter the metabolic signature of a cell within
seconds (Pohnert, 2000). Single cell analysis by ionization under
ambient pressure offers the lowest perturbation, granting the
analysis within minutes (Comi et al., 2017; Yang et al., 2017;
Sun et al., 2018; Zhang and Vertes, 2018). Materials For diatom cell wall preparation fresh diatom cultures (30 mL,
see below) were centrifuged for 15 min at 3000 relative
centrifugal force and clean empty bio mineralized diatom cell
walls (frustules) were obtained by treating the pellet in 1 mL
of hydrogen peroxide (1.5%) at 90◦C for 2 h, followed by
three washing steps of the cell pellet with acetonitrile/water
(1:1) (Aitken et al., 2016). The empty shells were stored in
pure ethanol at 4◦C. Analytical standards Chl a, fucoxanthin,
β-carotene, astaxanthin (Atx) and chemicals, if not mentioned
otherwise were obtained from Merck (Darmstadt, Germany). Dimethylsulfoniopropionate (DMSP) was synthesized according
to a published procedure (Chambers et al., 1987). Standards
were prepared in UPLC grade pure ethanol or chloroform at
1 mg × mL−1 and 2 µL were spotted on cleaned diatom cell walls
(frustules) or on humid GF/C filter stacks, air-dried and analyzed
as described above. The sample preparation plays a crucial role in depicting
a realistic portrait of the cellular analytes; the methods at
disposal include suction of the cell content by micro capillary
or extraction of the metabolites by nanomanipulation (Fujii
et al., 2015; Lee et al., 2016). However, these approaches
are
technically
challenging
and
often
lack
sensitivity. Laser
desorption/ionization
(LDI)
strategies
provide
an
alternative, where analytes from single cells can be ionized
using a pulsed UV-laser. Cells are thereby destroyed and
metabolites are simultaneously ionized. In matrix-assisted
laser desorption/ionization mass spectrometry (MALDI-MS)
approaches, this process is supported by an externally added
matrix. However, matrix signals dominate the low molecular
range of the mass spectra. Two matrix-free platforms have been
optimized for LDI-MS applications. Nano post arrays (NAPA) INTRODUCTION provide nanostructured surfaces that support ionization as
demonstrated, e.g., in the investigation of yeast cell metabolites
(Walker et al., 2012). If cells themselves are patterned, this
property can be used for a direct imaging using a pulsed laser
without the support of matrix or additional structured surfaces
(Jaschinski et al., 2014). Especially cells from phytoplankton, like
diatoms with nanopatterned silicate cell walls fulfill this pre-
requisite. Furthermore, phytoplankton cells inherit significant
amounts of chromophores, like chlorophyll a (Chl a) and
carotenes that can be easily ionized through photoionization by
a UV laser (Suzuki et al., 2009; Jaschinski et al., 2014; Mandal
et al., 2019). The aforementioned techniques require evacuation
of the sample to vacuum before profiling of the cells. With the
present contribution, we overcome this limitation and introduce
an ambient pressure matrix-free ionization of cells in their
native state. We proceed to analyze single cells of the freshwater
algal model Haematococcus pluvialis and of the marine diatom
Coscinodiscus granii with LDI-HR-MS, by decrypting changes in
their cellular metabolome during aging and nutrient-depletion. The present method discriminated natural and laboratory strains
of diatoms Coscinodiscus granii, hence opening perspectives in
taxonomic identification at the single cell level during natural
phytoplankton blooms. Cell-to-cell heterogeneity is defined by differential metabolic
expression
resulting
in
diverse
phenotypes
in
seemingly
homogeneous populations (Malviya et al., 2016). The cell
performance can vary tremendously within a population in
response to environmental cues and other external stimuli. Moreover,
cellular
responses
to
intra-
or
inter-specific
infochemicals
released
by
the
conspecifics
or
competing
species can be diverse according to the physiological state of
the respective cells (Zenobi, 2013). Numerous challenges are
faced when addressing the concentration, structural identity and
functional role of cellular metabolites (Kuhlisch and Pohnert,
2015). In particular, rapid and high throughput methods are
required to cover the dynamics of metabolite expression that
is causing substantial fluctuations in concentrations over the
course of the development of a culture or bloom (Barofsky
et al., 2010; Vidoudez and Pohnert, 2012). Being able to
identify and quantify metabolites in single cells, however, will
support the prediction of dynamics in large populations of
microalgae by assigning fitness status to respective cell cohorts
(Acevedo-Trejos et al., 2018). Complementary analytical tools are paramount to record the
cellular heterogeneity but the inventory is rather limited. Several
single cell approaches including fluorescence microscopy require
labeling experiments which can interfere with the cell physiology
(Ettinger and Wittmann, 2014). Frontiers in Plant Science | www.frontiersin.org Cultivation of Algae Heterogeneous phytoplankton samples were collected in German
coastal waters during a bloom in August 2016. Coscinodiscus
granii (isolate Helg2016) was identified and selected based on
keytaxonomiccriteria(Lundholmetal.,2002;Zimmermannetal.,
2011; Kesseler, 2015; Wang et al., 2015). Cultures were grown in
half strength Guillard’s (F/2) enrichment medium prepared with
natural sea water (ATI, Hamm, Germany). Monoclonal strains
fromculturecollectionsCoscinodiscusgraniistrainSCCAP-K1834
(isolation in Denmark in 2012) and Haematococcus pluvialis
strain SAG 192.80 were maintained in artificial seawater medium
and freshwater Blue-Green (BG11) medium (Stanier et al., 1971), February 2019 | Volume 10 | Article 172 Frontiers in Plant Science | www.frontiersin.org 2 LSC-MS Metabolomics of Microalgae Baumeister et al. scaled. Only signals occurring in more than half of the samples
of the group (nutrients status, age or strain, respectively) were
selected and processed. The MS spectra were recorded in
positive polarity. For the quantile-quantile plots, TIC normalized
and Pareto scaled peak intensities of Chl a (m/z 892.5345),
β-carotene (m/z 536.4371), and fucoxanthin (m/z 658.4214) of
the Helg2016 and SCCAP-K1834 (Day 1) data were selected. Quantile-quantile plots were created using the R stats package
to visualize if the data were normally distributed. Normality test
was assessed with the Shapiro-Wilk test (R Core Team, 2018). Unsupervised principal component analysis (PCA) and partial
least squares discriminant analysis (PLS-DA) were performed to
highlight metabolic variations between LSC-MS profiles, using
the MetaboanalystR package (Gromski et al., 2015; Xia et al.,
2015). After PLS-DA calculation, permutation test and cross
validation (CV) were performed to verify the significance of
the test and validate the selected model, respectively. Significant
features were determined by calculating the sum of squares
of the PLS loadings for each component, giving a variable of
importance in projection (VIP score), including 10 top features
without taking into account an absolute threshold. To assess the
significance of class discrimination, a permutation test on 1000
simulations based on prediction accuracy was performed. Further
validation was inferred with the Random Forest algorithm to
construct classification trees which were grown by random
sample selection from a bootstrap sample at each branch. The
random forest provided an OOB (out-of-bag) error to obtain an
unbiased estimate of the classification error. respectively. To study the influence of aging and nutrient
depletion on the cellular metabolome, the algae under study
were cultivated for 15 days under daylight fluorescent lamps
(irradiance 100 mE × m−2 × s−1) with a 14 h photoperiod
coupled to a thermo-regulated cycle (16◦C/12◦C day/night). Cultivation of Algae The
growth was monitored by counting with a Sedgewick-Rafter
chamber (Pyser Optics, Kent, United Kingdom) every second
day. For Haematococcus, cultures were left incubating for 15 days
until observing cells in “red” phenotype. Pictures were taken with
an inverted microscope Axiovert2plus coupled to AxioCam MRc
5 camera (Carl Zeiss AG, Oberkochen, Germany). One culture
per species or strain was used to randomly recover a minimum
of 20 cells for single cell profiling. Profiling of Living Single Cells by
LDI-HR-MS Prior to single cell analysis GF/C glass fiber filters (Whatman,
Maidstone,
United
Kingdom)
were
cut
in
rectangles
of
15 × 12 mm and washed thrice with methanol (LiChrosolv
hypergrade
for
LC-MS,
Merck,
Germany)
and
n-hexane
(Rotipuran ≥99% p.a., Roth, Germany). Algae cells were
manually collected from cultures with a Pasteur pipette and
promptly applied to a three layered stack of washed GF/C
filters wetted beforehand by adding 50 µL of F2 medium
homogeneously over the filter. Filters with cells were placed on
a clean microscopic glass slide (15 × 12 mm) that was fixed
on a holder. All samples were analyzed via an AP-SMALDI
(AP-SMALDI10, TransMIT, Gießen, Germany) ion source
equipped with an UV (337 nm) nitrogen laser (LTB MNL-106,
LTB, Germany) with a spot size of 10 µm. The AP-SMALDI
ion source was coupled to the mass spectrometer Q-Exactive
Plus (Thermo Fisher Scientific, Bremen, Germany), which
provided high resolution mass spectra. Data were collected using
an Xcalibur software version 2.8 Build 1824 (Thermo Fisher
Scientific, Bremen, Germany). Samples were analyzed in both
polarities with the number of laser shots per spot set to 30
(approximately 1.5 µJ × shot−1) within the laser frequency of
60 Hz. Mass spectra were recorded in the mass range from m/z
100–1000 Da with the peak resolution of 70,000. The analysis of
one single cell yielded a live single-cell mass spectrum (LSC-MS)
and 20 individual cells were analyzed in each sample. Raw data
was converted into the netCDF format using the Thermo File
Converter. Spectra of media blanks were obtained before each
experiment. Spectra from different cells (N > 20) per treatment
(species, strain, age) were collected from single cells that were
selected visually. Datasets and the script employed are available
upon request. Mass Spectrometry Profiling of Living
Single Cells With LDI-MS g
We developed a rapid and effective method to obtain the
chemical profile of living single cells without prior preparation
or application of matrix. As described in Figure 1, unicellular
microalgae were sampled from their culture by pipetting cells
with their culture medium on a GF/C filter. These were
then directly analyzed with ambient pressure LDI-HR-MS
in both polarities. Single cells in size above 10 µm were
easily visualized on GF/C filter by a mounted AP-SMALDI
camera. This enables visual targeting the laser directly at a
single cell. We did not evaluate the minimum cell size, for
the detection of MS-spectra which will be below this value. The laser irradiation completely disrupted the cell within a
minute and desorbed/ionized molecules formed cell-specific
chemical patterns (Figures 2, 3). After that process, no visually
recognizable cellular material was left on the GF/C filter. The
analysis in positive polarity yielded higher number of mass
peaks than in negative mode (Figure 2). Raw spectra were
processed with an in-house script based on the MALDIquant
R package, reducing the background noise signal, removing the
signals from the culture medium, and including a total ion
current (TIC) normalization as recommended when working
with MALDI-MS (Gibb and Strimmer, 2012; Emara et al.,
2017). Since application of internal standard is not feasible Significant Features Analysis Converted raw data was pre-processed in R (R Core Team, 2018),
using the packages MALDIquant, and MALDIquantForeign
(Gibb and Strimmer, 2012). Noise was estimated via median
intensity and signals below a signal-to-noise ratio of 5 were
removed from further processing. The peaks were aligned and
those detected in the blank medium were excluded from the
peak matrix. Peak intensities were TIC normalized and Pareto February 2019 | Volume 10 | Article 172 Frontiers in Plant Science | www.frontiersin.org 3 LSC-MS Metabolomics of Microalgae Baumeister et al. FIGURE 1 | Scheme for acquisition and data treatment of single cell MS profiling of unicellular algae. FIGURE 1 | Scheme for acquisition and data treatment of single cell MS profiling of unicellular algae. FIGURE 1 | Scheme for acquisition and data treatment of single cell MS profiling of unicellular algae. FIGURE 1 | Scheme for acquisition and data treatment of single cell MS profiling of unicellular algae. FIGURE 2 | LDI-MS profiling of a single cell of diatom C. granii acquired in positive (A) and (B) negative mode. as it would induce stress in the living cell, the relative
quantification based on TIC normalization was selected. To test
the reproducibility of our MS profiling, the chemical signatures
of single algal cells recovered from one culture of C. granii
isolate Helg2016 and one culture of a different strain of the
same species (SCCAP-K1834) were acquired (Figure 3 shows
Frontiers in Plant Science | www.frontiersin.org
4
February 2019 | Volume 10 | Article 172 FIGURE 2 | LDI-MS profiling of a single cell of diatom C. granii acquired in positive (A) and (B) negative mode. FIGURE 2 | LDI-MS profiling of a single cell of diatom C. granii acquired in positive (A) and (B) negative mode. of single algal cells recovered from one culture of C. granii
isolate Helg2016 and one culture of a different strain of the
same species (SCCAP-K1834) were acquired (Figure 3 shows of single algal cells recovered from one culture of C. granii
isolate Helg2016 and one culture of a different strain of the
same species (SCCAP-K1834) were acquired (Figure 3 shows as it would induce stress in the living cell, the relative
quantification based on TIC normalization was selected. Significant Features Analysis To test
the reproducibility of our MS profiling, the chemical signatures February 2019 | Volume 10 | Article 172 Frontiers in Plant Science | www.frontiersin.org LSC-MS Metabolomics of Microalgae Baumeister et al. FIGURE 3 | Blank subtracted LSC-MS spectra of nine different consecutively analyzed cells of the diatom Coscinodiscus granii isolate Helg2016 recovered
randomly from one culture at the same incubation time. FIGURE 3 | Blank subtracted LSC-MS spectra of nine different consecutively analyzed cells of the diatom Coscinodiscus granii isolate Helg2016 recovered
randomly from one culture at the same incubation time. exemplary processed LSC-MS spectra of nine cells). A total of
326 and 400 peaks were recovered, respectively, from the LSC-
MS spectra. Data from C. granii isolate Helg2016 and strain
SCCAP-K1834 were compared by a PCA and did not display
any obvious pattern (Supplementary Figure S1). Furthermore,
three prominent signals (Chl a, fucoxanthin, and β-carotene)
were chosen from the dataset and tested if the respective
intensities followed a normal distribution using quantile-quantile
plots and the Shapiro-Wilk test (Figure 4 and Supplementary
Table S1). A deviation from the normal distribution would
indicate heterogeneity in the tested cell population. The signal
intensities of the chosen photosynthetic pigments obtained from
isolate Helg2016 were normally distributed, but not from strain
SCCAP-K1834. Cells in cultures of the strain SCCAP-K1834 were
very heterogeneous in size (Supplementary Figure S2), which
may explain the observed variability of photosynthetic pigments. Indeed, the size of the cells substantially influences the pigment
content in Coscinodiscus granii (Yan et al., 2018). This result
indicates that our LSC-MS approach may be also able to address
the single cell heterogeneity within a population. exemplary processed LSC-MS spectra of nine cells). A total of
326 and 400 peaks were recovered, respectively, from the LSC-
MS spectra. Data from C. granii isolate Helg2016 and strain
SCCAP-K1834 were compared by a PCA and did not display
any obvious pattern (Supplementary Figure S1). Furthermore,
three prominent signals (Chl a, fucoxanthin, and β-carotene)
were chosen from the dataset and tested if the respective
intensities followed a normal distribution using quantile-quantile
plots and the Shapiro-Wilk test (Figure 4 and Supplementary
Table S1). A deviation from the normal distribution would
indicate heterogeneity in the tested cell population. The signal
intensities of the chosen photosynthetic pigments obtained from
isolate Helg2016 were normally distributed, but not from strain
SCCAP-K1834. Frontiers in Plant Science | www.frontiersin.org Significant Features Analysis and its identity was further verified in cells extract of C. granii
with LC-MS as described in Spielmeyer and Pohnert (2010)
(Supplementary Figure S3). Interestingly, fragments of Chl a were observed (m/z 614, 452,
467, 481), suggesting in-source fragmentation. This in-source
fragmentation could not be avoided as no signal could be
detected anymore when reducing the laser energy. In particular
photosynthetic algal pigments that are commonly used for algal
taxonomic characterization could be identified (Table 1). It
is hence assumed that signals in the m/z 200–500 range may
arise from fragments or different adducts. Common techniques
employ liquid- or gas-chromatography and Fourier-transform
infrared spectroscopy profiling of pigments (Biller and Ross,
2014; Meng et al., 2014; Agirbas et al., 2015), but our LSC-MS
approach offers direct analysis and higher resolution of the
pigment composition at the single cell level. The multifunctional
zwitterionic metabolite DMSP (m/z 135) was also detected Significant Features Analysis Cells in cultures of the strain SCCAP-K1834 were
very heterogeneous in size (Supplementary Figure S2), which
may explain the observed variability of photosynthetic pigments. Indeed, the size of the cells substantially influences the pigment
content in Coscinodiscus granii (Yan et al., 2018). This result
indicates that our LSC-MS approach may be also able to address
the single cell heterogeneity within a population. HR-MS allows assignment of certain heteroatoms, e.g., N,
O, S, and halogens due to characteristic mass defects and the
characteristic relative intensity of isotope peaks. Only at high
molecular weight isotopic deconvolution is not straightforward,
as illustrated in the [M+H]+ of Chl a (m/z 893.5371) which
comprises the isotopolog containing 25Mg 13C, 15N. To simplify
readability of this text, nominal mass-charge ratios will be
used from here on (compare tables for accurate mass-charge
ratios). MS2 analysis could not be achieved from signals from
single cells due to insufficient ion intensities. However, the
MS2 fragmentation of commercially available analytes that were
pipetted on empty frustules of C. granii could be achieved
(Jaschinski et al., 2014) to confirm the identity of cellular and
commercial metabolites. Furthermore, analysis of extracts in LC-
MS and LC-MS-MS can help in the identification of detected
metabolites. With this approach, main constituents of the algal
cells within a broad mass range were identified. The LSC-MS signals in positive polarity for photosynthetic
pigments,
including
Chl
a,
fucoxanthin
and
β-carotene,
dominate the chemical profile of the unicellular algal cells. Frontiers in Plant Science | www.frontiersin.org February 2019 | Volume 10 | Article 172 Frontiers in Plant Science | www.frontiersin.org 5 LSC-MS Metabolomics of Microalgae Baumeister et al. FIGURE 4 | Quantile-Quantile plots to assess if observed peak intensities from signals obtained from several analyzed microalgal cells follow a normal distribution. Selected signals were chlorophyll a (m/z 892), fucoxanthin (m/z 658), and β-carotene (m/z 536). Diatom cells from the same culture at day 1 early growth of
Coscinodiscus granii (A) isolate Helg2016 (N = 20) and (B) strain SCCAP-K1834 (N = 25). FIGURE 4 | Quantile-Quantile plots to assess if observed peak intensities from signals obtained from several analyzed microalgal cells follow a normal distribution. Selected signals were chlorophyll a (m/z 892), fucoxanthin (m/z 658), and β-carotene (m/z 536). Diatom cells from the same culture at day 1 early growth of
Coscinodiscus granii (A) isolate Helg2016 (N = 20) and (B) strain SCCAP-K1834 (N = 25). Frontiers in Plant Science | www.frontiersin.org Strain- and Age-Specific Profiling of
Diatoms C. granii Unraveled by
Matrix-Free LDI-MS (B) PLS-DA score plot of
LSC-MS profiles of H. pluvialis cells in early and late growth stage. The ellipses represented the 95% confidence region estimated by the statistical calculation. (C) Comparison of pigments content (represented as TIC normalized intensity) in selected group of LSC-MS spectra of red, green and overlap cells. FIGURE 5 | Statistical comparison of LSC-MS profiles of Coscinodiscus granii strain SCCAP-K1834 and isolate Helg2016 recovered from early (Day 1) and late (Day
15) growth stages. (A) PCA score plot (B) PLS-DA score plots displaying dissimilarities between LSC-MS profiles of young (day 1 early exponential growth phase)
and old (day 15 early stationary growth phase) cells of C. granii. The LSC-MS profiles of both strains are included in the analysis. The ellipses represented the 95%
confidence region estimated by the statistical calculation. FIGURE 5 | Statistical comparison of LSC-MS profiles of Coscinodiscus granii strain SCCAP-K1834 and isolate Helg2016 recovered from early (Day 1) and late (Day
15) growth stages. (A) PCA score plot (B) PLS-DA score plots displaying dissimilarities between LSC-MS profiles of young (day 1 early exponential growth phase)
and old (day 15 early stationary growth phase) cells of C. granii. The LSC-MS profiles of both strains are included in the analysis. The ellipses represented the 95%
confidence region estimated by the statistical calculation. FIGURE 6 | (A) Microscopy observations of a palmella cell (green stage), immature and mature haematocyst (red stage). Scale bar 10 µm. (B) PLS-DA score plot of
LSC-MS profiles of H. pluvialis cells in early and late growth stage. The ellipses represented the 95% confidence region estimated by the statistical calculation. (C) Comparison of pigments content (represented as TIC normalized intensity) in selected group of LSC-MS spectra of red, green and overlap cells. FIGURE 6 | (A) Microscopy observations of a palmella cell (green stage), immature and mature haematocyst (red stage). Scale bar 10 µm. (B) PLS-DA score plot of
LSC-MS profiles of H. pluvialis cells in early and late growth stage. The ellipses represented the 95% confidence region estimated by the statistical calculation. (C) Comparison of pigments content (represented as TIC normalized intensity) in selected group of LSC-MS spectra of red, green and overlap cells. fucoxanthin (m/z 658) and Chl a (m/z 892) were absent from
LSC-MS profiling of old Coscinodiscus granii in stationary
phase, but carotene (m/z 536) and alloxanthin (m/z 566) were
still detected. Frontiers in Plant Science | www.frontiersin.org Strain- and Age-Specific Profiling of
Diatoms C. granii Unraveled by
Matrix-Free LDI-MS Monoclonal C. granii (strain SCCAP-K1834) and the non-clonal
isolate (Helg2016) sampled during a bloom in August 2016
in German coastal waters were grown in triplicate in their
respective medium over 15 days. C. granii isolate (Helg2016)
reached a cell count of 200 cells × mL−1 in six days while three
times higher cell density was obtained for the strain SCCAP-
K1834 (Supplementary Figure S2). Single cells were isolated
and profiled with LSC-MS to determine metabolic differences
between strains and to compare cells in logarithmic (day 1) and
stationary (day 15) growth phases. The peak matrix contained
595 peaks which were found at least in 50% of the samples after
background subtraction. An unbiased PCA was performed on
processed LSC-MS profiles and explained 48.2% of total variance
(Figure 5A). The strain clearly explained most of the variance
observed (PC1 35%) whereas the cell age (PC2) accounted for
13.2% of variance. To further assess our ability to distinguish
cell age with the LSC-MS method, a PLS-DA was carried out on
the LSC-MS profiles of young and old C. granii cells sampled at
early exponential and early stationary growth phases (Figure 5B). The cumulative variance was 45.3%, while most of the variance
was explained by component 1 (31.5%). The model fitness was TABLE 1 | Summary of measured compounds and detected signals with LDI-MS. Analytes
Monoisotopic
ion molecular
mass (u)
Measured ion
(m/z) MS1
(positive polarity)
Measured ion (m/z) MS2
(positive polarity)
Precursor
Fragment
Chlorophyll a
892.5342
892.5352
892.5357
614.2366,
481.1866
Fucoxanthin
658.4227
658.4226
658.4201
515.3516,
473.3516
β-carotene
536.4377
536.4370
Astaxanthin
596.3860
596.3856
597.1625
582.1386
DMSP
135.0474
135.0475 TABLE 1 | Summary of measured compounds and detected signals with LDI-MS. February 2019 | Volume 10 | Article 172 6 LSC-MS Metabolomics of Microalgae Baumeister et al. FIGURE 5 | Statistical comparison of LSC-MS profiles of Coscinodiscus granii strain SCCAP-K1834 and isolate Helg2016 recovered from early (Day 1) and late (Day
15) growth stages. (A) PCA score plot (B) PLS-DA score plots displaying dissimilarities between LSC-MS profiles of young (day 1 early exponential growth phase)
and old (day 15 early stationary growth phase) cells of C. granii. The LSC-MS profiles of both strains are included in the analysis. The ellipses represented the 95%
confidence region estimated by the statistical calculation. FIGURE 6 | (A) Microscopy observations of a palmella cell (green stage), immature and mature haematocyst (red stage). Scale bar 10 µm. LSC-MS Profiling of H. pluvialis
Response to Nutrient Depletion the taxonomic diversity and health status of phytoplankton
communities in aquatic ecosystems. The commercially important chlorophyceae Haematoccocus
pluvialis strain SAG 192.80 was selected as model to study the
effect of nutrient stress on the metabolome at the single-cell
level. The alga evolves from a motile, small, green cell to a
large, deep red colored cell upon nutrient depletion (Shah et al.,
2016). The palmella cells (A) belong to the green vegetative
phase. Later red hematocysts are formed (Figure 6A). Cultures
of H. pluvialis were grown until nutrient exhaustion for 15 days
and random cells in early and late cultures (N > 20) were profiled
with LSC-MS. Partial Least Square Discriminant Analysis (PLS-
DA) was carried out to compare the LSC-MS profiles of early
and late stage cultures (Figure 6B). A total explained variance
of 57.4% was observed and the features in the component 1
(phenotype early and late) explained 43.3% of the variance. Algal
populations of H. pluvialis are usually asynchronous with cells
at various encystment stages, and hence several phenotypes can
be simultaneously observed in one culture. This contributes
to the non-complete separation of the groups in the PLS-
DA (Figure 6B). The model fitness was assessed by the 1000
permutation test (p-value <0.001). Significant features were
associated with either phenotype “early” or “late.” The early
palmella cells are characterized by the presence of Chl a (m/z
892) and other masses (m/z 184, 305, 335, 526, 555, 568, 481,
559, 690, 423) for which the associated metabolites were not
further identified. The late cultures are dominated by hematocyst
cells and were distinguished by their xanthophyll content (m/z
550, 573) and two metabolites tentatively assigned to the class
of lipids (m/z 603, 459). H. pluvialis is known to produce
the antioxidant carotenoid astaxanthin through conversion of
carotene in multiple steps, generating intermediates such as
pheonicaxanthin, cryptoxanthin or adonixanthin (Lemoine and
Schoefs, 2010; Shah et al., 2016). In accordance with the observed
pigmentation astaxanthin (m/z 596) is up-regulated in the “red”
stage (Figure 6C). The content Astaxanthin and Chl a in red and
green cells were found significantly different by a Kruskal-Wallis
one-way ANOVA (Atx: H = 20.545, Chl a: H = 22.516, p-value
<0.001). It is remarkable that only the analysis of 20 cells is
sufficient for a statistically sound physiological characterization. CONCLUSION We are now able to profile the metabolome of microalgae
(diatoms
and
chlorophyceae)
and
to
discriminate
the
physiological status at the single cell level. This cellular profiling
of unicellular bloom-forming algae was achieved by single-cell
metabolomics using a matrix-free live-single cell LDI-SC-HR-MS
approach. Sample preparation ensured that analyzed cells were
in native state just until the data collection. The statistical
pipeline on MS data permits to discriminate cells in different
degree of nutrient-depletion, age and taxonomy. Our method
is a straightforward approach to analyze live single cells using
ambient ionization mass spectrometry conditions and opens up
new avenues of research. We are now able to profile the metabolome of microalgae
(diatoms
and
chlorophyceae)
and
to
discriminate
the
physiological status at the single cell level. This cellular profiling
of unicellular bloom-forming algae was achieved by single-cell
metabolomics using a matrix-free live-single cell LDI-SC-HR-MS
approach. Sample preparation ensured that analyzed cells were
in native state just until the data collection. The statistical
pipeline on MS data permits to discriminate cells in different
degree of nutrient-depletion, age and taxonomy. Our method
is a straightforward approach to analyze live single cells using
ambient ionization mass spectrometry conditions and opens up
new avenues of research. ACKNOWLEDGMENTS We acknowledge Prof. Marco Thines (Biodiversity and Climate
Research Centre, Frankfurt am Main) for sampling and
identifying the wild isolate of Coscinodiscus granii Helg2016. FUNDING This work was supported by an MPG Fellowship awarded to GP
and the DFG CRC 1127 “ChemBioSys”. Financial support from
the Max Planck Society is highly acknowledged. AUTHOR CONTRIBUTIONS FK developed here presented LSC-MS method including sample
support and cell handling before the LDI-HR-MS analysis. MV
maintained the algae collection and designed the biological
experiments. TB developed the data analysis pipeline. MV and
TB analyzed the data and wrote the manuscript with the
help of GP and AS. All authors conceived this study and
approved the manuscript. SUPPLEMENTARY MATERIAL The Supplementary Material for this article can be found online
at: https://www.frontiersin.org/articles/10.3389/fpls.2019.00172/
full#supplementary-material Together with an automatized single cell sorting, this
presented LSC-MS method is a powerful tool to address LSC-MS Profiling of H. pluvialis
Response to Nutrient Depletion The loadings plot for the PLS-DA reveals Chl a (m/z 892 and
related fragments m/z 467, 614, 481) as discriminating the early
phase (Supplementary Figure S5). This was confirmed by paired
t-test (Supplementary Figure S6). The ability to identify high
astaxanthin producing single H. pluvialis cells might in the
future enable an analytics-supported breeding of commercially
relevant pigment producers and reduce the necessity for genetic
engineering (Steinbrenner and Sandmann, 2006). Strain- and Age-Specific Profiling of
Diatoms C. granii Unraveled by
Matrix-Free LDI-MS Pigment reduction has been previously observed
in diatoms under nitrogen deficiency (Thomas and Dodson,
1972; Alipanah et al., 2015) consistent with the phenotype
observed here in C. granii when reaching the stationary
phase. It is also known that some diatoms can increase their
production of defensive polyunsaturated aldehydes in aged
and nutrient-depleted cultures (Alipanah et al., 2015; Sayanova
et al., 2017). These metabolites are produced from lipids
that are initially lysed to release free fatty acids for further
processing. In agreement, some metabolites were putatively
assigned to a neutral glycosphingolipid (m/z 732.5613) and
glycerophosphoserines (m/z 826.5358, 791.4664). confirmed by a 1000 permutation test (p-value <0.001) and the
predictive ability to assign a “young” or “old” age status was
assessed and visualized by cross-validation test (Supplementary
Figure S4). An in silico classification test was performed (random
forest) to confirm the reliability of assigning one data set from
a single cell to the right class with out-of-bag errors (data not
shown). These tests demonstrated that there was a very low
percentage of overall error of 4.5% in assigning a group (old,
young, strain) to a cell by its sole LSC-MS profile. To identify metabolites related to cell aging or strain-specific
markers, the variables of importance in projection (VIP score)
from the PLS-DA analysis were calculated, leading to features
that were tentatively assigned by matching HR-MS spectra. Several metabolites could be confirmed with standards or
attributed to entries in the database. Among them, pigments February 2019 | Volume 10 | Article 172 7 LSC-MS Metabolomics of Microalgae Baumeister et al. Agirbas, E., Feyzioglu, A. M., Kopuz, U., and Llewellyn, C. A. (2015).
Phytoplankton community composition in the south-east black sea determined
with pigments measured by HPLC-CHEMTAX analyses and microscopy cell
counts. J. Mar. Biol. Assoc. U.K. 95, 35–52. doi: 10.1017/S0025315414001040
Aitken, Z. H., Shi, L., Reynolds, S. T., Thaulow, C., and Greer, J. R. (2016).
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Coscinodiscus granii influences photosynthetic performance and growth. Photosynth. Res. 137, 41–52. doi: 10.1007/s11120-017-0476-6 Kuhlisch, C., and Pohnert, G. (2015). Metabolomics in chemical ecology. Nat. Prod. Rep. 32, 937–955. doi: 10.1039/c5np00003c Lee, J. K., Jansson, E. T., Nam, H. G., and Zare, R. N. (2016). High-resolution live-
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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
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techniques. Mass Spectrometry Rev. 38, 3–21. doi: 10.1002/mas.21545 Copyright © 2019 Baumeister, Vallet, Kaftan, Svatoš and Pohnert. 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
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infrared (FT-IR) spectroscopy in determination of microalgal compositions. Bioresour. Technol. 151, 347–354. doi: 10.1016/j.biortech.2013.10.064 Pohnert, G. (2000). Wound-activated chemical defense in unicellular planktonic
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39:23<4352::AID-ANIE4352>3.0.CO;2-U February 2019 | Volume 10 | Article 172 Frontiers in Plant Science | www.frontiersin.org 9
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Reptilia, Squamata, Teiidae, Tupinambis longilineus: distribution extension
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Check List 4(3): 240–243, 2008.
ISSN: 1809-127X Check List 4(3): 240–243, 2008. ISSN: 1809-127X Reptilia, Squamata, Teiidae, Tupinambis longilineus: Distribution extension. Ana Caroline de Lima
Flávio Eduardo Pimenta Universidade Federal do Rio de Janeiro, Museu Nacional, Departamento de Vertebrados. Quinta da Boa Vista s/n. CEP 20940-040. Rio de Janeiro, RJ, Brazil. E-mail: analima02@hotmail.com of ventrals across midbody (20 in T. longilineus,
30-40 in T. merianae, 46-50 in T. rufescens, and
46 in T. duseni). In all these characteristics, T. longilineus is closer to T. teguixin. These two
species differ from T. merianae in having
distinctly large supra-temporals, lower number of
pores and gular region spotless or with small,
black or grey spots. Tupinambis longilineus
differs from T. teguixin by its slender body and
limbs, with body compressed and rectangular in
cross section (cylindrical in T. teguixin), temporal
scales comparatively larger, higher number of
femoral pores; slightly lower numbers of dorsal
scales around midbody and ventrals across
midbody, and lower number of subdigital lamellae,
especially under fourth finger (Ávila-Pires 1995). The genus Tupinambis Daudin, 1803 occurs in the
most part of South America, from east of Andes to
Uruguay and northern Argentina (Ávila-Pires
1995). It contains seven species: T. teguixin
(Linnaeus, 1758), T. merianae (Duméril &
Bibron, 1839), T. rufescens (Günther, 1871), T. duseni Lönnberg, 1896, T. longilineus Ávila-
Pires, 1995, T. quadrilineatus Manzani & Abe,
1997, and T. palustris Manzani and Abe, 2002
(SBH 2007). Tupinambis longilineus was
described by Ávila-Pires (1995), at his catalogue
of lizards from the Brazilian Amazonia, based on
a specimen from Alvorada d'Oeste, state of
Rondônia (11°25' S, 62°22' W). According to
Pianka and Vitt (2003) this species also occurs in
Rio Ituxi, near Lábrea, in the state of Amazonas
(7º18' S, 64º51' W). We present a new locality of occurrence to
Tupinambis longilineus, at the municipality of
Juruti (2º30' S, 56º10' W), state of Pará, Brazil
(Figure 1). This represent the first record for the
state of Pará and an extension of 1,100 airline km
from the nearest locality with record of the species
(Rio Ituxi; Pianka and Vitt 2003), and 1,200
airline km from the type locality. Tupinambis longilineus differs from T. merianae,
T. rufescens, and from T. duseni by the presence
of only one loreal scale (two loreals in the latter
three species); supraciliaries in direct contact with
supraoculars (second to fourth separated from the
supraciliaries by a row of scales); presence of a
supernumerary antegular fold; and smaller number Figure 1. Distribution of Tupinambis
longilineus in Brazilian Amazonia. Figure 1. Reptilia, Squamata, Teiidae, Tupinambis longilineus: Distribution extension. Distribution of Tupinambis
longilineus in Brazilian Amazonia. Figure 1. Distribution of Tupinambis
longilineus in Brazilian Amazonia. 240 Check List 4(3): 240–243, 2008. ISSN: 1809-127X NOTES ON GEOGRAPHIC DISTRIBUTION e 2. Male adult of Tupinambis longilineus collected at Juruti, Pará; A, head; B, body. Photo by F. E. Pim Figure 2. Male adult of Tupinambis longilineus collected at Juruti, Pará; A, head; B, body. Photo by F. E. Pimenta. 241 Check List 4(3): 240–243, 2008. ISSN: 1809-127X NOTES ON GEOGRAPHIC DISTRIBUTION A male and a female of T. longilineus were
collected and deposited in the herpetological
collection of the Museu Paraense Emílio
Goeldi, Pará, Brazil. The female was collected on
31 October 2006 and the male (Figure 2) on 19
May 2007, during a program of faunal rescue
as consequence of deforestation activities in
the future industrial area of an ALCOA mining
project (Figure 3). The area is characterized
by regenerated vegetation in medium to
advanced stages and by forest with signs of
exploration. The present record is an indication that the species
occurs throughout the area between Tapajós and
Purus rivers. The lack of more records of this
lizard, that reaches at least 20 cm snout-vent
length, shows how scarce is the knowledge on the
herpetofauna of this large area. With such patchy
data, nothing can be said concerning the conser-
vation status of populations of this species. We
hope that examples like this one concerning T. longilineus motivate further faunal surveys in this
region, in order to propitiate more efficient
conservation actions. The present record is an indication that the species
occurs throughout the area between Tapajós and
Purus rivers. The lack of more records of this
lizard, that reaches at least 20 cm snout-vent
length, shows how scarce is the knowledge on the
herpetofauna of this large area. With such patchy
data, nothing can be said concerning the conser-
vation status of populations of this species. We
hope that examples like this one concerning T. longilineus motivate further faunal surveys in this
region, in order to propitiate more efficient
conservation actions. Figure 3. Study area showing one deforestation site to mining project at Juruti, Pará. Photo by Christian Knepper. Figure 3. Study area showing one deforestation site to mining project at Juruti, Pará. Photo by Christian Knepper. Acknowledgements
We are grateful to ALCOA Aluminum and CNEC Engenharia for financial support, to Teresa Cristina de
Ávila Pires and Marinus S. Hoogmoed (both MPEG) for the species identity confirmation, to Instituto
Brasileiro do Meio Ambiente e dos Recursos Renováveis (IBAMA) for the license (034-2006), and to Ana
Lúcia da Costa Prudente, Paulo Sérgio Bernarde, Teresa Cristina de Ávila Pires, and an anonymous referee
by kindly reviewing this article. Acknowledgements g
We are grateful to ALCOA Aluminum and CNEC Engenharia for financial support, to Teresa Cristina de
Ávila Pires and Marinus S. Hoogmoed (both MPEG) for the species identity confirmation, to Instituto
Brasileiro do Meio Ambiente e dos Recursos Renováveis (IBAMA) for the license (034-2006), and to Ana
Lúcia da Costa Prudente, Paulo Sérgio Bernarde, Teresa Cristina de Ávila Pires, and an anonymous referee
by kindly reviewing this article. 242 Check List 4(3): 240–243, 2008. ISSN: 1809-127X SBH, 2007. Lista de espécies de répteis do Brasil: an
online reference. Electronic Database accessible at:
http://www2.sbherpetologia.org.br/checklist/repteis.h
tm. Sociedade Brasileira de Herpetologia, Brazil.
Captured on 04 May 2007. Literature cited
Á Pianka, E. R. and L. J. Vitt. 2003. Lizards: Windows to
the evolution of diversity. Berkeley: University of
California Press. 333 p. Ávila-Pires, T. C. 1995. Lizards of Brazilian Amazonia
(Reptilia: Squamata). Zoologische Verhandelingen
Leiden 299: 1-706. SBH, 2007. Lista de espécies de répteis do Brasil: an
online reference. Electronic Database accessible at:
http://www2.sbherpetologia.org.br/checklist/repteis.h
tm. Sociedade Brasileira de Herpetologia, Brazil. Captured on 04 May 2007. Manzani, P. R. and A. S. Abe. 1997. A new species of
Tupinambis Daudin, 1802 (Squamata, Teiidae) from
central Brazil. Boletim do Museu Nacional, Série
Zoologia, 382: 1-10. Manzani, P. R. and A. S. Abe. 2002. A new species of
Tupinambis (Daudin, 1803) from southeastern Brazil
(Squamata, Teiidae). Arquivos do Museu Nacional
60(4): 295-302. Received September 2007
Accepted July 2008
Published online August 2008 Received September 2007
Accepted July 2008
Published online August 2008 243
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On the Importance of the Thiazole Nitrogen in Epothilones: Semisynthesis and Microtubule-Binding Affinity of Deaza-Epothilone C
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Chemistry
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ETH Library Author(s): ( )
Edenharter, Adriana; Ryckewaert, Lucie; Cintulová, Daniela; Estévez-Gallego, Juan; Díaz, José F.; Altmann, Karl-Heinz Received: 18 April 2020; Accepted: 21 May 2020; Published: 23 May 2020
p
p
y
y
Ab t
t D
hil
C
hi h i
hi
h Abstract: Deaza-epothilone C, which incorporates a thiophene moiety in place of the thiazole
heterocycle in the natural epothilone side chain, has been prepared by semisynthesis from epothilone
p
,
p
p
y
p
heterocycle in the natural epothilone side chain, has been prepared by semisynthesis from
epothilone A, in order to assess the contribution of the thiazole nitrogen to microtubule binding. y
p
p
p
y
y
p
A, in order to assess the contribution of the thiazole nitrogen to microtubule binding. The synthesis
was based on the esterification of a known epothilone A-derived carboxylic acid fragment and a
fully synthetic alcohol building block incorporating the modified side chain segment and subsequent
ring-closure by ring-closing olefin metathesis. The latter proceeded with unfavorable selectivity and
in low yield. Distinct differences in chemical behavior were unveiled between the thiophene-derived
advanced intermediates and what has been reported for the corresponding thiazole-based congeners. Compared to natural epothilone C, the free energy of binding of deaza-epothilone C to microtubules
was reduced by ca. 1 kcal/mol or less, thus indicating a distinct but non-decisive role of the thiazole
nitrogen in the interaction of epothilones with the tubulin/microtubule system. In contrast to natural
epothilone C, deaza-epothilone C was devoid of antiproliferative activity in vitro up to a concentration
of 10 µM, presumably due to an insufficient stability in the cell culture medium. p
,
g
g
The synthesis was based on the esterification of a known epothilone A-derived carboxylic acid
fragment and a fully synthetic alcohol building block incorporating the modified side chain segment
and subsequent ring-closure by ring-closing olefin metathesis. The latter proceeded with
unfavorable selectivity and in low yield. Distinct differences in chemical behavior were unveiled
between the thiophene-derived advanced intermediates and what has been reported for the
corresponding thiazole-based congeners. Compared to natural epothilone C, the free energy of
binding of deaza-epothilone C to microtubules was reduced by ca. 1 kcal/mol or less, thus indicating
a distinct but non-decisive role of the thiazole nitrogen in the interaction of epothilones with the
tubulin/microtubule system. In contrast to natural epothilone C, deaza-epothilone C was devoid of
antiproliferative activity in vitro up to a concentration of 10 μM, presumably due to an insufficient
stability in the cell culture medium. Keywords:
binding affinity; epothilones; deaza-epothilone; microtubules; structure-activity
relationship; thiophene
Keywords: binding affinity; epothilones; deaza-epothilone; microtubules; structure-activity
relationship; thiophene. Article
On the Importance of the Thiazole Nitrogen in
Epothilones: Semisynthesis and Microtubule-Binding
Affinity of Deaza-Epothilone C
On the Importance of the Thiazole Nitrogen in
Epothilones: Semisynthesis and Microtubule-
Binding Affinity of Deaza-Epothilone C Adriana Edenharter 1, Lucie Ryckewaert 1, Daniela Cintulová 1, Juan Estévez-Gallego 2,
José Fernando Díaz 2
and Karl-Heinz Altmann 1,*
Adriana Edenharter , Lucie Ryckewaert , Daniela Cintulová , Juan Estévez Gallego ,
José Fernando Díaz 2 and Karl-Heinz Altmann 1,*
1 ETH Zü i h D
t
t
f Ch
i t
d A
li d Bi
i
I
tit t
f Ph
ti
l S i Adriana Edenharter 1, Lucie Ryckewaert 1, Daniela Cintulová 1, Juan Estévez-Gallego 2,
José Fernando Díaz 2
and Karl-Heinz Altmann 1,*
A
ia a E e
a e
,
ucie
yc e
ae
,
a ie a
i
u o á , Jua
Es é e
Ga ego ,
José Fernando Díaz 2 and Karl-Heinz Altmann 1,*
1 ETH Zü i h D
f Ch
i
d A
li d Bi
i
I
i
f Ph
i
l S i 1
ETH Zürich, Department of Chemistry and Applied Biosciences, Institute of Pharmaceutical Sciences,
CH-8093 Zürich, Switzerland; adriana.edenharter@gmx.com (A.E.); lucie.ryckewaert@yahoo.com (L.R.);
daniela.cintulova@tuwien.ac.at (D.C.)
1 ETH Zürich, Department of Chemistry and Applied Biosciences, Institute of Pharmaceutical Sciences, CH
8093 Zürich, Switzerland; adriana.edenharter@gmx.com (A.E.); lucie.ryckewaert@yahoo.com (L.R.);
daniela.cintulova@tuwien.ac.at (D.C.)
2 Centro de Investigaciones Biológicas Margarita Salas Consejo Superior de Investigaciones Científicas 1
ETH Zürich, Department of Chemistry and Applied Biosciences, Institute of Pharmaceutical Sciences,
CH-8093 Zürich, Switzerland; adriana.edenharter@gmx.com (A.E.); lucie.ryckewaert@yahoo.com (L.R.);
daniela.cintulova@tuwien.ac.at (D.C.)
ETH Zürich, Department of Chemistry and Applied Biosciences, Institute of Pharmaceutical Sciences, CH
8093 Zürich, Switzerland; adriana.edenharter@gmx.com (A.E.); lucie.ryckewaert@yahoo.com (L.R.);
daniela.cintulova@tuwien.ac.at (D.C.)
2 Centro de Investigaciones Biológicas Margarita Salas Consejo Superior de Investigaciones Científicas 1
ETH Zürich, Department of Chemistry and Applied Biosciences, Institute of Pharmaceutical Sciences,
CH-8093 Zürich, Switzerland; adriana.edenharter@gmx.com (A.E.); lucie.ryckewaert@yahoo.com (L.R
daniela.cintulova@tuwien.ac.at (D.C.)
ETH Zürich, Department of Chemistry and Applied Biosciences, Institute of Pharmaceutical Sciences, C
8093 Zürich, Switzerland; adriana.edenharter@gmx.com (A.E.); lucie.ryckewaert@yahoo.com (L.R.);
daniela.cintulova@tuwien.ac.at (D.C.)
2 Centro de Investigaciones Biológicas Margarita Salas Consejo Superior de Investigaciones Científicas (
)
2
Centro de Investigaciones Biológicas Margarita Salas, Consejo Superior de Investigaciones Científicas,
28040 Madrid, Spain; jeg@cib.csic.es (J.E.-G.); fer@cib.csic.es (J.F.D.)
2 Centro de Investigaciones Biológicas Margarita Salas, Consejo Superior de Investigaciones Científicas,
28040 Madrid, Spain; jeg@cib.csic.es (J.E.-G.); fer@cib.csic.es (J.F.D.)
* Correspondence: karl heinz altmann@pharma ethz ch 2
Centro de Investigaciones Biológicas Margarita Salas, Consejo Superior de Investigaciones Científicas,
28040 Madrid, Spain; jeg@cib.csic.es (J.E.-G.); fer@cib.csic.es (J.F.D.)
Centro de Investigaciones Biológicas Margarita Salas, Consejo Superior de Investigaciones Científicas,
28040 Madrid, Spain; jeg@cib.csic.es (J.E.-G.); fer@cib.csic.es (J.F.D.)
* Correspondence: karl heinz altmann@pharma ethz ch *
Correspondence: karl-heinz.altmann@pharma.ethz.ch
* Correspondence: karl-heinz.altmann@pharma.ethz.ch
Originally published in: This page was generated automatically upon download from the ETH Zurich Research Collection. For more information, please consult the Terms of use. Article Article Chemistry 2020, 2, 30; doi:10.3390/chemistry2020030 1. Introduction
1. Introduction Interest in epothilones then surged in 1995, when Bollag et al. demonstrated that Epo
A and B were new microtubule-stabilizing agents and, thus, inhibited cell proliferation by a taxol-
like mechanism [5]. At the time of discovery of their mode of action, Epo A and B were the only non-
taxane compound class known to stabilize microtubules, but in contrast to taxol they retained almost
full activity (i.e., IC50 values in the nM range) against multidrug-resistant cancer cells expressing the
P-glycoprotein efflux pump or harboring tubulin mutations [6,7]. Numerous total syntheses of natural epothilones have been reported in the literature, and these Numerous total syntheses of natural epothilones have been reported in the literature, and these
efforts have been reviewed extensively [8–13]. Based on the chemistry developed in the context
of the total synthesis work, hundreds of synthetic analogues of epothilones have been prepared
for structure-activity relationship (SAR) studies and with the objective to deliver compounds with
an improved overall pharmacological profile [14,15]. In addition, semisynthetic approaches have
been pursued to explore the epothilone-like structural space, in particular by Höfle and co-workers. (This work is summarized in ref. [16]). The most important semisynthetic epothilone derivative
is the Epo B lactam ixabepilone, which is approved by the FDA (under the tradename Ixempra®)
for the treatment of metastatic or locally advanced breast cancer [17]. At least eight additional
epothilone-type agents have been advanced to clinical trials in oncology, including the natural product
Epo A [14,15], and Epo D has also been investigated in Phase I clinical trials for Alzheimer’s disease [18]. The development of most of these compounds has been discontinued (including the development of
Epo D for Alzheimer’s disease), but an analog termed utidelone (or UTD1) is currently being studied
in Phase III clinical trials against breast cancer (in combination with capecitabine) [19]. y
p
p
efforts have been reviewed extensively [8–13]. Based on the chemistry developed in the context of the
total synthesis work, hundreds of synthetic analogues of epothilones have been prepared for
structure-activity relationship (SAR) studies and with the objective to deliver compounds with an
improved overall pharmacological profile [14,15]. In addition, semisynthetic approaches have been
pursued to explore the epothilone-like structural space, in particular by Höfle and co-workers. (This
work is summarized in ref. [16]). 1. Introduction
1. Introduction Epothilones A and B (Epo A and B) (Figure 1) are 16-membered, polyketide-derived macrolides
that were discovered in 1987 by Reichenbach et al. in the context of a screening for new antifungal
agents from the soil-dwelling myxobacterium Sorangium cellulosum Soce 90 [1,2]. A number of closely
related, but less prevalent polyketides, like epothilones C (Epo C) and D (Epo D) were later identified
in larger scale fermentations of S. cellulosum [3]. Epothilones A and B (Epo A and B) (Figure 1) are 16-membered, polyketide-derived macrolides
that were discovered in 1987 by Reichenbach et al. in the context of a screening for new antifungal
agents from the soil-dwelling myxobacterium Sorangium cellulosum Soce 90 [1,2]. A number of closely
related, but less prevalent polyketides, like epothilones C (Epo C) and D (Epo D) were later identified
in larger scale fermentations of S. cellulosum [3]. rstpage Lastpage; doi:
www mdpi com
Figure 1. Molecular structures of natural epothilones A–D (Epo A–D). Figure 1. Molecular structures of natural epothilones A–D (Epo A–D). L
t
d i
d i
Figure 1. Molecular structures of natural epothilones A–D (Epo A–D). Figure 1. Molecular structures of natural epothilones A–D (Epo A–D). Chemistry 2020, 2, 30; doi:10.3390/chemistry2020030 www.mdpi.com/journal/chemistry Chemistry 2020, 2, 30
Chemistry 2020, 2, x Chemistry 2020, 2, 30
Chemistry 2020, 2, x 500 of 5092 500 of 5092 500 of 5092 Epo A and B were subsequently found to be highly cytotoxic in the 60-cell line panel of the
National Cancer Institute, although the mechanistic underpinnings of this effect remained unknown at
the time [4]. Interest in epothilones then surged in 1995, when Bollag et al. demonstrated that Epo A
and B were new microtubule-stabilizing agents and, thus, inhibited cell proliferation by a taxol-like
mechanism [5]. At the time of discovery of their mode of action, Epo A and B were the only non-taxane
compound class known to stabilize microtubules, but in contrast to taxol they retained almost full
activity (i.e., IC50 values in the nM range) against multidrug-resistant cancer cells expressing the
P-glycoprotein efflux pump or harboring tubulin mutations [6,7]. Epo A a d
we e subseque t y ou d to be
ig
y cytoto ic i
t e 60 ce
i e pa e o t e
National Cancer Institute, although the mechanistic underpinnings of this effect remained unknown
at the time [4]. 1. Introduction
1. Introduction The most important semisynthetic epothilone derivative is the Epo
B lactam ixabepilone, which is approved by the FDA (under the tradename Ixempra®) for the
treatment of metastatic or locally advanced breast cancer [17]. At least eight additional epothilone-
type agents have been advanced to clinical trials in oncology, including the natural product Epo A
[14,15], and Epo D has also been investigated in Phase I clinical trials for Alzheimer’s disease [18]. The development of most of these compounds has been discontinued (including the development of
Epo D for Alzheimer’s disease), but an analog termed utidelone (or UTD1) is currently being studied
in Phase III clinical trials against breast cancer (in combination with capecitabine) [19]. While numerous side chain-modified epothilone analogs have been investigated as part of While numerous side chain-modified epothilone analogs have been investigated as part of
comprehensive SAR studies [15,16], a specific question that has been addressed only indirectly relates
to the importance of the N-atom in the thiazole ring for microtubule binding and cellular potency. Thus, Nicolaou and co-workers have shown that among the three possible pyridyl-Epo B variants
(Figure 2), the isomer with the N-atom in the position ortho to the vinyl linker between the pyridine
ring and the macrolactone core (i.e., o-Pyr-Epo B) is the most potent with regard to both the promotion
of tubulin polymerization and the inhibition of cancer cell growth in vitro [20]. At the same time,
the meta and para isomers (m-Pyr-Epo B and p-Pyr-Epo B, respectively) still retained a significant
tubulin-polymerizing capacity, which reflects the ability of a compound to stabilize microtubules. p
g
g
p
comprehensive SAR studies [15,16], a specific question that has been addressed only indirectly relates
to the importance of the N-atom in the thiazole ring for microtubule binding and cellular potency. Thus, Nicolaou and co-workers have shown that among the three possible pyridyl-Epo B variants
(Figure 2), the isomer with the N-atom in the position ortho to the vinyl linker between the pyridine
ring and the macrolactone core (i.e., o-Pyr-Epo B) is the most potent with regard to both the
promotion of tubulin polymerization and the inhibition of cancer cell growth in vitro [20]. At the
same time, the meta and para isomers (m-Pyr-Epo B and p-Pyr-Epo B, respectively) still retained a
significant tubulin-polymerizing capacity, which reflects the ability of a compound to stabilize
microtubules. Figure 2. 1. Introduction
1. Introduction In our own work, we have demonstrated that the 501 of 509 501 of 509 501 of 509 Chemistry 2020, 2, 30 microtubule-binding affinities of quinoline-based epothilone analogs (Figure 3) [22] that incorporate the
side chain N-atom in the “natural” position (i.e., m-Quin-Epo B and m-Quin-Epo D) are ca. one order
of magnitude higher than those of the corresponding regioisomers p-Quin-Epo B and p-Quin-Epo D,
respectively (Kb’s of 92 × 107 and 88 × 107 for m-Quin-Epo B and m-Quin-Epo D, respectively,
vs. 6.9 × 107 and 6.1 × 107 for p-Quin-Epo B and p-Quin-Epo D). Quite intriguingly, and for reasons
not understood, the difference in the microtubule-binding affinity between m-Quin-Epo D and
p-Quin-Epo D translates into a corresponding difference in the cellular activity, while the epoxides
m-Quin-Epo B and p-Quin-Epo B are virtually equipotent (and highly active). 3) [22] that incorporate the side chain N-atom in the “natural” position (i.e., m-Quin-Epo B and m-
Quin-Epo D) are ca. one order of magnitude higher than those of the corresponding regioisomers p-
Quin-Epo B and p-Quin-Epo D, respectively (Kb’s of 92 × 107 and 88 × 107 for m-Quin-Epo B and m-
Quin-Epo D, respectively, vs. 6.9 × 107 and 6.1 × 107 for p-Quin-Epo B and p-Quin-Epo D). Quite
intriguingly, and for reasons not understood, the difference in the microtubule-binding affinity
between m-Quin-Epo D and p-Quin-Epo D translates into a corresponding difference in the cellular
activity, while the epoxides m-Quin-Epo B and p-Quin-Epo B are virtually equipotent (and highly
active). Figure 3. Molecular structures of quinoline-derived epothilone analogs. Figure 3. Molecular structures of quinoline-derived epothilone analogs. Figure 3. Molecular structures of quinoline-derived epothilone analogs. Figure 3. Molecular structures of quinoline-derived epothilone analogs. While our data for quinoline-based epothilone analogs seem to re-enforce the conclusions
derived from the earlier studies by Nicolaou and Danishefsky on pyridyl- and phenyl-based
epothilone analogs, respectively, they need to be interpreted with some care, in light of the significant
overall modification of the side chain vs. natural epothilones. Finally, the recent X-ray crystal
structure of a tubulin-Epo A complex [23] invokes a hydrogen bond between the thiazole nitrogen
and the side chain hydroxy group of βThr297. Overall, the available experimental data suggest that
the presence of a properly positioned heterocyclic N-atom in side chain-modified epothilone analogs
is required, in order to maximize interactions with the tubulin/microtubule system. 1. Introduction
1. Introduction Molecular structures of the three possible pyridyl-Epo B variants and of phenyl-Epo D. Figure 2. Molecular structures of the three possible pyridyl-Epo B variants and of phenyl-Epo D. Figure 2. Molecular structures of the three possible pyridyl-Epo B variants and of phenyl-Epo D. Figure 2. Molecular structures of the three possible pyridyl-Epo B variants and of phenyl-Epo D. Nicolaou’s data were in line with the results of an earlier study by Danishefsky and co-workers
who had reported the phenyl-based Epo D analog Ph-Epo D (Figure 2) to be a potent inducer of
tubulin polymerization, albeit to a lower extent than the natural product Epo D itself [21]. These data
suggested that the presence of a heterocyclic N-atom next to the vinyl linker moiety in epothilone
analogs is required for maximum induction of tubulin assembly and, consequently, for the inhibition
of cancer cell proliferation. However, neither of the above studies included a quantitative assessment
of the microtubule-binding affinity of the analogs investigated. In this context, it needs to be
recognized that the assessment of tubulin polymerization induction is useful for the unequivocal
identification of compounds with poor tubulin assembly properties, but is less suited for the high-
resolution quantitative differentiation between potent assembly inducers. In our own work, we have
d
d h
h
i
b l
bi di
ffi i i
f
i
li
b
d
hil
l
(Fi
Nicolaou’s data were in line with the results of an earlier study by Danishefsky and co-workers
who had reported the phenyl-based Epo D analog Ph-Epo D (Figure 2) to be a potent inducer of
tubulin polymerization, albeit to a lower extent than the natural product Epo D itself [21]. These data
suggested that the presence of a heterocyclic N-atom next to the vinyl linker moiety in epothilone
analogs is required for maximum induction of tubulin assembly and, consequently, for the inhibition of
cancer cell proliferation. However, neither of the above studies included a quantitative assessment of
the microtubule-binding affinity of the analogs investigated. In this context, it needs to be recognized
that the assessment of tubulin polymerization induction is useful for the unequivocal identification of
compounds with poor tubulin assembly properties, but is less suited for the high-resolution quantitative
differentiation between potent assembly inducers. 1. Introduction
1. Introduction At the same time,
the magnitude of the effect associated with the simple removal of this nitrogen from the natural side
chain, quite surprisingly, has never been assessed. We have thus been interested for some time in the
synthesis of a thiophene-containing analog of a natural epothilone and the determination of its
microtubule-binding affinity in comparison with the natural parent structure. In this paper, we
describe the results of these efforts. While our data for quinoline-based epothilone analogs seem to re-enforce the conclusions derived
from the earlier studies by Nicolaou and Danishefsky on pyridyl- and phenyl-based epothilone
analogs, respectively, they need to be interpreted with some care, in light of the significant overall
modification of the side chain vs. natural epothilones. Finally, the recent X-ray crystal structure of a
tubulin-Epo A complex [23] invokes a hydrogen bond between the thiazole nitrogen and the side chain
hydroxy group of βThr297. Overall, the available experimental data suggest that the presence of a
properly positioned heterocyclic N-atom in side chain-modified epothilone analogs is required, in order
to maximize interactions with the tubulin/microtubule system. At the same time, the magnitude
of the effect associated with the simple removal of this nitrogen from the natural side chain, quite
surprisingly, has never been assessed. We have thus been interested for some time in the synthesis of a
thiophene-containing analog of a natural epothilone and the determination of its microtubule-binding
affinity in comparison with the natural parent structure. In this paper, we describe the results of
these efforts. 2. Materials and Methods
2. Materials and Methods Detailed protocols for the synthesis of new compounds and the associated analytical data can be
found in the Supplementary Material. Detailed protocols for the synthesis of new compounds and the associated analytical data can be
found in the Supplementary Materials. 3.1. Synthesis of Deaza-Epo C (5)
3.1. Synthesis of Deaza-Epo C (5) Reagents and conditions: a) nBuLi, −78 °C to RT, 0%. Scheme 1. Reagents and conditions: a) nBuLi, −78 ◦C to RT, 0%. efin (Scheme 1). Scheme 1. Reagents and conditions: a) nBuLi, −78 °C to RT, 0%. Scheme 1. Reagents and conditions: a) nBuLi, −78 °C to RT, 0%. Scheme 1. Reagents and conditions: a) nBuLi, −78 ◦C to RT, 0%. Scheme 1 Reagents and conditions: a) nBuLi −78 °C to RT 0% In light of a previous report by Höfle and co-workers, who had been unable of convert 2 into
phenyl-Epo A or to reconstruct Epo A from 2 by a variety of olefination methods [24], we did not
further pursue the direct elaboration of 2 into 1. Instead, we turned our attention to a different aspect
of the chemistry of Epo A that had been unveiled by Höfle’s work on semisynthetic epothilone
derivatives and that involves the targeted removal of the C13–C15 segment of the macrocycle to
generate acid 8 [28] (Scheme 2). The latter was then to be esterified with alcohol 7, and the resulting
diene would be cyclized by ring-closing olefin metathesis (RCM) in analogy to previous work on the
total synthesis of Epo A [29–31]. Deprotection would then yield deaza-Epo C (5). In light of a previous report by Höfle and co-workers, who had been unable of convert 2 into
phenyl-Epo A or to reconstruct Epo A from 2 by a variety of olefination methods [24], we did not
further pursue the direct elaboration of 2 into 1. Instead, we turned our attention to a different aspect of
the chemistry of Epo A that had been unveiled by Höfle’s work on semisynthetic epothilone derivatives
and that involves the targeted removal of the C13–C15 segment of the macrocycle to generate acid
8 [28] (Scheme 2). The latter was then to be esterified with alcohol 7, and the resulting diene would be
cyclized by ring-closing olefin metathesis (RCM) in analogy to previous work on the total synthesis of
Epo A [29–31]. Deprotection would then yield deaza-Epo C (5). In light of a previous report by Höfle and co-workers, who had been unable of convert 2 into
phenyl-Epo A or to reconstruct Epo A from 2 by a variety of olefination methods [24], we did not
further pursue the direct elaboration of 2 into 1. 3.1. Synthesis of Deaza-Epo C (5)
3.1. Synthesis of Deaza-Epo C (5) Instead, we turned our attention to a different aspect
of the chemistry of Epo A that had been unveiled by Höfle’s work on semisynthetic epothilone
derivatives and that involves the targeted removal of the C13–C15 segment of the macrocycle to
generate acid 8 [28] (Scheme 2). The latter was then to be esterified with alcohol 7, and the resulting
diene would be cyclized by ring-closing olefin metathesis (RCM) in analogy to previous work on the
total synthesis of Epo A [29 31] Deprotection would then yield deaza Epo C (5) Scheme 2. Retrosynthesis of deaza-Epo C (5). Scheme 2. Retrosynthesis of deaza-Epo C (5). Scheme 2. Retrosynthesis of deaza-Epo C (5). Scheme 2. Retrosynthesis of deaza-Epo C (5). Scheme 2. Retrosynthesis of deaza-Epo C (5). Scheme 2. Retrosynthesis of deaza-Epo C (5). When elaborating this strategy, we were cognizant of the fact that the conversion of the Epo C
analog 5 into 1 might be impaired by the competing epoxidation of the C16–C17 double bond, which
is more nucleophilic than in Epo C, and/or oxidation at sulfur [32]. At the same time, we also felt that
our question about the effects of the removal of the thiazole nitrogen could be addressed by
comparing the microtubule-binding affinity of 5 with that of Epo C, as the latter had also been
reported to be a potent inducer of tubulin polymerization [33] (although no microtubule binding data
for the compound exist in the literature). In the forward direction the synthesis of acid 8 commenced with the deoxygenation of Epo A
When elaborating this strategy, we were cognizant of the fact that the conversion of the Epo C
analog 5 into 1 might be impaired by the competing epoxidation of the C16–C17 double bond, which
is more nucleophilic than in Epo C, and/or oxidation at sulfur [32]. At the same time, we also felt that
our question about the effects of the removal of the thiazole nitrogen could be addressed by
comparing the microtubule-binding affinity of 5 with that of Epo C, as the latter had also been
reported to be a potent inducer of tubulin polymerization [33] (although no microtubule binding data
for the compound exist in the literature). 3.1. Synthesis of Deaza-Epo C (5)
3.1. Synthesis of Deaza-Epo C (5) The initial synthetic target of our work was deaza-Epo A (1), which we planned to access from
ketone 2 by means of the Wittig or Horner–Woodsworth–Emmons (HWE) reaction (Scheme 1). Ketone 2 can be accessed from Epo A by TMS-protection and ozonolysis [24]; and its conversion into
TMS-protected 3 via the transformation of the ketone moiety into the corresponding vinyl boronic
acid, followed by iodination and Stille coupling, had been described earlier by Höfle and co-workers
The initial synthetic target of our work was deaza-Epo A (1), which we planned to access
from ketone 2 by means of the Wittig or Horner–Woodsworth–Emmons (HWE) reaction (Scheme 1). Ketone 2 can be accessed from Epo A by TMS-protection and ozonolysis [24]; and its conversion into
TMS-protected 3 via the transformation of the ketone moiety into the corresponding vinyl boronic acid,
followed by iodination and Stille coupling, had been described earlier by Höfle and co-workers [25]. 502 of 509 502 of 509 502 of 509 Chemistry 2020, 2, 30 However, no experimental protocols for this reaction sequence are provided in ref. [25], and no
yields are reported for the iodination and Stille coupling steps. On the other hand, we had been
successful ourselves in the elaboration of ketone 2 into epothilone A analogs bearing modified thiazole,
pyrimidine or pyridine moieties in place of the natural thiazole heterocycle by means of HWE chemistry
(Hauenstein & Altmann, unpublished experiments; see also refs. [26,27]). Unfortunately, the attempted
HWE coupling of 2 with phosphonate 4 did not yield any of the desired olefin (Scheme 1). Chemistry 2020, 2, x
4
successful ourselves in the elaboration of ketone 2 into epothilone A analogs bearing modified
thiazole, pyrimidine or pyridine moieties in place of the natural thiazole heterocycle by means of
HWE chemistry (Hauenstein & Altmann, unpublished experiments; see also refs. [26] and [27]). Unfortunately, the attempted HWE coupling of 2 with phosphonate 4 did not yield any of the desired
olefin (Scheme 1). Chemistry 2020, 2, x
4
successful ourselves in the elaboration of ketone 2 into epothilone A analogs bearing modified
thiazole, pyrimidine or pyridine moieties in place of the natural thiazole heterocycle by means of
HWE chemistry (Hauenstein & Altmann, unpublished experiments; see also refs. [26] and [27]). Unfortunately, the attempted HWE coupling of 2 with phosphonate 4 did not yield any of the desired Scheme 1. 3.1. Synthesis of Deaza-Epo C (5)
3.1. Synthesis of Deaza-Epo C (5) Reagents and conditions: a) 10, TFA, DCM, 6 h, RT, 43%; b) Hoveyda–Grubbs-II cat., DCM,
20 h, RT, 61%; c) i) 2,6-lutidine, DCM, 10 min, RT, ii) TBSOTf, 5 min, 110 °C, microwave; d) LiOH,
H2O, iPrOH, 5 min, 150 °C, microwave, 61% over two steps. Scheme 3. Reagents and conditions: a) 10, TFA, DCM, 6 h, RT, 43%; b) Hoveyda–Grubbs-II cat., DCM,
20 h, RT, 61%; c) i) 2,6-lutidine, DCM, 10 min, RT, ii) TBSOTf, 5 min, 110 ◦C, microwave; d) LiOH, H2O,
iPrOH, 5 min, 150 ◦C, microwave, 61% over two steps. The synthesis of alcohol 7 started from 3-thienylmethanol (11), which was TBS-protected;
deprotonation of TBS-ether 12 with nBuLi (1.1 equiv) and reaction with a two-fold excess of MeI then
provided TBS-ether 13 in 62% yield (Scheme 4). The deprotection of 13 with TBAF, followed by
oxidation of the ensuing free alcohol under Swern conditions, afforded the desired aldehyde 15 in
71% overall yield. The Wittig reaction of 15 with 16 then delivered homologated aldehyde 17 (71%
yield). The deoxygenation reaction gave Epo C in highly variable yields, due to incomplete conversion
and the formation of an unknown side product that was difficult to remove. It was found eventually,
however, that the subsequent ring-opening reaction proceeded equally well without the prior removal
of this impurity, thus obviating the need for the tedious purification of the intermediate Epo C. The ring-opening of the macrocycle with ethylene in the presence of the Grubbs–Hoveyda II catalyst
furnished diene 9 (as described [28]), which was converted into acid 8 by sequential treatment with
TBSOTf and LiOH at elevated temperature under microwave conditions in 61% overall yield. Scheme 3. Reagents and conditions: a) 10, TFA, DCM, 6 h, RT, 43%; b) Hoveyda–Grubbs-II cat., DCM,
20 h, RT, 61%; c) i) 2,6-lutidine, DCM, 10 min, RT, ii) TBSOTf, 5 min, 110 °C, microwave; d) LiOH,
H2O, iPrOH, 5 min, 150 °C, microwave, 61% over two steps. Th
th
i
f
l
h l 7
t
t d f
3 thi
l
th
l (11)
hi h
TBS
t
t d The synthesis of alcohol 7 started from 3-thienylmethanol (11), which was TBS-protected;
deprotonation of TBS-ether 12 with nBuLi (1.1 equiv) and reaction with a two-fold excess of MeI
then provided TBS-ether 13 in 62% yield (Scheme 4). 3.1. Synthesis of Deaza-Epo C (5)
3.1. Synthesis of Deaza-Epo C (5) The deprotection of 13 with TBAF, followed by
oxidation of the ensuing free alcohol under Swern conditions, afforded the desired aldehyde 15 in 71%
overall yield. The Wittig reaction of 15 with 16 then delivered homologated aldehyde 17 (71% yield). The synthesis of alcohol 7 started from 3-thienylmethanol (11), which was TBS-protected;
deprotonation of TBS-ether 12 with nBuLi (1.1 equiv) and reaction with a two-fold excess of MeI then
provided TBS-ether 13 in 62% yield (Scheme 4). The deprotection of 13 with TBAF, followed by
oxidation of the ensuing free alcohol under Swern conditions, afforded the desired aldehyde 15 in
71% overall yield. The Wittig reaction of 15 with 16 then delivered homologated aldehyde 17 (71%
yield) Scheme 4. Reagents and conditions: a) TBSCl, imidazole, DMF, 5 h, 45 °C, quant.; b) nBuLi, MeI, THF,
18 h, −35 °C to RT, 62%; c) TBAF, THF, 3 h, RT; d) oxalyl chloride, DMSO, DCM, NEt3, 2 h, −78 °C to
RT, 71% (2 steps); e) 16, benzene, 23 h, 103 °C, 71%; f) 18, dibutylboron triflate, DIPEA, DCM, 4 h, −78
°C to 0 °C, 51%; g) TBSCl, imidazole, DMF, 4.5 h, 45 °C, 79%; h) DIBAL-H, DCM, 2 h, −78 °C, 80%; i)
22, NaHMDS, THF, 2 h, −78 °C, 88%; j) TBAF, THF, 5 h, 0 °C to RT, 94%. The reaction of 17 with the dibutylboron enolate of acetylsultam 18, obtained by the successi
atment of the latter with dibutylboron triflate and DIPEA [22,35], proceeded with only modera
ectivity, to afford a ca. 2:1 mixture of aldol products, in favor of the desired isomer 19 [3
eparing the dibutylboron triflate in situ from triethylborane and trifluoromethanesulfonic acid d
t lead to an improved dr. Although tedious, isomer separation was possible by colum
romatography, and 19 was finally obtained as a single isomer in 51% yield; the latter was th
otected as its TBS-ether 20. The reductive cleavage of the auxiliary with DIBAL-H, followed
Scheme 4. 3.1. Synthesis of Deaza-Epo C (5)
3.1. Synthesis of Deaza-Epo C (5) When elaborating this strategy, we were cognizant of the fact that the conversion of the Epo C
analog 5 into 1 might be impaired by the competing epoxidation of the C16–C17 double bond, which is
more nucleophilic than in Epo C, and/or oxidation at sulfur [32]. At the same time, we also felt that our
question about the effects of the removal of the thiazole nitrogen could be addressed by comparing the
microtubule-binding affinity of 5 with that of Epo C, as the latter had also been reported to be a potent
inducer of tubulin polymerization [33] (although no microtubule binding data for the compound exist
in the literature). In the forward direction, the synthesis of acid 8 commenced with the deoxygenation of Epo A
with 3-methylbenzo[d]thiazole-2(3H)-selenone (10), prepared according to Calo and co-workers by
refluxing methylbenzothiazolium iodide and elemental selenium in pyridine [34] (Scheme 3). The deoxygenation reaction gave Epo C in highly variable yields, due to incomplete conversion
p
In the forward direction, the synthesis of acid 8 commenced with the deoxygenation of Epo A
with 3-methylbenzo[d]thiazole-2(3H)-selenone (10), prepared according to Calo and co-workers by
refluxing methylbenzothiazolium iodide and elemental selenium in pyridine [34] (Scheme 3). In the forward direction, the synthesis of acid 8 commenced with the deoxygenation of Epo A
with 3-methylbenzo[d]thiazole-2(3H)-selenone (10), prepared according to Calo and co-workers by
refluxing methylbenzothiazolium iodide and elemental selenium in pyridine [34] (Scheme 3). 503 of 509
reatment Chemistry 2020, 2, 30
catalyst furnished Scheme 3. Reagents and conditions: a) 10, TFA, DCM, 6 h, RT, 43%; b) Hoveyda–Grubbs-II cat., DCM,
20 h, RT, 61%; c) i) 2,6-lutidine, DCM, 10 min, RT, ii) TBSOTf, 5 min, 110 °C, microwave; d) LiOH,
H2O, iPrOH, 5 min, 150 °C, microwave, 61% over two steps. Scheme 3. Reagents and conditions: a) 10, TFA, DCM, 6 h, RT, 43%; b) Hoveyda–Grubbs-II cat., DCM,
20 h, RT, 61%; c) i) 2,6-lutidine, DCM, 10 min, RT, ii) TBSOTf, 5 min, 110 ◦C, microwave; d) LiOH, H2O,
iPrOH, 5 min, 150 ◦C, microwave, 61% over two steps. hemistry 2020, 2, x
atalyst furnished diene 9 (as described [28]), which was converted into acid 8 by sequential treatm
ith TBSOTf and LiOH at elevated temperature under microwave conditions in 61% overall yield istry 2020, 2, x
lyst furnished diene 9 (as descr
h TBSOTf and LiOH at elevate Scheme 3. 3.1. Synthesis of Deaza-Epo C (5)
3.1. Synthesis of Deaza-Epo C (5) Reagents and conditions: a) TBSCl, imidazole, DMF, 5 h, 45 °C, quant.; b) nBuLi, MeI, THF,
18 h, −35 °C to RT, 62%; c) TBAF, THF, 3 h, RT; d) oxalyl chloride, DMSO, DCM, NEt3, 2 h, −78 °C to
RT, 71% (2 steps); e) 16, benzene, 23 h, 103 °C, 71%; f) 18, dibutylboron triflate, DIPEA, DCM, 4 h, −78
°C to 0 °C, 51%; g) TBSCl, imidazole, DMF, 4.5 h, 45 °C, 79%; h) DIBAL-H, DCM, 2 h, −78 °C, 80%; i)
22, NaHMDS, THF, 2 h, −78 °C, 88%; j) TBAF, THF, 5 h, 0 °C to RT, 94%. Scheme 4. Reagents and conditions: a) TBSCl, imidazole, DMF, 5 h, 45 ◦C, quant.; b) nBuLi, MeI, THF,
18 h, −35 ◦C to RT, 62%; c) TBAF, THF, 3 h, RT; d) oxalyl chloride, DMSO, DCM, NEt3, 2 h, −78 ◦C to RT,
71% (2 steps); e) 16, benzene, 23 h, 103 ◦C, 71%; f) 18, dibutylboron triflate, DIPEA, DCM, 4 h, −78 ◦C to
0 ◦C, 51%; g) TBSCl, imidazole, DMF, 4.5 h, 45 ◦C, 79%; h) DIBAL-H, DCM, 2 h, −78 ◦C, 80%; i) 22,
NaHMDS, THF, 2 h, −78 ◦C, 88%; j) TBAF, THF, 5 h, 0 ◦C to RT, 94%. TBSCl, imidazole, DMF, 5 h, 45 °C, quant.; b) nBuLi, MeI, T
3 h, RT; d) oxalyl chloride, DMSO, DCM, NEt3, 2 h, −78 °C
103 °C, 71%; f) 18, dibutylboron triflate, DIPEA, DCM, 4 h,
DMF, 4.5 h, 45 °C, 79%; h) DIBAL-H, DCM, 2 h, −78 °C, 80%
TBAF, THF, 5 h, 0 °C to RT, 94%. boron enolate of acetylsultam 18, obtained by the su TBSCl, imidazole, DMF, 5 h, 45 °C, quant.; b) nBuLi, MeI, T
3 h, RT; d) oxalyl chloride, DMSO, DCM, NEt3, 2 h, −78 °C
103 °C, 71%; f) 18, dibutylboron triflate, DIPEA, DCM, 4 h,
MF, 4.5 h, 45 °C, 79%; h) DIBAL-H, DCM, 2 h, −78 °C, 80%
TBAF, THF, 5 h, 0 °C to RT, 94%. boron enolate of acetylsultam 18, obtained by the su me 4. 3.1. Synthesis of Deaza-Epo C (5)
3.1. Synthesis of Deaza-Epo C (5) Preparing
the dibutylboron triflate in situ from triethylborane and trifluoromethanesulfonic acid did not lead to
an improved dr. Although tedious, isomer separation was possible by column chromatography, and 19
was finally obtained as a single isomer in 51% yield; the latter was then protected as its TBS-ether 20. The reductive cleavage of the auxiliary with DIBAL-H, followed by Julia−Kocienski olefination of
the ensuing aldehyde 21 with sulfone 22 and subsequent TBS-deprotection, gave homoallylic alcohol
7 in ca. 8.5% overall yield for the 10-step sequence from 3-thienylmethanol (11). The attempted
Wittig olefination of aldehyde 21 with methyltriphenylphosphonium bromide in combination with
various bases had been found previously to induce the elimination of TBSOH (Cintulová & Altmann,
unpublished). Chemistry 2020, 2, x
6
Julia−Kocienski olefination of the ensuing aldehyde 21 with sulfone 22 and subsequent TBS-
deprotection, gave homoallylic alcohol 7 in ca. 8.5% overall yield for the 10-step sequence from 3-
thienylmethanol
(11). The
attempted
Wittig
olefination
of
aldehyde
21
with
methyltriphenylphosphonium bromide in combination with various bases had been found
previously to induce the elimination of TBSOH (Cintulová & Altmann unpublished) The esterification of alcohol 7 with acid 8 under Yamaguchi conditions [37] at RT furnished diene
6 in moderate but acceptable yields of 44%−65% (Scheme 5). previously to induce the elimination of TBSOH (Cintulová & Altmann, unpublished). The esterification of alcohol 7 with acid 8 under Yamaguchi conditions [37] at RT furnished diene
6 in moderate but acceptable yields of 44%−65% (Scheme 5). Scheme 5. a) Reagents and conditions: NEt3, 2,4,6-trichlorobenzoyl chloride (TCBC), DMAP, 3 h, RT,
44%–65%; b) Grubbs II cat., toluene, 40 °C, 17%. Scheme 5. a) Reagents and conditions: NEt3, 2,4,6-trichlorobenzoyl chloride (TCBC), DMAP, 3 h, RT,
44%–65%; b) Grubbs II cat., toluene, 40 ◦C, 17%. Scheme 5. a) Reagents and conditions: NEt3, 2,4,6-trichlorobenzoyl chloride (TCBC), DMAP, 3 h, RT,
44%–65%; b) Grubbs II cat., toluene, 40 °C, 17%. Scheme 5. a) Reagents and conditions: NEt3, 2,4,6-trichlorobenzoyl chloride (TCBC), DMAP, 3 h, RT,
44%–65%; b) Grubbs II cat., toluene, 40 ◦C, 17%. A series of screening experiments was then performed on an analytical scale to identify the best
conditions for the crucial ring-closure reaction, including a range of solvents (DCM, benzene, toluene,
THF) and different metathesis catalysts (Grubbs I and II, Hoveyda−Grubbs II, Grubbs III) [38]. 3.1. Synthesis of Deaza-Epo C (5)
3.1. Synthesis of Deaza-Epo C (5) Reagents and conditions: a
−35 °C to RT, 62%; c) TBAF, THF
1% (2 steps); e) 16, benzene, 23 h
0 °C, 51%; g) TBSCl, imidazole,
aHMDS, THF, 2 h, −78 °C, 88%; j
eaction of 17 with the dibuty f 17 w tment of the latter with dibutylboron triflate and DIPEA [22,35], proceeded with only moder
ctivity, to afford a ca. 2:1 mixture of aldol products, in favor of the desired isomer 19 [3
paring the dibutylboron triflate in situ from triethylborane and trifluoromethanesulfonic acid d
lead to an improved dr. Although tedious, isomer separation was possible by colum
omatography, and 19 was finally obtained as a single isomer in 51% yield; the latter was th
d
h
h
d
l
f h
l
h
I A
f ll
d
Scheme 4. Reagents and conditions: a) TBSCl, imidazole, DMF, 5 h, 45 °C, quant.; b) nBuLi, MeI, THF,
18 h, −35 °C to RT, 62%; c) TBAF, THF, 3 h, RT; d) oxalyl chloride, DMSO, DCM, NEt3, 2 h, −78 °C to
RT, 71% (2 steps); e) 16, benzene, 23 h, 103 °C, 71%; f) 18, dibutylboron triflate, DIPEA, DCM, 4 h, −78
°C to 0 °C, 51%; g) TBSCl, imidazole, DMF, 4.5 h, 45 °C, 79%; h) DIBAL-H, DCM, 2 h, −78 °C, 80%; i)
22, NaHMDS, THF, 2 h, −78 °C, 88%; j) TBAF, THF, 5 h, 0 °C to RT, 94%. Scheme 4. Reagents and conditions: a) TBSCl, imidazole, DMF, 5 h, 45 ◦C, quant.; b) nBuLi, MeI, THF,
18 h, −35 ◦C to RT, 62%; c) TBAF, THF, 3 h, RT; d) oxalyl chloride, DMSO, DCM, NEt3, 2 h, −78 ◦C to RT,
71% (2 steps); e) 16, benzene, 23 h, 103 ◦C, 71%; f) 18, dibutylboron triflate, DIPEA, DCM, 4 h, −78 ◦C to
0 ◦C, 51%; g) TBSCl, imidazole, DMF, 4.5 h, 45 ◦C, 79%; h) DIBAL-H, DCM, 2 h, −78 ◦C, 80%; i) 22,
NaHMDS, THF, 2 h, −78 ◦C, 88%; j) TBAF, THF, 5 h, 0 ◦C to RT, 94%. Chemistry 2020, 2, 30 504 of 509 504 of 509 The reaction of 17 with the dibutylboron enolate of acetylsultam 18, obtained by the successive
treatment of the latter with dibutylboron triflate and DIPEA [22,35], proceeded with only moderate
selectivity, to afford a ca. 2:1 mixture of aldol products, in favor of the desired isomer 19 [36]. 3.1. Synthesis of Deaza-Epo C (5)
3.1. Synthesis of Deaza-Epo C (5) Not
unexpectedly, the reaction under all conditions investigated suffered from low selectivity; low
selectivity has also been reported for the RCM of bis-TBS-protected Epo C with the Grubbs I catalyst
[29–31]). However, in contrast to the latter, which delivered the E/Z isomeric mixture of macrocycles
in high yield, diene 6 appeared to be of limited stability under the reaction conditions and/or to be
consumed by alternative reaction pathways. Overall, the screening experiments, unfortunately, did
not provide consistent guidance on how to maximize the yield of the desired macrocycle 23. Ultimately, the reaction was conducted with 0.1 equiv. of Grubbs II catalyst in toluene at 40 °C and
quenched before complete conversion of the starting material. On a 20 mg scale, these conditions
provided 3.5 mg of slightly impure 23 (17%) together with 6.9 mg (33%) of the corresponding 12,13-
E isomer. When the reaction was carried out for 3 h at reflux, the E isomer of 23 was obtained in 51%
isolated yield. A series of screening experiments was then performed on an analytical scale to identify the best
conditions for the crucial ring-closure reaction, including a range of solvents (DCM, benzene, toluene,
THF) and different metathesis catalysts (Grubbs I and II, Hoveyda−Grubbs II, Grubbs III) [38]. Not unexpectedly, the reaction under all conditions investigated suffered from low selectivity;
low selectivity has also been reported for the RCM of bis-TBS-protected Epo C with the Grubbs
I catalyst [29–31]). However, in contrast to the latter, which delivered the E/Z isomeric mixture of
macrocycles in high yield, diene 6 appeared to be of limited stability under the reaction conditions and/or
to be consumed by alternative reaction pathways. Overall, the screening experiments, unfortunately,
did not provide consistent guidance on how to maximize the yield of the desired macrocycle 23. Ultimately, the reaction was conducted with 0.1 equiv. of Grubbs II catalyst in toluene at 40 ◦C and
quenched before complete conversion of the starting material. On a 20 mg scale, these conditions
provided 3.5 mg of slightly impure 23 (17%) together with 6.9 mg (33%) of the corresponding 12,13-E
isomer. When the reaction was carried out for 3 h at reflux, the E isomer of 23 was obtained in 51%
isolated yield. 3.1. Synthesis of Deaza-Epo C (5)
3.1. Synthesis of Deaza-Epo C (5) y
The difficulties with the RCM of diene 6 were then further aggravated by the fact that no
conditions could be identified that would have allowed for the clean deprotection of 23, including
conditions that have been employed successfully in the deprotection of bis-TBS-protected Epo C [29–
31]. These findings, which point to a distinct instability of 23 (or 5) compared to (protected) Epo C,
called for a change to a protecting group more easily removable than TBS. An obvious candidate that
would meet this requirement was the TMS group and we felt that the corresponding acid 8a (Figure
4) could be readily available from 9 in analogy to the preparation of 8, by simply substituting TMSOTf
The difficulties with the RCM of diene 6 were then further aggravated by the fact that no conditions
could be identified that would have allowed for the clean deprotection of 23, including conditions
that have been employed successfully in the deprotection of bis-TBS-protected Epo C [29–31]. These
findings, which point to a distinct instability of 23 (or 5) compared to (protected) Epo C, called for a
change to a protecting group more easily removable than TBS. An obvious candidate that would meet
this requirement was the TMS group and we felt that the corresponding acid 8a (Figure 4) could be
readily available from 9 in analogy to the preparation of 8, by simply substituting TMSOTf for TBSOTf. 505 of 509
(
g
g TMSOTf Chemistry 2020, 2, 30
4) could be readily
f
O f Chemistry 2020, 2, 30
4) could be readily
f
SO f Figure 4. Molecular structures of acid 8a. Figure 4. Molecular structures of acid 8a. Figure 4. Molecular structures of acid 8a. Figure 4. Molecular structures of acid 8a. Unfortunately, the treatment of 9 with TMSOTf under a variety of conditions did not lead
to complete conversion to the bis-TMS ether 8a, even if a large excess of TMSOTf was employed
(up to 75-fold); in addition, the retro aldol cleavage of the C3−C4 bond was frequently observed as
a side reaction [39]. The purification of acid 8a by silica gel chromatography was possible to some
extent, but was complicated by the limited stability of the compound under the chromatographic
conditions. 3.1. Synthesis of Deaza-Epo C (5)
3.1. Synthesis of Deaza-Epo C (5) Reagents and conditions: a) TMSOTf, 2,6-lutidine, DCM, 1.5 h, 0 °C to RT, 53%; b) 7, TCBC,
NEt3, THF, DMAP, 2 h, 0 °C to RT, 39% for the 2:1 mixture (not separated) of 26 (26%) and 27 (13%);
c) Grubbs I cat., toluene, RT, 18 h, 13% (28) and 19% (29); d) PPTS, EtOH, 0 °C, 90 min, 67%. Scheme 6. Reagents and conditions: a) TMSOTf, 2,6-lutidine, DCM, 1.5 h, 0 ◦C to RT, 53%; b) 7, TCBC,
NEt3, THF, DMAP, 2 h, 0 ◦C to RT, 39% for the 2:1 mixture (not separated) of 26 (26%) and 27 (13%);
c) Grubbs I cat., toluene, RT, 18 h, 13% (28) and 19% (29); d) PPTS, EtOH, 0 ◦C, 90 min, 67%. Thus, the reaction of 26 with 7 under Yamaguchi conditions gave the desired ester 26 and the
dimeric structure 27 [40] in a ca. 2:1 ratio and with an overall yield of 39%. The separation of 26 and
27 was possible, if tedious, but was better performed after the RCM step. Intriguingly, two attempts
at the Yamaguchi esterification of doubly TMS-protected acid 8a only led to slow decomposition,
with alcohol 7 being recovered in almost quantitative yields. Thus, the reaction of 26 with 7 under Yamaguchi conditions gave the desired ester 26 and the
dimeric structure 27 [40] in a ca. 2:1 ratio and with an overall yield of 39%. The separation of 26 and
27 was possible, if tedious, but was better performed after the RCM step. Intriguingly, two attempts
at the Yamaguchi esterification of doubly TMS-protected acid 8a only led to slow decomposition,
with alcohol 7 being recovered in almost quantitative yields. RCM with 60 mg of the 2:1 mixture of 26 and 27 with Grubbs I catalyst gave 4.5 mg (13%) of Z-
product 28 and 6.6 mg (19%) of E-isomer 29 after two preparative RP-HPLC runs. Furthermore, 6.9
mg (19%) of diene 26 were recovered; no other products were characterized. The configurational
assignment of the C12–C13 double bond in 28 and 29 was based on J coupling constants obtained via
NMR decoupling experiments. For Z-product 28, a coupling constant of 10.9 Hz was determined,
while E-isomer 29 showed a coupling constant of 15.3 Hz (see the Supporting Material). 3.1. Synthesis of Deaza-Epo C (5)
3.1. Synthesis of Deaza-Epo C (5) In contrast to 8a, mono-TMS-ether 26 (Scheme 6) could be obtained in 53% yield after
column chromatography, when TMSOTf and 2,6-lutidine were premixed in DCM before the addition of
9 to the reaction mixture (Scheme 6). While the use of 26 presented its own problems in the subsequent
esterification step (vide infra), sufficient quantities of this material could be produced to complete the
synthesis of the target structure. Unfortunately, the treatment of 9 with TMSOTf under a variety of conditions did not lead to
complete conversion to the bis-TMS ether 8a, even if a large excess of TMSOTf was employed (up to
75-fold); in addition, the retro aldol cleavage of the C3−C4 bond was frequently observed as a side
reaction [39]. The purification of acid 8a by silica gel chromatography was possible to some extent,
but was complicated by the limited stability of the compound under the chromatographic conditions. In contrast to 8a, mono-TMS-ether 26 (Scheme 6) could be obtained in 53% yield after column
chromatography, when TMSOTf and 2,6-lutidine were premixed in DCM before the addition of 9 to
the reaction mixture (Scheme 6). While the use of 26 presented its own problems in the subsequent
esterification step (vide infra), sufficient quantities of this material could be produced to complete the
synthesis of the target structure. Scheme 6. Reagents and conditions: a) TMSOTf, 2,6-lutidine, DCM, 1.5 h, 0 °C to RT, 53%; b) 7, TCBC,
NEt3, THF, DMAP, 2 h, 0 °C to RT, 39% for the 2:1 mixture (not separated) of 26 (26%) and 27 (13%);
c) Grubbs I cat., toluene, RT, 18 h, 13% (28) and 19% (29); d) PPTS, EtOH, 0 °C, 90 min, 67%. Scheme 6. Reagents and conditions: a) TMSOTf, 2,6-lutidine, DCM, 1.5 h, 0 ◦C to RT, 53%; b) 7, TCBC,
NEt3, THF, DMAP, 2 h, 0 ◦C to RT, 39% for the 2:1 mixture (not separated) of 26 (26%) and 27 (13%);
c) Grubbs I cat., toluene, RT, 18 h, 13% (28) and 19% (29); d) PPTS, EtOH, 0 ◦C, 90 min, 67%. Scheme 6. 3.2. Biochemical and Cellular Assessment With deaza-Epo C (5) in hand, we assessed the binding of the compound to cross-linked
microtubules at different temperatures in comparison with natural Epo C. As can be seen from the
data presented in Table 1, for temperatures up to 35 ◦C, the binding constant of deaza-Epo C (5) for
microtubules is ca. 4-fold to 6-fold lower than that of Epo C, corresponding to a free energy difference
∆∆G of ca. 0.7 kcal/mol to 1 kcal/mol. Thus, the loss in binding free energy incurred by the replacement
of the thiazole nitrogen in Epo C by a CH group is rather modest and appears to be comparable with
the loss in binding energy observed upon removal of the epoxide oxygen from Epo A (to form Epo C)
(Table 1) or the Epo B→Epo D transformation [41]. The difference appears somewhat less pronounced
than for the quinoline-based Epo D analogs o-Quin-Epo D and p-Quin Epo D (Figure 3), where the
difference in binding constants is >10-fold; however, the differences are small and should not be
overinterpreted. At the same time, the data for the quinoline-based epothilones depicted in Figure 3
suggest that the difference in binding free energy observed here between Epo C and deaza-Epo C (5)
can most likely be extrapolated to epothilones A, B and D and their corresponding deaza analogs. For temperatures above 35 ◦C, a marked drop in the microtubule-binding affinity of deaza-Epo C (5)
was observed (Kb of 5 × 105 at 42 ◦C); the effect is significantly more pronounced than for Epo C (Kb of
88 × 105 at 42 ◦C). The cause for this behavior is unclear at this point, but may be related to the limited
chemical stability of the compound 5 at higher temperatures (vide infra). Table 1. Binding constants of deaza-Epo C (5), Epo C and Epo A for stabilized microtubules. 1
Compound
Kb [107 M−1]
26 ◦C
30 ◦C
35 ◦C
5
0.39 ± 0.03
0.33 ± 0.02
0.37 ± 0.05
Epo C
1.46 ± 0.33
1.19 ± 0.15
1.93 ± 0.27
Epo A 2
7.48 ± 1.00
5.81 ± 1.08
3.63 ± 0.51
1 Association constant Kb with glutaraldehyde-stabilized microtubules at different temperatures, determined as
described in ref. [42]. Numbers are average values from three independent experiments ± standard deviation. 2 From ref. [41]. Table 1. Binding constants of deaza-Epo C (5), Epo C and Epo A for stabilized microtubules. 3.1. Synthesis of Deaza-Epo C (5)
3.1. Synthesis of Deaza-Epo C (5) With the
protected macrocycle in hand, removal of the TMS moiety was then attempted with citric acid
RCM with 60 mg of the 2:1 mixture of 26 and 27 with Grubbs I catalyst gave 4.5 mg (13%) of
Z-product 28 and 6.6 mg (19%) of E-isomer 29 after two preparative RP-HPLC runs. Furthermore,
6.9 mg (19%) of diene 26 were recovered; no other products were characterized. The configurational
assignment of the C12–C13 double bond in 28 and 29 was based on J coupling constants obtained via
NMR decoupling experiments. For Z-product 28, a coupling constant of 10.9 Hz was determined, while
E-isomer 29 showed a coupling constant of 15.3 Hz (see the Supporting Material). With the protected
macrocycle in hand, removal of the TMS moiety was then attempted with citric acid (MeOH, RT, 12 h), Chemistry 2020, 2, 30 506 of 509 506 of 509 as this had proven successful for other TMS-protected epothilone analogs [27]; however, the mass of 5
was not detected in the reaction mixture, and RP-HPLC indicated the formation of multiple products. In contrast, the final deprotection of 28 with PPTS in EtOH gratifyingly afforded deaza-Epo C (5) in
67% yield after HPLC purification (Scheme 6). 3.2. Biochemical and Cellular Assessment 1 Epo A
7.48 ± 1.00
5.81 ± 1.08
3.63 ± 0.51
1 Association constant Kb with glutaraldehyde-stabilized microtubules at different temperatures, determined as
described in ref. [42]. Numbers are average values from three independent experiments ± standard deviation. 2 From ref. [41]. Epothilone analogs with similar Kb’s as deaza-Epo C (5) have been reported to exhibit sub-µM
antiproliferative activity [26], and it was, therefore, surprising that 5 showed no growth inhibition of
the human cancer cell lines MCF7 (breast) or A549 (lung) up to a concentration of 10 µM. In contrast,
and as expected from the literature, Epo C inhibited the growth of MCF7 and A549 cells with IC50
values of 9 nM and 103 nM, respectively [33]. These findings triggered experiments on the stability of
5 in cell culture medium, which revealed that the compound was degraded with a half-life of less than
2 h; this is significantly lower than the half-life of Epo C under identical conditions (see the Supporting
Material). Due to limitations in the sensitivity of the analytical system, the experiments had to be
carried out at a 100 µM concentration, which is 10-fold higher than the highest concentration tested in
the growth inhibition experiments. While our stability data, thus, are largely qualitative in nature,
they do indicate that the limited stability of deaza-Epo C (5) in cell culture medium may contribute to
the lack of cellular potency. 4. Conclusions Deaza-epothilone C (5), which incorporates a thiophene heterocycle in place of the thiazole
moiety in natural epothilones, has been prepared by semisynthesis from epothilone A. The synthesis Chemistry 2020, 2, 30 507 of 509 507 of 509 of building blocks 8 (from epothilone A) and 7 (from 3-thienylmethanol) was accomplished with
reasonable efficiency; the synthesis of the alternatively protected acids 8a and 23 proved to be more
difficult. Likewise, the elaboration of these building blocks into deaza-epothilone C was hampered
by significant difficulties, which (partly) reflect distinct differences in the chemical behavior between
the thiophene-containing intermediates and their thiazole-derived congeners. As a consequence,
deaza-epothilone C (5) was obtained from 7 in only 2.3% overall yield (three steps). Nevertheless,
sufficient material could be procured to assess the binding of 5 to microtubules and its cellular activity. While the replacement of the thiazole nitrogen by a simple CH group causes a drop in the the free
energy of binding of 5 relative to epothilone C, in agreement with structural data for the tubulin/Epo A
complex and also previous (binding) data for quinoline-based epothilone analogs, the magnitude of
the decrease (between 0.7 and 1 kcal/mol) is rather modest. Thus, the data indicate that, in principle,
thiophene-derived analogs of epothilone A or B (or macrocycle-modified variants thereof) should
be high-affinity microtubule binders. However, high-affinity microtubule-binding of such analogs
may not translate into potent cellular activity, as indicated by the reduced stability (compared to
epothilone C) and lack of cellular activity observed for deaza-epothilone C (5). At the same time,
stability may be enhanced by appropriate modification of the thiophene ring (e.g., by the replacement
of the methyl group by a quasi-isosteric electron-withdrawing chlorine atom). These questions will
have to be clarified in future experiments. Supplementary Materials: The following are available online at http://www.mdpi.com/2624-8549/2/2/30/s1,
synthesis protocols and analytical data for all new compounds, Figure S1: Decoupling experiments with 28,
Figure S2: Decoupling experiments with 29, Figure S3: Stability of deaza-Epo C (5) in Dulbecco’s Modified Eagle
Medium (DMEM) over a 2 h time period, Figure S4: Stability of deaza-Epo C (5) in DMEM over a 24 h time period,
Figure S5: Stability of Epo C in DMEM over a 2 h time period, Figure S6: Stability of Epo C in DMEM over a 24 h
time period. 4. Conclusions Author Contributions: Conceptualization, K.-H.A.; methodology, K.-H.A., A.E., J.F.D.; formal analysis, A.E.,
K.-H.A., J.F.D.; investigation, A.E., L.R., D.C., J.E.-G.; data curation, A.E., J.E.-G.; writing, K.-H.A.; supervision,
K.-H.A.; funding acquisition, J.F.D. All authors have read and agreed to the published version of the manuscript. Funding: This work was supported by institutional funding from ETH Zürich (A.E., K.-H.A., L.R., D.C.) and
by Ministerio de Economia y Competitividad grants BFU2016-75319-R to J.F.D. (both AEI/FEDER, UE) and
H2020-MSCA-ITN-2019 860070 TUBINTRAIN to J.F.D. and a donation from Club deportivo Escuela Hungaresa
de Pontevedra. No funds were received to cover the costs for publication in open access. Acknowledgments:
The authors acknowledge networking contributions by the COST Action CM1407
“Challenging organic syntheses inspired by nature - from natural products chemistry to drug discovery”. We are indebted to Bernhard Pfeiffer (ETHZ) for NMR support, and to Xiangyang Zhang, Louis Bertschi,
Rolf Häfliger and Oswald Greter (ETHZ) for HRMS spectra. Kurt Hauenstein is acknowledged for excellent
technical assistance. Conflicts of Interest: The authors declare no conflict of interest. References and Notes Epothilones and related structures-a new class of microtubule
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,
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R.;
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Synthesis
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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/).
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Is there a role for <scp>IGF</scp>‐1 in the development of second primary cancers?
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Shanmugalingam, T., Bosco, C., Ridley, A. J., & Van Hemelrijck, M. (2016). Is there a role for IGF-1 in the development of second primary
cancers? Cancer Medicine, 5(11), 3353-3367. https://doi.org/10.1002/cam4.871 Publisher's PDF, also known as Version of record
License (if available):
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10.1002/cam4.871 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 Wiley at
https://doi.org/10.1002/cam4.871 . Please refer to any applicable terms of use of the publisher. Shanmugalingam, T., Bosco, C., Ridley, A. J., & Van Hemelrijck, M.
(2016). Is there a role for IGF-1 in the development of second primary
cancers? Cancer Medicine, 5(11), 3353-3367.
https://doi.org/10.1002/cam4.871 Shanmugalingam, T., Bosco, C., Ridley, A. J., & Van Hemelrijck, M. (2016). Is there a role for IGF-1 in the development of second primary
cancers? Cancer Medicine, 5(11), 3353-3367. https://doi.org/10.1002/cam4.871 © 2016 The Authors. Cancer Medicine published by John Wiley & Sons Ltd.
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. 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/ Cancer Medicine 2016; 5(11):3353–3367 doi: 10.1002/cam4.871 doi: 10.1002/cam4.871 doi: 10.1002/cam4.871 Correspondence Thurkaa Shanmugalingam, Division of Cancer
Studies, Cancer Epidemiology Group,
Research Oncology, King’s College London,
3rd Floor, Bermondsey Wing, Guy’s Hospital,
London SE1 9RT, United Kingdom. Tel: +44 0 20 7188 7904;
Fax: +44 0 20 7188 9986;
E mail: thurkaa t shanmugalingam@kcl ac uk Thurkaa Shanmugalingam, Division of Cancer
Studies, Cancer Epidemiology Group,
Research Oncology, King’s College London,
3rd Floor, Bermondsey Wing, Guy’s Hospital,
London SE1 9RT, United Kingdom. Tel: +44 0 20 7188 7904; Fax: +44 0 20 7188 9986; Fax: +44 0 20 7188 9986; E-mail: thurkaa.t.shanmugalingam@kcl.ac.uk E-mail: thurkaa.t.shanmugalingam@kcl.ac.uk Abstract Breast cancer, colorectal cancer, IGF-1, lung
cancer, prostate cancer, second primary cancer Cancer survival rates are increasing, and as a result, more cancer survivors are
exposed to the risk of developing a second primary cancer (SPC). It has been
hypothesized that one of the underlying mechanisms for this risk could be
mediated by variations in insulin-like growth factor-1 (IGF-1). This review sum-
marizes the current epidemiological evidence to identify whether IGF-1 plays a
role in the development of SPCs. IGF-1 is known to promote cancer develop-
ment by inhibiting apoptosis and stimulating cell proliferation. Epidemiological
studies have reported a positive association between circulating IGF-1 levels and
various primary cancers, such as breast, colorectal, and prostate cancer. The
role of IGF-1 in increasing SPC risk has been explored less. Nonetheless, several
experimental studies have observed a deregulation of the IGF-1 pathway, which
may explain the association between IGF-1 and SPCs. Thus, measuring serum
IGF-1 may serve as a useful marker in assessing the risk of SPCs, and therefore,
more translational experimental and epidemiological studies are needed to further
disentangle the role of IGF-1 in the development of specific SPCs. Funding Information This research was supported by the
Experimental Cancer Medicine Centre at
King’s College London, Cancer Research UK
(AJR), and also by the National Institute for
Health Research (NIHR) Biomedical Research
Centre based at Guy’s and St Thomas’ NHS
Foundation Trust and King’s College London. Received: 9 October 2015; Revised: 8 June
2016; Accepted: 24 June 2016 Cancer Medicine 2016; 5(11):3353–3367 Cancer Medicine Open Access IGF-1 in First Primary Cancers This section provides an overview of evidence for the
emerging role of IGF-1 in the development of first pri-
mary cancers, with a focus on epidemiological studies
(Table 1) as well as experimental studies investigating the
underlying biological mechanisms. y
g
g
IGF-1 is a single-chain polypeptide growth factor [28–30]
that is related to insulin and IGF-2 [31]. IGF-1 stimulates
cell growth, proliferation, and differentiation, and is essen-
tial for normal organismal growth and development [32,
33]. IGF-1 binds to the insulin-like growth factor 1 recep-
tor (IGF-1R), which is a tyrosine kinase receptor [34]. IGF-1 has a higher binding affinity than IGF-2 for IGF-1R. IGF-1R initiates a cascade of downstream signal transduc-
tion pathways known to be involved in cell growth, pro-
liferation, and cancer, including Ras/Raf/ERK and PI3K/
Akt/mTOR [35]. The majority of IGF-1 found in the
circulation is produced by the liver, functioning as an
endocrine hormone. IGF-1 is also produced in other organs
where autocrine or paracrine mechanisms have a role [36]. Ample evidence indicates that IGF-1 and IGF-1R are
important for growth and survival of cancer cells [37,
38] (Fig. 1). The expression of the IGF-1 gene is primarily
regulated by growth hormone (GH), and to a smaller
extent by various other hormones [35]. By contrast, IGF-1
that is synthesized locally in an autocrine or paracrine
manner may stimulate growth of some cancers [36]. The
circulating levels of IGF-1 change markedly with age,
peaking at puberty, and slowly declining with increasing
age; this fluctuation is regulated by GH, which itself has
mitogenic and proliferative properties [35]. However, in
other cell types, for example, cartilage cells, the growth-
stimulating effects of IGF-1 are GH-independent [39]. Furthermore, GH deficiency is the most common disorder
seen in survivors of childhood cancer, and there are con-
cerns regarding its use in treating cancer survivors as it
might increase the risk of SPCs [40]. Although IGF-1
possesses antiapoptotic, cell survival, and transforming
activities, it is not classed as an oncogene. Recently, several studies have identified IGF-1 to be
associated with an increased risk of developing a number
of common cancers, including lung [21], breast [22],
colorectal [23], and prostate [24]. Circulating levels of
IGF-1 have been linked to the development of SPCs in
men with head and neck squamous cell carcinoma [20]. Introduction cancers (SPCs). Therefore, identifying which cancer sur-
vivors have a high risk of developing SPCs is crucial. It is well known that smoking [4, 5], obesity [6, 7],
and insulin resistance [8, 9] are risk factors for the
development of first primary cancers. However, the role
of these risk factors in the development of SPCs in
cancer survivors is less clear. There is some evidence
that SPCs may be the result of genetic and hormonal
risk factors [10–12], of late effects of chemo- and radio-
therapy [2, 13], smoking and alcohol effects [14, 15],
as well as nonmodifiable variables such as age and gen-
der. For instance, a study based on the Swedish Family-
Cancer Database concluded that, compared with the cancers (SPCs). Therefore, identifying which cancer sur-
vivors have a high risk of developing SPCs is crucial. Within the last 40 years, cancer survival rates have doubled
in the UK [1], mainly due to advances in treatment, and
the increased detection of cancer at an early stage [2]. In England and Wales, approximately 50% of adult cancer
patients diagnosed in 2010 to 2011 are predicted to survive
10 years or more [1]. In the US, the 5-year relative sur-
vival rate for all cancers diagnosed in 2004–2010 was
68%, an increase from 49% in 1975–1977 [3]. Side-effects
of cancer treatment and possible underlying etiological
mechanisms, such as IGF-1 metabolism, are thought to
be implicated in the development of second primary It is well known that smoking [4, 5], obesity [6, 7],
and insulin resistance [8, 9] are risk factors for the
development of first primary cancers. However, the role
of these risk factors in the development of SPCs in
cancer survivors is less clear. There is some evidence
that SPCs may be the result of genetic and hormonal
risk factors [10–12], of late effects of chemo- and radio-
therapy [2, 13], smoking and alcohol effects [14, 15],
as well as nonmodifiable variables such as age and gen-
der. For instance, a study based on the Swedish Family-
Cancer Database concluded that, compared with the 3353 IGF-1 in the development of first and second primary cancers T. Shanmugalingam et al. “prostate cancer”, “colorectal cancer”, and “meta analysis”,
combined with the keywords “second primary cancer”
and “IGF 1”. All references of the selected articles were
checked using hand searches. Introduction general population, males and females diagnosed with
an initial primary cancer were 1.3–1.6 times more likely
to develop a second cancer, respectively [16]. Epidemiological evidence suggests that survivors of cer-
tain types of cancers have a higher risk of developing
SPCs. For example, contralateral breast cancer is the most
common SPC that develops in patients diagnosed with a
first breast cancer, accounting for approximately 50% of
all SPCs [17]. Furthermore, breast cancer has emerged
as the most common solid cancer among female survivors
of Hodgkin’s lymphoma (diagnosed in childhood), which
is largely due to the high-dose chest irradiation for
Hodgkin’s lymphoma [2, 18]. In addition, urological can-
cers (bladder, kidney, testes, and penile cancers) are con-
sistently more prevalent among men with prostate cancer
[19]. Indeed, it has been hypothesized that variations in
the insulin-like growth factor (IGF) pathway, specifically
IGF-1 and its binding protein 3 (IGFBP-3), could account
for the increased risk of SPCs [20]. IGF-1 in First Primary Cancers However, so far a role of IGF-1 in development of SPCs
following diagnosis of prostate cancer, breast cancer, colo-
rectal cancer, or lung cancer has not been analyzed. In
addition, a disorder known as Laron syndrome which is
associated with low circulating levels of IGF-1 and IGFBP-3
[25] are protected from developing cancer, but instead
can develop diabetes and cardiovascular disease [26]. With the increase in number of cancer survivors, the
long-term health outcomes of this population need to be
carefully examined. Approximately, one in five cancers is
diagnosed in those with a previous diagnosis of cancer,
and hence, these “second primary cancers” are a leading
cause of morbidity and mortality among cancer survivors
[27]. It is therefore of interest to investigate the role of
IGF-1 in the development of various SPCs as it can help
us understand the potential underlying mechanism for
carcinogenesis. This review therefore aims to identify
whether IGF-1 plays a role in the development of SPCs,
by assessing epidemiological evidence available to date. © 2016 The Authors. Cancer Medicine published by John Wiley & Sons Ltd. Breast cancer We used a computerized literature search database
(PubMed and EMBASE) to identify full text and abstract
studies of English language, using human subjects and
published between the years 1999 and 2015. Searches were
performed with and without the Medical Subject Heading
(MeSH) terms for “cancer”, “breast cancer”, “lung cancer”, Findings to date on the role of IGF-1 in breast cancer
development vary depending on the study. An early case–
control study conducted in 1993 demonstrated that cir-
culating levels of IGF-1 were higher in women with breast
cancer compared to women without breast cancer [41]. © 2016 The Authors. Cancer Medicine published by John Wiley & Sons Ltd. 3354 IGF-1 in the development of first and second primary cancers IGF-1 in the development of first and second primary cancers T. Shanmugalingam et al. Table 1. Studies of cancer risk related to IGF-1 level. Author (Year)
Control (n)
Cases (n)
Cancer risk related to IGF-1 level
Reference
Breast cancer
Peyrat (1993)
92
44
Median concentrations: 26 ng/mL (BCa)
versus 20 ng/mL (controls)
[38]
Endogenous Hormones and Breast
Cancer Collaborative Group
(2010)
1839
1032
OR for BCa in the highest versus lowest
fifth of IGF1 concentration was 1.28
(95% CI: 1.14–1.44; P < 0.0001)
[39]
Rinaldi (2006)
312
202
Highest versus lowest quintile OR 1.38
(95% CI: 1.02–1.86; P = 0.01) for
women who develop breast cancer after
50 years of age
[40]
Kaaks (2014)
259
193
OR=1.41 (95% CI: 1.01–1.98; P = 0.01 for
the highest versus lowest quartile, for
ER+ breast tumors overall (pre- and
postmenopausal women combined)
[41]
Baglietto (2007)
42961
119
HR for BCa comparing the fourth with the
first quartiles was 1.20 (95% CI:
0.87–1.65). [42]
19542 versus 736
68 versus 9
HR for BCa in older women comparing the
fourth with the first quartiles (+60 years)
was 1.61 (95% CI: 1.04–2.51) versus
0.60 (95% CI: 0.25–1.45) for younger
women (<50 years)
Renehan (2004)
Meta-analysis of 4
studies
Meta-analysis of 4
studies
High concentrations of IGF-1 were
associated with an increased risk of
premenopausal BCa (OR comparing 75th
with 25th percentile 1.65, 95% CI:
1.26–2.08; P < 0.001)
[44]
Shi (2004)
1306
779
Premenopausal women: Nearly 40%
increase in BCa risk among those who
had higher IGF-1 in the circulation
(overall OR 1.39, 95% CI: 1.16–1.66). [45]
1552
911
No association in postmenopausal women
(overall OR 0.93, 95% CI: 0.80–1.10). (Continued) Breast cancer Sugumar (2004)
1471
764
Subjects with higher circulating levels of
IGF-1 had increased risk of premenopau-
sal BCa with an OR of 1.74 (95% CI:
0.97–3.13; P = 0.06)
[46]
Schernhammer (2006)
158
79
RR for top versus bottom quartile of IGF-1
was 0.98 (95% CI: 0.69–1.39; P = 0.77)
[47]
Hankinson (1998)
92
46
Postmenopausal women: No association
between IGF-1 concentrations and BCa
risk (top vs. bottom quintile of IGF-1,
RR = 0.85 [95% CI: 0.53–1.39]). [22]
35
35
RR of BCa among premenopausal women
by IGF-1 concentration (top vs. bottom
tertile) was 2.33 (95% CI: 1.06–5.16;
P = 0.08)
Lung cancer
Ahn (2006)
101
38
OR for LCa risk by IGF-1 concentrations
(highest vs. lowest quartile) was 0.69
(95% CI: 0.41–1.15); P = 0.26
[51]
London (2002)
159
51
OR for LCa risk by IGF-1 concentrations
(highest vs. lowest quartile) was 0.73
(95% CI: 0.43–1.24); P = 0.80
[53]
Lukanova (2001)
47
23
OR for LCa risk by IGF-1 concentrations
[54] Table 1. Studies of cancer risk related to IGF-1 level. © 2016 The Authors. Cancer Medicine published by John Wiley & Sons Ltd. 3355 IGF-1 in the development of first and second primary cancers IGF-1 in the development of first and second primary cancers T. Shanmugalingam et al. Author (Year)
Control (n)
Cases (n)
Cancer risk related to IGF-1 level
Reference
Morris (2006)
11,072
843
Meta-analysis: OR for LCa risk by IGF-1
concentrations (highest vs. lowest
quartile) was 1.02 (95% CI: 0.80–1.31);
P = 0.64
[55]
Yu (1999)
54
74
High plasma levels of IGF-1 were
associated with an increased risk of LCa
(OR = 2.06; 95% CI: 1.19–3.56;
P = 0.01)
[21]
Chen (2009)
Meta-analysis of 6
studies
Meta-analysis of 6
studies
Pooled OR for LCa risk by IGF-1 concentra-
tions (highest vs. lowest quartile) was
0.87 (95% CI: 0.60–1.13)
[56]
Cao (2012)
Meta-analysis of 6
studies
Meta-analysis of 6
studies
OR for LCa risk by IGF-1 concentrations
(highest vs. lowest quartile) was 1.05
(95% CI: 0.80–1.37); P = 0.74
[57]
Prostate cancer
Mantzoros (1997)
52
51
Increment of 60 ng mL corresponded to
an OR of 1.91 (95% CI: 1.00–3.73;
P = 0.05)
[62]
Colorectal cancer
Nomura (2003)
282
177 (colon cancer)
105 (rectal cancer)
Weakly positive association of IGF-I with
colon cancer. © 2016 The Authors. Cancer Medicine published by John Wiley & Sons Ltd. Breast cancer Colon cancer cases in third
(IGF-1 of 137–174 ng/mL) and fourth
quartile (IGF-1 > 174 ng/mL) had
increased risk compared with controls
(OR of 2.2 and 1.8, respectively)
No association of IGFI with rectal cancer
[68]
Palmqvist (2002)
336
110 (colon cancer)
58 (rectal cancer
Increase in colon cancer risk with
increasing levels of IGF-1 (OR of 2.30 and
2.66 for third and fourth quartile,
respectively)
Rectal cancer risk was inversely related to
levels of IGF-1 (OR of 0.33 and 0.33 for
third and fourth quartile, respectively)
[69]
Tripkovic (2007)
52
52
Increase in IGF-1 level was followed by a
3.15-fold increased risk for developing
colon cancer with levels of
IGF-1 > 310 ng/mL, whereas twice as
many controls exhibited levels of
IGF-1 < 107 ng/mL
[70]
Ma (1999)
318
193
Men in the highest quintile for IGF-I had
an increased risk of colorectal cancer
compared with men in the lowest
quintile (RR = 2.51; 95% CI: 1.15–5.46;
P = 0.02)
[71]
Kaaks (2000)
200
102
Colorectal cancer risk showed a modest
but statistically nonsignificant positive
association with levels of IGF-I
[72]
BCa, breast cancer; OR, odds ratio; CI, confidence intervals; HR, hazard ratios; RR, relative risk; LCa, lung cancer. 1B
t
d
l
l t d f
th 2284
ith IGF I
d
Table 1. Studies of cancer risk related to IGF-1 level. (Continued) Table 1. Studies of cancer risk related to IGF-1 level. (Continued) Control (n)
Cases (n)
Cancer risk related to IGF-1 level
Reference
11,072
843
Meta-analysis: OR for LCa risk by IGF-1
concentrations (highest vs. lowest
quartile) was 1.02 (95% CI: 0.80–1.31);
P = 0.64
[55]
54
74
High plasma levels of IGF-1 were
associated with an increased risk of LCa
(OR = 2.06; 95% CI: 1.19–3.56;
P = 0.01)
[21]
Meta-analysis of 6
studies
Meta-analysis of 6
studies
Pooled OR for LCa risk by IGF-1 concentra-
tions (highest vs. lowest quartile) was
0.87 (95% CI: 0.60–1.13)
[56]
Meta-analysis of 6
studies
Meta-analysis of 6
studies
OR for LCa risk by IGF-1 concentrations
(highest vs. lowest quartile) was 1.05
(95% CI: 0.80–1.37); P = 0.74
[57]
52
51
Increment of 60 ng mL corresponded to
an OR of 1.91 (95% CI: 1.00–3.73;
P = 0.05)
[62]
282
177 (colon cancer)
105 (rectal cancer)
Weakly positive association of IGF-I with
colon cancer. Breast cancer Colon cancer cases in third
(IGF-1 of 137–174 ng/mL) and fourth
quartile (IGF-1 > 174 ng/mL) had
increased risk compared with controls
(OR of 2.2 and 1.8, respectively)
No association of IGFI with rectal cancer
[68]
336
110 (colon cancer)
58 (rectal cancer
Increase in colon cancer risk with
increasing levels of IGF-1 (OR of 2.30 and
2.66 for third and fourth quartile,
respectively)
Rectal cancer risk was inversely related to
levels of IGF-1 (OR of 0.33 and 0.33 for
third and fourth quartile, respectively)
[69]
52
52
Increase in IGF-1 level was followed by a
3.15-fold increased risk for developing
colon cancer with levels of
IGF-1 > 310 ng/mL, whereas twice as
many controls exhibited levels of
IGF-1 < 107 ng/mL
[70]
318
193
Men in the highest quintile for IGF-I had
an increased risk of colorectal cancer
compared with men in the lowest
quintile (RR = 2.51; 95% CI: 1.15–5.46;
P = 0.02)
[71]
200
102
Colorectal cancer risk showed a modest
but statistically nonsignificant positive
association with levels of IGF-I
[72]
nfidence intervals; HR, hazard ratios; RR, relative risk; LCa, lung cancer. culated from the 2284 women with IGF-I measured. GF-1 level. (Continued) BCa, breast cancer; OR, odds ratio; CI, confidence intervals; HR, hazard ratios; RR, relative risk; LCa, lung cancer. 1Breast cancer cases and person-years calculated from the 2284 women with IGF-I measured. 2Breast cancer cases and person-years. Since then, several epidemiological studies have reported
that higher circulating levels of IGF-1 are associated with
an increased risk of breast cancer [22, 42–45]. This may
arise as higher levels of IGF-1 are associated with accel-
eration of early carcinogenesis [36]. More recently, three meta-analyses demonstrated positive associations between
IGF-1 and risk of breast cancer among premenopausal,
but not postmenopausal women [46–48]. A study by
Schernhammer et al. aims to explain these observations
by showing that premenopausal women with high IGF-1 © 2016 The Authors. Cancer Medicine published by John Wiley & Sons Ltd. 3356 IGF-1 in the development of first and second primary cancers T. Shanmugalingam et al. Figure 1. The effects of IGF-1 and IGF-1R on normal and cancerous cells. Cancer cell
Normal cell
IGF-1
IGF-1
IGF-1R
IGF-1R
Binds to
Binds to
Proliferation
Proliferation
Apoptosis
Apoptosis
Stimulate,
Inhibit,
Increased levels
Transformation Binds to Binds to IGF-1R Proliferation Apoptosis Proliferation Apoptosis Cancer cell Transformation Increased levels Stimulate, Figure 1. Breast cancer The effects of IGF-1 and IGF-1R on normal and cancerous cells. particularly in premenopausal women. Moreover, experi-
mental evidence suggests that a link between IGF-1 and
estrogen may explain this positive association, but perhaps
only in breast cancers that express the estrogen
receptor. levels were at risk of higher IGF-1R activation in mam-
mary epithelial cells, which is suggested to increase survival
of these cells with accumulating DNA damage, thereby
facilitating stepwise carcinogenesis [49]. These results may
indicate the importance of IGF-1 levels in younger women
in early life or its possible interaction with other hormones
such as estrodial [36] and growth hormone [39]. In con-
trast to these studies, a large prospective study pooling
two Swedish cohorts found no association between cir-
culating IGF-1 and risk of breast cancer, regardless of
menopausal status [50]. It is unclear why there is such
a discrepancy in study findings. However, differences in
findings may be due to timing of blood sampling, the
patient cohort or the subset of breast cancer. Prospective
studies are advantageous over retrospective studies since
blood samples to measure IGF-1 levels are collected before
the clinical diagnosis of cancer and hence reverse causa-
tion (i.e., effects of an undiagnosed cancer on levels of
IGF-1) is less likely to play a role [50]. levels were at risk of higher IGF-1R activation in mam-
mary epithelial cells, which is suggested to increase survival
of these cells with accumulating DNA damage, thereby
facilitating stepwise carcinogenesis [49]. These results may
indicate the importance of IGF-1 levels in younger women
in early life or its possible interaction with other hormones
such as estrodial [36] and growth hormone [39]. In con-
trast to these studies, a large prospective study pooling
two Swedish cohorts found no association between cir-
culating IGF-1 and risk of breast cancer, regardless of
menopausal status [50]. It is unclear why there is such
a discrepancy in study findings. However, differences in
findings may be due to timing of blood sampling, the
patient cohort or the subset of breast cancer. Prospective
studies are advantageous over retrospective studies since
blood samples to measure IGF-1 levels are collected before
the clinical diagnosis of cancer and hence reverse causa-
tion (i.e., effects of an undiagnosed cancer on levels of
IGF-1) is less likely to play a role [50]. © 2016 The Authors. Cancer Medicine published by John Wiley & Sons Ltd. Lung cancer Studies to date have investigated the association between
IGF-1 and lung cancer. Several studies have shown that
circulating IGF-1 levels were not associated with an
increased risk of lung cancer [53–57]. One case–control
study found a positive association between IGF-1 and
risk of lung cancer (OR: 2.06; 95% CI: 1.19–3.56) [21]. Furthermore, this study identified that the levels of IGF-1
and IGF-2 in plasma were not influenced by cigarette
smoking [21]. IGFBP-3 is the main IGF-1-binding protein in blood. IGFBP-3 is generally considered to act as a tumor sup-
pressor gene by reducing the ability of IGF-1 to promote
cell survival and proliferation [58]. Although epidemio-
logical studies overall found no association for IGF-1, a
reduced risk of lung cancer is reported with higher cir-
culating levels of IGFBP-3, when comparing the highest
quartile versus lowest quartile of IGFBP-3 in a Chinese
prospective study (OR: 0.50, 95% CI: 0.25–1.02) [55]. Moreover, several meta-analyses have also reported an
inverse association between IGFBP-3 and risk of lung
cancer [58, 59]. Estrogen plays an important role in the etiology of
breast cancer, and there are experimental studies reporting
cross-talk between IGF-1 and the estrogen receptor (ER)
in mammary cells, possibly through synergistic effects that
contribute to breast carcinogenesis [44, 51]. Stewart et al. showed that estrogen increases IGF-1 binding and IGF-1R
mRNA levels in the estrogen-sensitive MCF-7 cell line by
7- and 6.5-fold, respectively [52]. This suggests that one
potential mechanism by which estrogen stimulates breast
cancer cell proliferation may involve sensitization of IGF-1
[52]. It is possible that both IGF-1 and IGFBP-3 contribute
to the development of lung cancer. Cell culture studies
have found that lung cancer cell lines, regardless of their Thus far, epidemiological evidence overall suggests a
positive association between IGF-1 and breast cancer risk, 3357 © 2016 The Authors. Cancer Medicine published by John Wiley & Sons Ltd. IGF-1 in the development of first and second primary cancers T. Shanmugalingam et al. histological subtypes, have the capacity to express IGF-1
and its binding protein, IGFBP-3, both in tumors and
blood [60, 61]. vivo studies have shown significantly reduced proliferation
rates in PC-3 prostate cancer cell lines in IGF-1-deficient
hosts, compared to control hosts [66]. Exogenous IGF-1
increased the invasive potential of the DU145 prostate
cancer cell line, which was dependent on IGF-1R, the
ERK MAPK pathway, and the PI3K pathway [67]. Prostate cancer Associations between prostate cancer and IGF-1 have been
studied extensively, and consistently show a positive asso-
ciation. Since 1993, it has been investigated whether higher
circulating IGF-1 levels are associated with an increased
risk of prostate cancer [62, 63]. Early studies failed to
demonstrate an association between IGF-1 and prostate
cancer risk. The first significant positive association between
IGF-1 and prostate cancer was examined in a case–control
study by Mantzoros et al. By comparing men with prostate
cancer to healthy controls, the odds ratio per 60 ng/mL
increment in circulating levels of IGF-1 was 1.91 (95%
CI: 1.00–3.73) [64]. Furthermore, the authors also men-
tioned that this association is further reinforced by the
lack of association between IGF-1 and benign prostatic
hyperplasia. Lung cancer Furthermore, prostate cancer epithelial cells can stimulate
their own growth by synthesizing and responding to IGF-1
in an autocrine manner (Fig. 2), as opposed to paracrine
signaling [68]. Thus, until now, there is little evidence for a link
between IGF-1 and lung cancer risk, but an inverse asso-
ciation between IGFBP-3 and lung cancer risk has been
observed. These epidemiological observations are consistent
with experimental data, which demonstrates that IGFBP-3
block the mitogenic and antiapoptotic effects of IGF-1
on lung cancer cells [21, 55]. Overall, epidemiological and experimental evidence to
date suggest a positive association between circulating
IGF-1 and prostate cancer risk. © 2016 The Authors. Cancer Medicine published by John Wiley & Sons Ltd. Colorectal cancer Overall, studies have provided data showing that colorectal
cancer is positively associated with IGF-1 levels [23, 69–72]. Early studies in the late 1990s, suggested that high cir-
culating IGF-1 concentrations are associated with an
increasing risk of colorectal cancer [23, 73]. Nomura et al. evaluated the association between IGF-1 and colon and
rectal cancer separately [69]. They showed a higher risk
of colon cancer for those with IGF-1 levels in the third
(137–174 ng/mL) and fourth quartiles (IGF-1 > 174 ng/
mL) as compared to the controls (OR of 2.2 and 1.8,
respectively). There was no association between IGF-1 and
rectal cancer. However, another study found a decreased
risk of rectal cancer with high levels of circulating IGF-1
[70]. The authors commented that this may be due to
rectal cancer presenting at an earlier stage than colon
cancer, which may have masked the association with IGF-1 IGF-1 is known to stimulate the growth of prostate
cancer cells by inducing cell proliferation and inhibiting
apoptosis [65]. The effect of IGF-1 on prostate cancer
cell lines has been extensively explored. For example, in Figure 2. The autocrine and paracrine actions of IGF-1. Stromal cell
IGF-1R
IGF-1
Paracrine
action
Cancer cell Figure 2. The autocrine and paracrine actions of IGF-1. Stromal cell
IGF-1R
IGF-1
Paracrine
action
Cancer cell 3358
© 2016 The Authors. Cancer Medicine published by John Wiley & Sons Ltd. Figure 2. The autocrine and paracrine actions of IGF-1. IGF-1R
Cancer cell
IGF-1
Autocrine
action
Stromal cell
IGF-1R
IGF-1
Paracrine
action
Cancer cell IGF-1R
Cancer cell
IGF-1
Autocrine
action Stromal cell Cancer cell IGF-1 Cancer cell Figure 2. The autocrine and paracrine actions of IGF-1. Figure 2. The autocrine and paracrine actions of IGF-1. 3358 © 2016 The Authors. Cancer Medicine published by John Wiley & Sons Ltd. IGF-1 in the development of first and second primary cancers T. Shanmugalingam et al. levels [70]. On the other hand, data from two nested
case–control study showed no statistically significant asso-
ciation between IGF-1 and colorectal cancer risk [74, 75]. lymphoma during radiation treatment, or the duration
and dose of treatment [88, 89]. Even in the absence of
treatment effects, in general, younger women are at a
greater risk of developing a second primary breast cancer
than older women [90, 91]. For instance, a cohort study
by Hancock et al. Colorectal cancer Therefore,
further research is required to investigate the role of obe-
sity, ethnicity, and dietary habits possibly as confounders
to IGF-1 and colorectal cancer risk. Breast cancer The risk of developing a second primary breast cancer
in a patient diagnosed with a first breast cancer has been
studied extensively. It has been shown that in women
with breast cancer, the risk of developing a new primary
breast cancer in the contralateral breast is much higher
than for healthy women developing a first breast cancer
[84, 85]. Only a small portion of this large risk is attrib-
utable to effects of treatment: lifestyle and genetic factors
also need to be taken into account [84], and possibly
the role of IGF-1 in increasing breast cancer risk. IGF-1 in Second Primary Cancers This section summarizes studies on the emerging role of
IGF-1 in the development of SPCs with a focus on the
definition of SPC as well as their potential link with IGF-1
in the case of patients with primary breast, lung, prostate,
and colorectal cancer. SPCs are defined as malignant tumors diagnosed at the
same time as the primary tumor or later, which are in
a different organ [82] and are not a metastasis or recur-
rence of the original primary cancer [83]. © 2016 The Authors. Cancer Medicine published by John Wiley & Sons Ltd. Colorectal cancer which reviewed women treated for
Hodgkin’s disease between 1961 and 1990 (mean follow-
up, 10 years) concluded that the greatest risk was seen
in young women treated before the age of 15 years (RR:
136, 95% CI: 34–371), with a significant decline in rela-
tive risk with advancing age (above 30 years of age, RR:
0.7, 95% CI: 0.2–1.8) [92]. The epidemiological data on IGF-1 and colorectal cancer
is supported by laboratory evidence. The IGF-1R is
expressed in both normal colonic mucosa and human
colorectal cancers [70]. IGF-1 has been speculated to cause
proliferation of colorectal cancer cells and promote over-
expression of the IGF-1R in several studies, with no uni-
form consensus [76–79]. Furthermore, in acromegaly, a
condition that is associated with high IGF-1 levels, studies
have shown that there is increased proliferation of normal
colonic epithelium with an increased risk of developing
colorectal adenomas and cancers in acromegaly patients
[80, 81]. From a biological point of view, the pubertal growth
of the mammary gland is mediated predominantly by the
actions of IGF-1 and GH via estrogen [93]. It is postu-
lated that this mechanism may make younger women
more prone to developing a secondary breast cancer due
to the increased levels of both IGF-1 and estrogen during
puberty, and the promoting effects of IGF-1 [41, 94]. According to the evidence from in situ hybridization, in
breast cancer, IGF-1 is predominantly expressed in the
stromal cells (mainly fibroblasts) and very rarely in the
breast epithelium [28, 95]. This supports the concept of
a paracrine role of IGF-1 in breast cancer (Fig. 2). It is
possible that there is also an endocrine role, given that
circulating IGF-1 in the bloodstream is implicated in the
malignant transformation of breast tissue [28, 43, 96]. IGF-1 functions to protect breast cancer cells from apop-
tosis and induces survival [28], suggesting that locally
synthesized IGF-1 influences the growth of human breast
cancer cells. It can therefore be hypothesized that IGF-1
produced by the stromal cells is increased in breast cancer
(Fig. 2). This may then promote growth of a second
primary breast cancer by entering the blood stream and
acting in an endocrine fashion [94, 97]. In colorectal cancer, the circulating levels of IGF-1 is
particularly influenced by nutritional status. Lung cancer The lungs are often regarded as one of the most common
organs to develop a SPC [11, 98, 99]. Common causes
of a secondary lung cancer include a resected primary
lung cancer, treatment-related complications in breast
cancer and head and neck cancers [99–101], as well as
continued smoking [102, 103]. In a US study, Johnson
reported a 2–14% risk of developing a second lung cancer
per person per year, with the risk increasing from twofold
to sevenfold after 10 years of initial lung cancer diagnosis
[104]. Breast cancer is also a common SPC in itself. For
instance, it is the most common SPC that develops in
young women treated for Hodgkin’s lymphoma with
supradiaphragmatic irradiation [86]. The estimates of
cumulative risks of developing breast cancer ranged from
35% by 40 years of age [87] to 48% by 40 years of age
[88] after treatment. Much of this variation may be due
to the differences in the age of diagnosis of Hodgkin’s Head and neck cancer patients are at an increased risk
of developing lung cancer with a standardized incidence
ratio (SIR) of 3.75 (95% CI: 3.01–4.62) [98]. In addition,
according to data from the Surveillance, Epidemiology,
and End Results (SEER) registries, approximately 5% of 3359 © 2016 The Authors. Cancer Medicine published by John Wiley & Sons Ltd. IGF-1 in the development of first and second primary cancers T. Shanmugalingam et al. cancers [111, 112]; this seems to be influenced by pelvic
radiation therapy for prostate cancer [108]. Moreover,
diagnostic bias is thought to play a role due to anatomy. However, Chrouser et al. did not observe an increased
risk of bladder cancer after radiotherapy for prostate cancer
[113], and there are some uncertainties in relation to the
possible mechanism for the lack of association observed
in this study. It is possible that there may have been an
increased risk in this study that was not detected due to
a short mean follow-up period of 7.1 years or likelihood
of underreporting SPCs. Based on the current evidence,
it seems that the risk of developing a SPC after prostate
cancer is higher, particularly for other urological
cancers. breast cancer survivors are diagnosed with a second pri-
mary lung cancer [11]. Additionally, treatment of breast
cancer patients with radiation postmastectomy has been
shown to approximately double the risk of second primary
lung cancer, especially in the ipsilateral lung [99]. Prostate cancer The risk of all SPCs following a diagnosis of a first pri-
mary prostate cancer has been studied with variable results. In 1999, a Swiss study based on data collected from the
Cancer Registries of the Swiss Cantons of Vaud and
Neuchâtel investigated the risk of SPCs in prostate cancer
survivors between 1974 and 1994. They found a signifi-
cantly reduced incidence rate of all cancers in men diag-
nosed with prostate cancer, compared with the general
population (SIR: 0.7, 95% CI: 0.6–0.8) [107]. More recently,
in 2014, a cohort study from the Swiss Canton of Zurich
investigated the risk of SPCs in prostate cancer survivors
between 1980 and 2010 [19]. They found an increased
risk of SPCs among men with prostate cancer, compared
to the general population (SIR: 1.11, 95% CI: 1.06–1.17). The inconsistency between these two studies may be due
to the diagnosis of prostate cancer at an advanced stage
with shorter survival in the earlier years of study [19]. Therefore, the chance of developing a SPC was lower
than what it is currently, when prostate cancer is gener-
ally diagnosed at a less advanced stage. In contrast to the biological mechanisms of breast and
lung cancer, prostate cancer epithelial cells can stimulate
their own growth by synthesizing and responding to IGF-1
[65, 68]. Furthermore, there is evidence that IGF-1 enhances
the adhesion of prostate cancer cells and this promotes
prostate cancer metastasis, possibly through the actions
of IL-17 [118]. The potential data does not suggest a
direct causative role for IGF-1 signaling in the progression
and invasiveness of prostate cancer. The IGF-1 pathway
activates a number of downstream signaling pathways,
including the phosphatidylinositol-3 kinase (PI3-K) path-
way, the protein kinase C pathway, the CREB pathway,
and the mitogen-activated protein kinase (MAPK) pathway. These pathways contribute to prostate cancer through
deregulation and constitutive activation of the pathway
[67]. While the etiology of IGF-1 in second primary pros-
tate cancer is unknown, it is plausible that those who
develop prostate cancer may possess a common genetic,
hormonal, or environmental factor that protects them
from developing a SPC [119]. Prostate cancer survivors
have a lower risk of developing cancers of the stomach,
lung, and pancreas [108, 120], raising the question of
whether these patients are “protected” against these malig-
nancies, or whether it is simply that they are above the When looking at specific cancer types, Davies et al. Lung cancer The
rates of second primary lung cancer among women diag-
nosed with breast cancer before the age of 50 years is
rising significantly, with the increase being as early as
1 year after breast cancer diagnosis [105]. Radiotherapy
treatment for breast cancer seems unlikely as the sole
cause of this rise (see methodological section) because a
long-term latency period (5–10 years) is usually associated
with radiotherapy treatment [105]; proteins or hormones
such as IGF-1 should also be considered as predisposing
factors. Prostate cancer is also commonly observed as a SPC
in itself. Kok et al. concluded that in the first year fol-
lowing a first cancer diagnosis, male cancer survivors have
a 30% increased risk of developing prostate cancer as a
SPC, partly due to increased diagnostic activity of the
urological organs or incidental finding following health
check-ups [114]. Other studies have also shown an excess
risk of developing prostate cancer as a SPC after a diag-
nosis of a bladder cancer as a first cancer [115, 116]. In
addition, cancer survivors diagnosed with a first primary
urological cancer may request for prostate-specific antigen
(PSA) testing as a consequence of anxiety or persisting
urological symptoms [114]. Furthermore, survivors of
melanoma are also at increased risk of developing prostate
cancer [117]. When considering the biological effects of IGF-1 in
second primary lung cancer, it has been shown that lung
mesenchymal cells locally synthesize IGF-1 which acts on
the bronchial epithelium in a paracrine manner [56]. A
possible mechanism explaining the role of IGF-1 in second
primary lung cancer is that higher IGF-1 levels detected
in lung cancer are probably regulated by the levels of
tissue-derived IGF-1, but not circulating IGF-1 [106]. © 2016 The Authors. Cancer Medicine published by John Wiley & Sons Ltd. Colorectal cancer With
the exposure to radiotherapy, one hypothesis suggests that
in individuals with higher IGF bioactivity, there is enhanced
survival of partially transformed cells which leads to a
larger pool of targets for subsequent “hits” initiating colo-
rectal carcinogenesis via the process of stepwise carcino-
genesis and malignant transformation. A second hypothesis
suggests that the time needed for the progression of a
fully transformed cell to fully developed cancer is inversely
associated with IGF bioactivity [69]. Secondly, when evaluating the effect of IGF-1 on SPCs,
one has to consider sources of errors that cause misclas-
sification of this biomarker. Nondifferential misclassifica-
tion of IGF-1 may occur due to laboratory errors (e.g.,
specimen collection, processing, and storage) or changes
in IGF-1 assays [126]. In addition, a single measurement
of IGF-1 may not reflect the actual underlying levels. Repeated measurements would reflect long-term exposure
and may be useful in the context of carcinogenesis [127]. Aside from misclassification of data for IGF-1, it is also
possible to have misclassification related to the SPCs
because it is not always possible from a pathological point
of view to make a distinction between local recurrences,
metastases, or a true SPC. In normal colonic tissue, IGF-1 binds with high affinity
to the IGF-1R and activates specific insulin receptor sub-
strates, which can modulate several downstream pathways
involved in gene transcription, cell proliferation, and
apoptosis [124]. Although the etiology of IGF-1 in second
primary colorectal cancer is unknown, based on findings
from normal colonic tissues, we can speculate about the
potential complexity of this carcinogenic mechanism. With
the exposure to radiotherapy, one hypothesis suggests that
in individuals with higher IGF bioactivity, there is enhanced
survival of partially transformed cells which leads to a
larger pool of targets for subsequent “hits” initiating colo-
rectal carcinogenesis via the process of stepwise carcino-
genesis and malignant transformation. A second hypothesis
suggests that the time needed for the progression of a
fully transformed cell to fully developed cancer is inversely
associated with IGF bioactivity [69]. Thirdly, when studying the association between IGF-1
and SPCs, one has to be aware of potential confounders
such as smoking or treatment. In the case of lung cancer,
the effect of current and past smoking needs to be removed
to maximize the efficiency of the study [56] as some
studies have shown that smoking decreases the levels of
IGF-1 [128], while others have found no relationship
[129]. Colorectal cancer It is therefore possible that cigarette-related car-
cinogen exposure may overshadow the more subtle effects
of IGF-1 on cancer development, which could explain
the general lack of an association between IGF-1 and risk
of lung cancer [54]. As a result, smoking may have an
effect on IGF-1 levels as well as the risk of developing
a SPC, but it is unlikely to be an intermediate in the
pathway between IGF-1 and SPCs [130]. Furthermore,
treatment received for the primary cancer may confound
the association between IGF-1 and SPCs [114, 130]. Similarly to smoking, treatment may also alter the effect
of IGF-1 as well as the risk of developing a SPC, but it
is again unlikely to be an intermediate in the pathway
between IGF-1 and SPCs [130]. IGF-1 in the development of first and second primary cancers T. Shanmugalingam et al. IGF-1 in the development of first and second primary cancers age at which the risk of these tumors typical peak, which
is at an earlier age [119]. Even though several studies suggest a link between IGF-1
and development of SPCs, several methodological issues
need to be considered when assessing these epidemiologi-
cal findings. Firstly, diagnostic bias may occur when the
SPC is the main outcome of interest, as it may be detected
following a diagnostic intervention related to the first
primary tumor [115]. Aside from diagnostic activity, treat-
ment related to this first primary tumor may also increase
the risk of developing a second primary tumor (e.g.,
chemotherapy and radiation therapy) [115, 125]. Methodological considerations for
epidemiological studies investigating the
link between IGF-1 and risk of second
primary cancers In the clinical setting, it may be problematic to absolutely
define whether the second tumor is in fact a SPC or a
recurrence or a metastasis, and a definitive diagnosis may
only be possible histologically. Whether the results showed
in this review were strictly according to the standard are
unclear, so therefore we need to consider the results with
caution. Prostate cancer reported that survivors of prostate cancer had a 40% lower
risk of developing a SPC compared to the general male
US population; the risk was lower for leukemias and
cancers of the oral cavity, stomach, colon, liver, lung,
and pancreas [108]. However, they observed a higher risk
of developing bladder [109, 110], renal, and endocrine © 2016 The Authors. Cancer Medicine published by John Wiley & Sons Ltd. 3360 Colorectal cancer Several studies have demonstrated an increased risk of
developing secondary colorectal cancer following radio-
therapy exposure, in particular, rectal cancer following
radiation for prostate cancer and colorectal cancer fol-
lowing abdominopelvic radiation for cervical cancer. Brenner et al. investigated the risk in prostate cancer
patients who underwent radiotherapy or surgery and
reported a significantly increased risk of rectal cancer in
the radiotherapy group, particularly for long-term survi-
vors, when comparing with the surgery group [121]. Furthermore, Baxter et al. observed a significant increase
in the development of rectal cancer postradiation for
prostate cancer [122]. However, radiation did not promote
development of cancer in the remainder of the colon,
suggesting that the effect of radiation is limited directly
to irradiated tissue. In addition to prostate cancer patients,
cervical cancer patients also seem to be at risk of devel-
oping colon cancer, as observed by Chatruvedi et al. [123]. Several studies have demonstrated an increased risk of
developing secondary colorectal cancer following radio-
therapy exposure, in particular, rectal cancer following
radiation for prostate cancer and colorectal cancer fol-
lowing abdominopelvic radiation for cervical cancer. Brenner et al. investigated the risk in prostate cancer
patients who underwent radiotherapy or surgery and
reported a significantly increased risk of rectal cancer in
the radiotherapy group, particularly for long-term survi-
vors, when comparing with the surgery group [121]. Furthermore, Baxter et al. observed a significant increase
in the development of rectal cancer postradiation for
prostate cancer [122]. However, radiation did not promote
development of cancer in the remainder of the colon,
suggesting that the effect of radiation is limited directly
to irradiated tissue. In addition to prostate cancer patients,
cervical cancer patients also seem to be at risk of devel-
oping colon cancer, as observed by Chatruvedi et al. [123]. In normal colonic tissue, IGF-1 binds with high affinity
to the IGF-1R and activates specific insulin receptor sub-
strates, which can modulate several downstream pathways
involved in gene transcription, cell proliferation, and
apoptosis [124]. Although the etiology of IGF-1 in second
primary colorectal cancer is unknown, based on findings
from normal colonic tissues, we can speculate about the
potential complexity of this carcinogenic mechanism. Conflict of Interest None declared. 14. McLaughlin, V. H., A. Trentham-Dietz, J. M. Hampton,
P. A. Newcomb, and B. L. Sprague. 2014. Lifestyle
factors and the risk of a second breast cancer after
ductal carcinoma in situ. Cancer Epidemiol. Biomark. Prev. 23:450–460. Acknowledgments 11. Mariotto, A. B., J. H. Rowland, L. A. Ries, S. Scoppa,
and E. J. Feuer. 2007. Multiple cancer prevalence: a
growing challenge in long-term survivorship. Cancer
Epidemiol. Biomark. Prev. 16:566–571. This research was supported by the Experimental Cancer
Medicine Centre at King’s College London, Cancer Research
UK (AJR) and also by the National Institute for Health
Research (NIHR) Biomedical Research Centre based at
Guy’s and St Thomas’ NHS Foundation Trust and King’s
College London. The views expressed are those of the
author(s) and not necessarily those of the NHS, the NIHR,
or the Department of Health. 12. Travis, L. B., W. Demark Wahnefried, J. M. Allan, M. E. Wood, and A. K. Ng. 2013. Aetiology, genetics and
prevention of secondary neoplasms in adult cancer
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Decker. Medicine H-FC, editor. Conclusion In spite of a consistent positive observation between IGF-1
and risk of first primary cancers (especially breast, prostate,
and colorectal), the evidence for the role of IGF-1 in the
development of SPCs is less clear. Some of the evidence
we gathered came from targeting the IGF system in cell 3361 © 2016 The Authors. Cancer Medicine published by John Wiley & Sons Ltd. IGF-1 in the development of first and second primary cancers T. Shanmugalingam et al. study of obesity and cancer risk (Sweden). Cancer
Causes Control 12:13–21. culture studies, and therefore, we need to see the results
with caution on whether it can be compared to clinical
situations. However, the relevant influences of these path-
ways in SPCs are unknown. This lack of an association
may be partly explained by methodological issues. With
respect to the biological pathway, there is consistent evi-
dence for the mitogenic role of IGF-1 in carcinogenesis
by increasing cell proliferation and inhibiting apoptosis. However, experimental studies highlight uncertainties
regarding the role of IGF-1 in the development of SPCs. More observational studies are needed to further under-
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Phase-based fast 3D high-resolution quantitative T2 MRI in 7 T human brain imaging
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Scientific reports
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cc-by
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OPEN Amir Seginer1 & Rita Schmidt
2,3* Magnetic resonance imaging (MRI) is a powerful and versatile technique that offers a range of
physiological, diagnostic, structural, and functional measurements. One of the most widely used
basic contrasts in MRI diagnostics is transverse relaxation time (T2)-weighted imaging, but it provides
only qualitative information. Realizing quantitative high-resolution T2 mapping is imperative for the
development of personalized medicine, as it can enable the characterization of diseases progression. While ultra-high-field (≥ 7 T) MRI offers the means to gain new insights by increasing the spatial
resolution, implementing fast quantitative T2 mapping cannot be achieved without overcoming
the increased power deposition and radio frequency (RF) field inhomogeneity at ultra-high-fields. A recent study has demonstrated a new phase-based T2 mapping approach based on fast steady-
state acquisitions. We extend this new approach to ultra-high field MRI, achieving quantitative
high-resolution 3D T2 mapping at 7 T while addressing RF field inhomogeneity and utilizing low flip
angle pulses; overcoming two main ultra-high field challenges. The method is based on controlling
the coherent transverse magnetization in a steady-state gradient echo acquisition; achieved by
utilizing low flip angles, a specific phase increment for the RF pulses, and short repetition times. This
approach simultaneously extracts both T2 and RF field maps from the phase of the signal. Prior to
in vivo experiments, the method was assessed using a 3D head-shaped phantom that was designed
to model the RF field distribution in the brain. Our approach delivers fast 3D whole brain images with
submillimeter resolution without requiring special hardware, such as multi-channel transmit coil, thus
promoting high usability of the ultra-high field MRI in clinical practice. Non-invasive biomedical imaging provides high-impact medical diagnostics and offers an ideal means of pro-
moting preventative medicine. This is indeed the case when it comes to ultra-high field (≥ 7 T) Magnetic Reso-
nance Imaging (MRI)1–3. One high-value diagnostic MRI method is based on estimating the T2 relaxation time
of tissues—either T2-weighted4 imaging or quantitative-T2 mapping5–7. T2-weighted MRI of the brain is one of
the most widely employed routine diagnostic methods in cancer and neurodegenerative diseases. It is essential
for the detection of hyperintense lesions pronounced in demyelinating diseases, such as multiple sclerosis8–10,
and in the monitoring of disease progression9. In multiple sclerosis, improved precision at early stages of lesion
formation would allow their clear categorization and aid in developing new tools to delay or eliminate the relapse. www.nature.com/scientificreports www.nature.com/scientificreports Scientific Reports | (2022) 12:14088 1Siemens Healthcare Ltd, Rosh Ha’ayin, Israel. 2Department of Brain Sciences, Weizmann Institute of Science,
Rehovot, Israel. 3The Azrieli National Institute for Human Brain Imaging and Research, Weizmann Institute of
Science, Rehovot, Israel. *email: rita.schmidt@weizmann.ac.il OPEN Left—a design of a steady-state configuration based on Bloch simulations that
provides θ(T2,α) for specific φinc, which was thereafter utilized to generate T2 and α in the 2D space (θ1, θ2). The new space allows to extract T2 and α from θ1 and θ2. Center—the estimation algorithm was assessed via
simulations and brain-like phantom measurements. In these measurements, a realistic signal S was acquired,
providing |S| and ∠S , from which the T2 and α (or B1 distribution) were estimated. Right—human imaging at
7 T MRI provided high-resolution whole-brain T2 maps, while coping with the B1 distribution. which are simultaneous multi-parametric acquisitions18,19 as well as a design for T1 and T2 weighted images in
highly inhomogeneous static magnetic fields20. These include DESPOT221 and phase-cycled balanced steady-
state free precession22–24 (bSSFP). A method called TESS19,25 shows promising results for T2 mapping without
RF field dependence, however, currently it was demonstrated only as a 2D implementation for brain imaging26. Finally, a method analyzing the complex signal of a set of unbalanced GRE scans at 7 T gave T1 and T2 maps18,
but included a long total scan duration (16:36 min) and used parallel transmission to mitigate the transmit field
inhomogeneity. g
y
Recently, a new method was introduced based on a steady-state spoiled gradient-echo (SGRE) acquisition
that utilizes low flip angles and short repetition times (TRs) to obtain T2 maps at 3 T MRI27, assuming a uniform
and a priori known flip angle. While most of the GRE-based studies have focused on magnitude images20,21,28,
in this study, phase information was highlighted, which offers a new and attractive method for T2 mapping. Building on this work we elucidate the dependence of the phase-based method on the (unknown) excitation flip
angle in addition to the RF pulse phase, with an eye to design an approach suited for T2 mapping of the brain at
7 T. This new extension to the steady state method includes both T2 and RF field estimation and is designed to
cover the relevant flip angle range arising in the brain due to the RF field inhomogeneity at 7 T MRI (see Fig. 1). The advantage of this approach is its ability to simplify the signal dependencies and reduce the confounding
variables. This includes the removal of the static magnetic field (B0) dependence and a reduced dependence on
the longitudinal relaxation time (T1). OPEN Recent studies at 7 T MRI have shown that we can detect smaller lesions than previously possible and so better
monitor disease progression8. However, the robust characterization of disease progression with MRI requires
quantitative T2 mapping, the use of which in clinics is impeded by its long scan duration. Novel fast methods11–13
encounter extra challenges in ultra-high field MRI among which are the severe RF field inhomogeneity14, which
reduces the accuracy of the quantification, and the increased power deposition that results in prolonged scan
duration. Common T2 methods are especially prone to the above drawbacks since they are spin-echo-based,
requiring refocusing pulses that are high in Specific Absorption Rate (SAR)15 and whose effectiveness is sensitive
to RF field inhomogeneity.h i
g
y
Recent studies have proposed another solution—called Magnetic Resonance Fingerprinting (MRF)16,17. This
method allows parametric MR mapping (including T1 and T2 maps), thus eliminating the dependence on the
specific scan parameter or scanner. However, MRF is not easily translated into ultra-high field MRI, since over-
coming the RF field inhomogeneity further complicates the acquired dataset17. Designs based on the steady-state
gradient echo (GRE) pulse sequences offer a plethora of pathways toward multi-contrast fast acquisitions, among 1Siemens Healthcare Ltd, Rosh Ha’ayin, Israel. 2Department of Brain Sciences, Weizmann Institute of Science,
Rehovot, Israel. 3The Azrieli National Institute for Human Brain Imaging and Research, Weizmann Institute of
Science, Rehovot, Israel. *email: rita.schmidt@weizmann.ac.il | https://doi.org/10.1038/s41598-022-17607-z www.nature.com/scientificreports/ Figure 1. Schematics of the steady state method for T2 and RF field estimation—its design and verification. Starting from simulations, through assessment of the estimation algorithm, via a 3D head-shaped brain-like
phantom, to human imaging. Left—a design of a steady-state configuration based on Bloch simulations that
provides θ(T2,α) for specific φinc, which was thereafter utilized to generate T2 and α in the 2D space (θ1, θ2). The new space allows to extract T2 and α from θ1 and θ2. Center—the estimation algorithm was assessed via
simulations and brain-like phantom measurements. In these measurements, a realistic signal S was acquired,
providing |S| and ∠S , from which the T2 and α (or B1 distribution) were estimated. Right—human imaging at
7 T MRI provided high-resolution whole-brain T2 maps, while coping with the B1 distribution. Figure 1. Schematics of the steady state method for T2 and RF field estimation—its design and verification. Starting from simulations, through assessment of the estimation algorithm, via a 3D head-shaped brain-like
phantom, to human imaging. Scientific Reports | (2022) 12:14088 OPEN Figure 2a also shows the dependence of the phase of the signal on the excitation
flip angle α. The α dependence curves have an extremum in the vicinity of 15°, i.e., the actual flip angle in that
vicinity has a small effect on the phase. As the flip angle in the 3 T implementation was assumed to be given
by the scan (due to relatively homogeneous RF field distribution), T2 values could be extracted solely from the
phase of the signal. p
g
In our study, however, the combined (T2, α) dependence of the signal’s phase θ was exploited to cope with the
RF field inhomogeneity at ultra-high field MRI. Neglecting, for now, the small T1 dependence of the phase—for
T1 values relevant to brain tissues at 7 T, see Fig. 2a—the phase θ of the signal depends on the T2 at the voxel and
on the actual flip angle α there. This α is the target flip angle of the scan αscan scaled by the RF field ratio at each
voxel: α = αscan∙RFratio, where RFratio is the normalized RF field distribution. As the phase θ(T2, α) (see Fig. 2a) is
not a one-to-one map of (T2, α) to θ, at least two measurements, θ1 and θ2, are needed; thus defining a 2D space
(θ1, θ2). To extract T2 and α from θ(T2,α), we need a convenient 2D space to represent T2 and α in each voxel. Based on the Bloch simulations, such a 2D space can be generated by two scans with two flip angles, αscan1 and
αscan2 = RFA∙αscan1 (RFA is a user set multiplication factor; for example, RFA = 2). Furthermore, we found that varying
φinc between the two scans—one scan with (φinc1, αscan1) and a second with (φinc2, αscan2 = RFA∙ αscan1)—provides
greater flexibility in controlling the 2D (θ1, θ2) space and its mapping to (T2, α). Figure 2b shows that different
combinations of phase increment and flip angle pairs can be useful to adjust the range of viable flip angles and
the T2 of interest.h The two phase measurements, θ1 for scan parameters (φinc1, αscan1) and θ2 for scan parameters (φinc2, αscan2),
are functions of φinc1, φinc2, T2 and the (actual) flip angles, i.e., θ1 = θ(φinc1, α1, T2) and θ2 = θ(φinc2, α2, T2), where
α1 and α2 are the actual flip angles. OPEN Building on the phase-based approach by Wang27,29, which departs from the traditional concepts based on
spin-echo, our extension introduces a new T2 mapping solution for ultra-high field MRI. This method can deliver
quantitative T2 mapping at 7 T MRI without requiring any additional hardware—such as dielectric pads or multi-
channel transmit coil—to reduce the RF field inhomogeneity. Another advantage of this method is that it enables
whole-brain imaging with high acceleration factors, as it relies on a 3D k-space acquisition. g
g
g
p
q
Our study comprised three main steps (Fig. 1). First, we conducted Bloch simulations of the generated steady
state signal for different scan parameters (such as RF flip angle, RF phase, and TR). Then, we looked for param-
eter combinations that support the range of flip angles, due to the RF field inhomogeneity, in 7 T brain imaging. Next, we developed and assessed an efficient estimation algorithm. Lastly, we performed human brain imaging
on a 7 T MRI scanner. The estimation algorithm was assessed on synthetic signals from the Bloch simulations,
as well as on actual measurements, in a realistic setting, via a 3D head-shaped phantom, which was designed to
model the RF field distribution in the brain30. For both the head-shaped phantom and the human brain imaging
the phase-based method was compared with the gold-standard single-echo spin echo (SE–SE). Furthermore, we
used the phase-based method to acquire whole-brain T2 maps with sub-millimeter resolution. Scientific Reports | (2022) 12:14088 | https://doi.org/10.1038/s41598-022-17607-z www.nature.com/scientificreports/ Figure 2. The phase of the steady-state signal as a function of T2 and the flip angle. (a) θ(T2, α, T1) dependence
(Bloch simulation results) for a representative small φinc (φinc = 2°). The dependence on T2, α, and T1 is shown
in 1D plots and in 2D. (b) T2 and α distributions in the new (θ1, θ2) 2D space. Two examples are shown: Top—
(φinc1 = 2°, αscan1) with (φinc2 = 2°, αscan2 = 2αscan1). Bottom—(φinc1 = 3°, αscan1) with (φinc2 = 1.5°, αscan2 = 2αscan1). In
each case, α (θ1, θ2) and T2 (θ1, θ2) are shown with the equi-T2 and equi-α lines. Figure 2. The phase of the steady-state signal as a function of T2 and the flip angle. (a) θ(T2, α, T1) dependence
(Bloch simulation results) for a representative small φinc (φinc = 2°). The dependence on T2, α, and T1 is shown
in 1D plots and in 2D. OPEN (b) T2 and α distributions in the new (θ1, θ2) 2D space. Two examples are shown: Top—
(φinc1 = 2°, αscan1) with (φinc2 = 2°, αscan2 = 2αscan1). Bottom—(φinc1 = 3°, αscan1) with (φinc2 = 1.5°, αscan2 = 2αscan1). In
each case, α (θ1, θ2) and T2 (θ1, θ2) are shown with the equi-T2 and equi-α lines. Principles of the modified‑SGRE sequence for simultaneous T2 and RF field mapping. The
foundation for using phase increments during the RF pulse train was provided by Zur et al. in 198831,32. They
showed that an RF pulse train with a quadratic phase φRF(n) = φinc∙(n2 + n)/2 for the n-th pulse—using an appro-
priate φinc value in conjunction with a spoiling gradient—can achieve incoherent transverse magnetization, an
effective spoiling better than simple gradient spoiling (φinc = 0 case). This is commonly called RF spoiling. Recent
work by Wang27 at 3 T provided another keystone, in which the authors showed that small φinc values have the
opposite effect; they introduce coherent transverse magnetization, where the phase of the signal possess a strong
dependence on T2 (Fig. 2a). Figure 2a also shows the dependence of the phase of the signal on the excitation
flip angle α. The α dependence curves have an extremum in the vicinity of 15°, i.e., the actual flip angle in that
vicinity has a small effect on the phase. As the flip angle in the 3 T implementation was assumed to be given
by the scan (due to relatively homogeneous RF field distribution), T2 values could be extracted solely from the
phase of the signal. Principles of the modified‑SGRE sequence for simultaneous T2 and RF field mapping. The
foundation for using phase increments during the RF pulse train was provided by Zur et al. in 198831,32. They
showed that an RF pulse train with a quadratic phase φRF(n) = φinc∙(n2 + n)/2 for the n-th pulse—using an appro-
priate φinc value in conjunction with a spoiling gradient—can achieve incoherent transverse magnetization, an
effective spoiling better than simple gradient spoiling (φinc = 0 case). This is commonly called RF spoiling. Recent
work by Wang27 at 3 T provided another keystone, in which the authors showed that small φinc values have the
opposite effect; they introduce coherent transverse magnetization, where the phase of the signal possess a strong
dependence on T2 (Fig. 2a). OPEN Although α1 and α2 are unknown, their ratio must obey α2/α1 = αscan2/αscan1
≡ RFA. Thus, renaming α1 as α, we have θ1 = θ(φinc1, α, T2) and θ2 = θ(φinc2, RFA∙α, T2), or in a shorthand notation
θ1 = θ1(α, T2) and θ2 = θ2(α, T2), where the functions θ1() and θ2() contain the known φinc1, φinc2, and RFA param-
eters. One can now map T2 and α to the new (θ1, θ2) 2D space, written as T2(θ1, θ2) and α(θ1, θ2). Figure 2b shows
that equi-T2 and equi-α lines are nearly orthogonal, when we are well inside the “balloon” (the support region),
which is an indication of the robust estimation for a given set of (θ1,θ2) there. At the “balloon” edges of low or
high α values the solution is ill-posed and can provide more than one solution, thus increasing the variability and Scientific Reports | (2022) 12:14088 | https://doi.org/10.1038/s41598-022-17607-z www.nature.com/scientificreports/ bias of the estimation at that region. Having now the simulated (θ1, θ2) 2D space for T2 and for α, one can point
with any measured (θ1meas.,θ2meas.) to that space and provide the expected T2 and α values by a simple interpola-
tion. This representation is useful to explore and characterize optimal choices of flip angles and φinc to achieve
minimal variability and bias. Figure 2b shows that the set (φinc1 = 3°, αscan1) and (φinc2 = 1.5°, αscan2 = 2αscan1) covers
a larger flip-angle range than set (φinc1 = 2°, αscan1) and (φinc2 = 2°, αscan2 = 2αscan1). We performed a detailed analysis
to determine the optimal regime for whole-brain imaging, the results of which are summarized in Fig. S1–S4. Variability and bias evaluation + SAR considerations. We examined the variability and bias of the
method in the range of flip angles relevant for brain imaging. To do so, noise was added to the simulated signal
and the variability and bias of the method were examined as a function of T2 and α. The noise in the simulations
was calibrated so the resulting synthetic signal to noise ratio (SNR) matched the measured SNR in agar tubes
for the same α and T2, where the agar T2 was in a range matching white matter (WM) and gray matter (GM) at
7T18. The signal dependence on flip angle and phase increment showed that the phase of the signal is high for
low φinc (φinc < 10°) (Fig. S1). OPEN It can be seen that the combination (φinc1 = 3°, αscan1) and (φinc2 = 1.5°, αscan2 = 2αscan1)
provides a lower variability (i.e., lower std(T2
est.)) and a smaller bias (i.e., lower |ave(T2
est.) − T2
true|) for a larger
range of flip angles (Fig. S2). We also examined three criteria (Fig. S3): the average estimation variability for
30 < T2 < 50 ms and 5° < α < 17°, and both the minimal and maximal flip angles that provide std(T2
est.) < 5 ms. The
result of a combined minimization of the three criteria (shown in Fig. S3d) is a pair of scans with (φinc1 = 3°, αscan1)
and (φinc2 = 1.5°, αscan2 = 2αscan1) that provides a good combination of the lowest average std(T2
est.) and supports a
flip angle range of 3.7–35° (in which std(T2
est.) < 5 ms).ii l
g
g
Figure S4 shows three additional aspects that were included to establish the final configuration, including
the repetition time (TR), the RFA in a realistic experiment and reduction of the cerebrospinal fluid (CSF) signal. Although the combination (φinc1 = 3°, αscan1) and (φinc2 = 1°, αscan2 = 2αscan1) provides a better flip angle range
(2.4–35°), in practice, φinc1 = 1° generates a high CSF signal. This can result in an extra signal and a residual artifact
in the proximity of the ventricles. To reduce the CSF signal’s effect, it was found worthwhile to use φinc2 = 1.5°
(Fig. S4a). As the change in relative variability as a function of TR (Fig. S4b) is insignificant, the choice of TR can
be made by balancing between SAR limitations, on the one hand, and scan duration, on the other hand. A TR
of 10 ms provided a practical tradeoff. Our examination of the effect of the RFA on the flip angle range showed
that the higher the RFA, the better (Fig. S4c). However, to keep SAR within the “Normal” level, it was found that
RFA in the range of 1.6–2 (with TR = 10 ms) provides a suitable flip angle range. In case of adopting “First level”
SAR limit, one can increase the range of the flip angles. Global phase corrections. In practice, the phase ( ∠S ) of the signal S at a voxel is comprised of the steady-
state phase θ(α, T2, T1) plus a global phase θ0. OPEN The global phase θ0 arises from several factors, with a dominant
contribution from B0. It can be eliminated by repeating the scan twice, once with + φinc and once with -φinc, and
setting θ(α, T2, T1) = ∠
S+ϕinc · conj
S−ϕinc
/2 (as was shown in Ref.27). The implemented acquisition thus
includes four scans: the two scans (φinc1, αscan1) and (φinc2, αscan2) and their repetition with a negative phase incre-
ment to remove θ0. Calculating the θ1 and θ2 in this method does not result in phase wrapping, since after the
global phase removal, the signals’ phase is in the range of 0° to ~ 50°. Estimation algorithm. The actual estimation algorithm included two main steps, per voxel, namely the
removal of the global phase (θ0) and an estimation of T2 and α from (θ1,θ2) using linear interpolation. An addi-
tional step was established for low flip angles because low flip angles result in (θ1,θ2) measurement pairs close
to the edges of the “balloon” (Fig. 2b), a region where interpolation is an ill-posed problem. Low flip angles
are relevant for whole-brain imaging because despite the flip angle of the first scan being set to αscan1 = 15° , the
actual whole-brain RF field distribution results in a flip angle in the range of ~ 4° to 22° (even reaching below
4° for some regions, see a representing distribution in Fig. 1). Brain regions where very low flip angles (~ 4–6°)
are typically reached are the cerebellum, midbrain, and brainstem, as well as some regions in the temporal lobe. The added step to handle low flip angles takes advantage of two aspects: i) that α changes slowly in space, and ii)
that for small flip angles (α < 20°) the phase θ is linear with T2, and that the slope itself is linear with the flip angle
α. Detailed description of this step are in the “Materials and methods” section. Figure S5 shows the improve-
ment attained using the second step for the low flip angles. Additional steps were also performed to improve the
estimation for the expected low values of (θ1,θ2), which, due to noise, results in negative values (see “Materials
and methods”). T1 corrections. As mentioned, phase dependence on T1 is small, but it can account for ~ 15% of the final T2
estimation. OPEN To reduce the error due to T1 in human imaging voxels were classified as either “high” or “low” T1
by empirically thresholding
Sαscan2
/
Sαscan1
. Separate maps—T2(θ1, θ2) and α(θ1, θ2)—were used for each clas-
sification, based on T1 = 1 s (representing WM) and T1 = 2 s (the rest). With this correction, the error was further
reduced (shown in Fig. S6). A detailed description of the algorithm is provided in the “Materials and methods”
section. Results To examine the estimation bias and estimation variability we conducted two imaging experiments with phantoms,
one with tubes filled with agarose suspension, the other with a 3D head-shaped phantom. In the first experiment
(Fig. 3a), the variability was × 1.4 smaller than with SE–SE (0.5 ms compared to 0.7 ms). The aslope and the relative
deviation error (see Eq. 1) calculated between the T2 from this method and the T2 from SE–SE were 1.01 and https://doi.org/10.1038/s41598-022-17607-z Scientific Reports | (2022) 12:14088 | https://doi.org/10.1038/s41598-022-17607-z www.nature.com/scientificreports/ Figure 3. Assessment of estimation bias and variability in phantoms. (a) Comparison of the T2 obtained with
the phase-based method and SE–SE in agar tubes. Top—a central slice of the T2 maps and magnitude images. Bottom—estimated T2 for each tube as a function of T2 with SE–SE; aslope = 1.01, relative deviation error = 0.5%. The average standard deviation was 0.5 ms for the phase-based method, and 0.7 ms for SE–SE. (b–d)
Comparisons using a 3D-head-shaped brain-like phantom. (b) T2 and α maps estimated by the phase-based
method. (c) T2 map estimated with SE–SE. And (d) α map estimated using the vendor’s RF field mapping scan. Two main cross-sections are shown for all cases, Sagittal and Axial. For comparison, the average T2 and standard
deviation was calculated in the same region of interest (marked by a blue contour for the phase-based method
and a red contour for SE–SE). The average deviation between the α maps of the phase-based method and of the
vendor’s RF mapping was calculated to be 0.56° for the Sagittal plane and 0.84° for the Axial plane. Figure 3. Assessment of estimation bias and variability in phantoms. (a) Comparison of the T2 obtained with
the phase-based method and SE–SE in agar tubes. Top—a central slice of the T2 maps and magnitude images. Bottom—estimated T2 for each tube as a function of T2 with SE–SE; aslope = 1.01, relative deviation error = 0.5%. The average standard deviation was 0.5 ms for the phase-based method, and 0.7 ms for SE–SE. (b–d)
Comparisons using a 3D-head-shaped brain-like phantom. (b) T2 and α maps estimated by the phase-based
method. (c) T2 map estimated with SE–SE. And (d) α map estimated using the vendor’s RF field mapping scan. Two main cross-sections are shown for all cases, Sagittal and Axial. Results For comparison, the average T2 and standard
deviation was calculated in the same region of interest (marked by a blue contour for the phase-based method
and a red contour for SE–SE). The average deviation between the α maps of the phase-based method and of the
vendor’s RF mapping was calculated to be 0.56° for the Sagittal plane and 0.84° for the Axial plane. .5%. Thus, the phase-based method provides a small bias and a lower variability compared to SE–SE, while the
can duration is × 2.3 faster. In the second experiment, a specially designed 3D head-shaped brain-like phantom was used to examine the
capability to cope with an RF field distribution similar to that in the brain. The “brain” had a uniform T2, which
helped to separate the two parameters we sought to estimate, α and T2. Our results show low variability in T2
(std(T2 phase-based-method )/std(T2 SE–SE) = 0.46) and an RF field map estimation with little bias (a 4% average deviation
from the map acquired with the vendor’s pulse sequence), see Fig. 3b. Even low flip angles, in the ill-posed area
of the “balloon”, were well determined using the implemented estimation algorithm (Fig. S8).h g
p
g
(
g
)
The contribution of the B1 correction to the T2 estimate can be seen in Fig. 4. It compares T2 maps extracted
from a set of four scans (two pairs) to T2 maps extracted from a single pair—as in Ref.27—using either of the pairs
(either pair 1: φinc1 = 3° and φinc1 = − 3°, with αscan1; or pair 2: φinc2 = 1.5° and φinc2 = − 1.5°, with αscan2). It can be
seen that for both phase increments the RF field inhomogeneity results in either underestimated or overestimated
T2 values, depending on the actual flip angle in each voxel (see Fig. 2a for phase dependence on flip angle). The
4-scans result, which combines both phase increments, provides a uniform T2 map of the “brain” tissue in the
3D-head shaped phantom, as expected by the design. p
p
,
p
y
g
Figure 4 also shows the estimated T2 maps, for human imaging, based on either 4-scans or a single scan-pair. Results Although more challenging to observe, due to the heterogeneous T2 distribution in the brain and to the very high
T2 values in the CSF regions, it can also be seen that T2, estimated from a single pair, is either underestimated or
overestimated compared to 4-scans. This can be observed, for example, in regions such as the cerebellum and the
temporal lobes. Table 1 summarizes the results by giving sample T2 values in white matter, grey matter and CSF. For each tissue 2 sampled regions were chosen as shown in Fig. 4—WM1 and WM2 in white matter tissue, GM1
and GM2 in the grey matter tissue and CSF1, CSF2 in the CSF. The table also shows T2 values reported in Ref. 18. Note: the CSF values are underestimated with the current method, as further elaborated in the Discussion section. Continuing with human imaging, Fig. 5 compares the phase-based method with 1.5 mm isotropic voxels to
the gold standard SE–SE, for a T2 mapping comparison, and to the vendor RF mapping, for an RF field map-
ping comparison. The α map in Fig. 5c was smoothed by 3 × 3 filter to reduce the effect of local CSF signals (see
Fig. S13 for original high resolution B1 map). The RF field map extracted with the phase-based approach shows
a distribution similar to the separately acquired vendor map with, however, noticeable deviations in the ventri-
cles, as well as in some of the CSF region. The ratio of the T2 values and the relative deviation error between the
phase-based method and SE–SE is shown in Fig. 6, for the different volunteers. Over all volunteers the T2 ratio https://doi.org/10.1038/s41598-022-17607-z Scientific Reports | (2022) 12:14088 www.nature.com/scientificreports/ Figure 4. Comparison of T2 maps extracted with (a) 4-scans, (b) single pair with (φinc1, αscan1) and (c) single
pair with (φinc2, αscan2). (d) For each case a plot for a line shown in the Sagittal and Axial scans. The images show
3D-head shaped phantom (left) and human imaging (right). The human axial plane image in (a) shows the
regions that were examined and summarized in Table 1. Figure 4. Comparison of T2 maps extracted with (a) 4-scans, (b) single pair with (φinc1, αscan1) and (c) single
pair with (φinc2, αscan2). (d) For each case a plot for a line shown in the Sagittal and Axial scans. The images show
3D-head shaped phantom (left) and human imaging (right). Results The human axial plane image in (a) shows the
regions that were examined and summarized in Table 1. Table 1. Estimated T2 in sample regions of white matter, grey matter and CSF (see Fig. 4). Single pair
(φinc1, αscan1)
Single pair (φinc2, αscan2)
4-scans
From Ref.18
WM1
19.00 ± 0.86
40.02 ± 2.34
28.83 ± 1.47
33.7 ± 0.7
WM2
16.28 ± 1.21
37.84 ± 4.04
26.74 ± 2.49
GM1
30.02 ± 5.77
60.67 ± 14.52
45.05 ± 10.23
49.2 ± 3.8
GM2
25.37 ± 3.10
59.05 ± 14.97
41.95 ± 9.52
CSF1
341.93 ± 105.73
447.95 ± 31.76
422.75 ± 33.30
CSF2
280.25 ± 3.10
436.36 ± 14.64
408.35 ± 15.73 Table 1. Estimated T2 in sample regions of white matter, grey matter and CSF (see Fig. 4). Single pair
(φinc1, αscan1)
Single pair (φinc2, αscan2)
4-scans
From Ref.18
WM1
19.00 ± 0.86
40.02 ± 2.34
28.83 ± 1.47
33.7 ± 0.7
WM2
16.28 ± 1.21
37.84 ± 4.04
26.74 ± 2.49
GM1
30.02 ± 5.77
60.67 ± 14.52
45.05 ± 10.23
49.2 ± 3.8
GM2
25.37 ± 3.10
59.05 ± 14.97
41.95 ± 9.52
CSF1
341.93 ± 105.73
447.95 ± 31.76
422.75 ± 33.30
CSF2
280.25 ± 3.10
436.36 ± 14.64
408.35 ± 15.73 6
4567890)
Scientific Reports | (2022) 12:14088 |
https://doi.org/10.1038/s41598-022-17607-z
(T2 phase-based-method/T2 SE–SE) and relative deviation error are 0.80 and 15.45% for WM, and 0.85 and 19.76% for
GM (detailed description is in Supplementary Information S4). Finally, high-resolution whole-brain T2 mapping was performed with the phase-based method, with 1 mm
and 0.85 mm isotropic voxels. To acquire whole-brain high-resolution images, × 5.11 acceleration was used—
combining elliptic sampling and × 2 acceleration in both phase encoding directions. Each of the four scans with
1 mm resolution was 1:13 min giving a total scan time of 4:52 min. For 0.85 mm each scan was 1:42 min long
and the total scan time was 6:48 min. Figure 7 shows the estimated T2 maps for the 0.85 mm scan (Fig. S12
Table 1. Estimated T2 in sample regions of white matter, grey matter and CSF (see Fig. 4). Results Single pair
(φinc1, αscan1)
Single pair (φinc2, αscan2)
4-scans
From Ref.18
WM1
19.00 ± 0.86
40.02 ± 2.34
28.83 ± 1.47
33.7 ± 0.7
WM2
16.28 ± 1.21
37.84 ± 4.04
26.74 ± 2.49
GM1
30.02 ± 5.77
60.67 ± 14.52
45.05 ± 10.23
49.2 ± 3.8
GM2
25.37 ± 3.10
59.05 ± 14.97
41.95 ± 9.52
CSF1
341.93 ± 105.73
447.95 ± 31.76
422.75 ± 33.30
CSF2
280.25 ± 3.10
436.36 ± 14.64
408.35 ± 15.73 Table 1. Estimated T2 in sample regions of white matter, grey matter and CSF (see Fig. 4). (T2 phase-based-method/T2 SE–SE) and relative deviation error are 0.80 and 15.45% for WM, and 0.85 and 19.76% for
GM (detailed description is in Supplementary Information S4). Finally, high-resolution whole-brain T2 mapping was performed with the phase-based method, with 1 mm
and 0.85 mm isotropic voxels. To acquire whole-brain high-resolution images, × 5.11 acceleration was used—
combining elliptic sampling and × 2 acceleration in both phase encoding directions. Each of the four scans with
1 mm resolution was 1:13 min giving a total scan time of 4:52 min. For 0.85 mm each scan was 1:42 min long
and the total scan time was 6:48 min. Figure 7 shows the estimated T2 maps for the 0.85 mm scan (Fig. S12 https://doi.org/10.1038/s41598-022-17607-z Scientific Reports | (2022) 12:14088 | www.nature.com/scientificreports/ Figure 5. Human imaging—T2 from the phase-based method or SE–SE, and α from the phase-based method
or the vendor’s scan. (a) SE–SE Sagittal magnitude image at TE = 30 ms and the estimated T2 maps in three
main cross-sections. (b) An α map using the vendor’s pulse sequence. (c) Sagittal magnitude image with
φinc = 3 and α = 15°, as well as the estimated T2 and α maps in three main cross-sections. α map shown here was
smoothed by a 3 × 3 filter to reduce the effect of local CSF signal. Orange arrows point to the cerebellum and
brainstem regions suffering from low flip angles due to B1 inhomogeneity; their inner structure is much more
pronounced—and clearly visible—in the phase-based T2 images. Purple arrows point to a region in the CSF that
resulted in a low magnitude signal. Figure 5. Human imaging—T2 from the phase-based method or SE–SE, and α from the phase-based method
or the vendor’s scan. (a) SE–SE Sagittal magnitude image at TE = 30 ms and the estimated T2 maps in three
main cross-sections. Results (b) An α map using the vendor’s pulse sequence. (c) Sagittal magnitude image with
φinc = 3 and α = 15°, as well as the estimated T2 and α maps in three main cross-sections. α map shown here was
smoothed by a 3 × 3 filter to reduce the effect of local CSF signal. Orange arrows point to the cerebellum and
brainstem regions suffering from low flip angles due to B1 inhomogeneity; their inner structure is much more
pronounced—and clearly visible—in the phase-based T2 images. Purple arrows point to a region in the CSF that
resulted in a low magnitude signal. Figure 5. Human imaging—T2 from the phase-based method or SE–SE, and α from the phase-based method
or the vendor’s scan. (a) SE–SE Sagittal magnitude image at TE = 30 ms and the estimated T2 maps in three
main cross-sections. (b) An α map using the vendor’s pulse sequence. (c) Sagittal magnitude image with
φinc = 3 and α = 15°, as well as the estimated T2 and α maps in three main cross-sections. α map shown here was
smoothed by a 3 × 3 filter to reduce the effect of local CSF signal. Orange arrows point to the cerebellum and
brainstem regions suffering from low flip angles due to B1 inhomogeneity; their inner structure is much more
pronounced—and clearly visible—in the phase-based T2 images. Purple arrows point to a region in the CSF that
resulted in a low magnitude signal. Figure 6. Comparison of T2 estimation between the phase-based method and SE–SE. The plot shows the ratio
T2 phase-based-method/T2 SE–SE per volunteer, both for WM and for GM. The error bars depict the relative deviation
error [see Eq. (1)]. Figure 6. Comparison of T2 estimation between the phase-based method and SE–SE. The plot shows the ratio
T2 phase-based-method/T2 SE–SE per volunteer, both for WM and for GM. The error bars depict the relative deviation
error [see Eq. (1)]. shows the 1 mm resolution images). To provide even higher robustness following the reduced SNR of the high-
resolution datasets, we also incorporated denoising based on a DnCNN deep-learning network33 (provided in
MATLAB, The Mathworks, Natick MA, for Gaussian noise removal). This entailed denoising of θ1 and θ2 before
the estimation of T2. The denoising greatly improved the observed details of the cerebellum structure, a region
with especially low flip angles (Fig. 7b). shows the 1 mm resolution images). Discussionh The expected rewards of pushing the limits and moving to 7 T MRI are increased spatial resolution and shorter
scan durations. Both these features are essential for clinical and research imaging, all the more so for quantitative
methods. However, scanning at 7 T also poses new challenges, including high power deposition and severe RF
field inhomogeneity. The extended phase-based method shown here delivers high-resolution brain T2 imaging
while overcoming the above challenges. This is achieved by relying on a modified 3D SGRE sequence, using the
phase of the signal to encode the T2 dependence. The 3D SGRE images are also highly robust to B0 inhomoge-
neity. This can be seen in the magnitude images of both the phantom example (Fig. 3a) and the human images
(Fig. 5). The SE–SE is more distorted both at the edges of the agar tubes and near the nasal areas in the human
images. The B0-dependent phase is reliably canceled out by the two scans with opposite phase increments (φinc)
of the RF pulse train. However, shifts in the global phase between scans may occur, which will require correc-
tions. Similarly, the scans may be sensitive to movements, which will affect the phase. Incorporating a second
echo acquisition could be used to correct for both the phase shifts and motion34. Aiming to shorten the total
scan duration, one can also consider estimation of the global phase from a single pair, thus reducing the num-
ber of scans to three. However, in this case careful analysis and phase unwrapping will be required in the third,
non-paired, scan. In this case, phase unwrapping can be especially challenging in regions with short T2
*, where
B0 changes rapidly, resulting in high local changes in the background phase. Very short T2
* may also affect T2
estimation due to limited SNR in such regions.h The current implementation used a non-selective hard pulse for the 3D acquisition. Although this works
well for whole brain acquisition as in this study, in other cases it can be a limitation. For faster acquisition and
to limit potential aliasing, the use of slab-selective pulses is beneficial. Figure S9 shows that as long as the slab
is thick enough, compared to the slice thickness, the estimated T2 is correctly estimated. However, for a single
slice-selective acquisition, the simulation by which the T2 and RF field maps are estimated must also account for
the slice profile. Results To provide even higher robustness following the reduced SNR of the high-
resolution datasets, we also incorporated denoising based on a DnCNN deep-learning network33 (provided in
MATLAB, The Mathworks, Natick MA, for Gaussian noise removal). This entailed denoising of θ1 and θ2 before
the estimation of T2. The denoising greatly improved the observed details of the cerebellum structure, a region
with especially low flip angles (Fig. 7b). https://doi.org/10.1038/s41598-022-17607-z Scientific Reports | (2022) 12:14088 | www.nature.com/scientificreports/ www.nature.com/scientificreports/ Figure 7. Human whole-brain T2 maps with a 0.85 mm isotropic voxel. (a) without denoising, (b) with
denoising, based on DnCNN model for Gaussian noise removal. Arrows point to the cerebellum region, which
especially benefits from denoising. Top row, Sagittal and Coronal planes. Bottom two rows, six slices of the Axial
plane, at 10 mm intervals. Figure 7. Human whole-brain T2 maps with a 0.85 mm isotropic voxel. (a) without denoising, (b) with
denoising, based on DnCNN model for Gaussian noise removal. Arrows point to the cerebellum region, which
especially benefits from denoising. Top row, Sagittal and Coronal planes. Bottom two rows, six slices of the Axial
plane, at 10 mm intervals. Scientific Reports | (2022) 12:14088 www.nature.com/scientificreports/ θ1, however, suffers
from pronounced RF field inhomogeneity, which is removed by using two sets of scans (giving θ1 and θ2), as was
implemented here, allowing the generation of T2 maps. g
g
In our study, the estimation algorithm is based on an interpolation procedure, where the simulated data
serves as the ground-truth. This method is similar to the dictionary-based approach in MRF, but is based on
two measurement points (θ1, θ2) that allow us to represent the parameters of interest, T2 and α, in the (θ1, θ2) 2D
space. This offers the advantage of mapping the T2 of interest by a simple linear interpolation. An improvement
in the estimation algorithm was implemented in the low flip angles’ range, which extended the viable flip angles
(Figs. S5 and S8). In this study, we demonstrated the low variability and small bias of the estimations in both
simulations and phantom experiments. In the phantom experiment with agar tubes, the method provides T2
estimation with low variability—a × 3.2 (1.4 × 2.3) lower variability-to-scan-time factor than that of SE–SE. The
T2 values were estimated by the phase-based method with a small bias (aslope = 1.01 and relative deviation error
of 0.5% compared to SE–SE). p
However, the in-vivo T2 ratio of the phase-based method to SE–SE was 0.79 ± 0.16 for WM and 0.86 ± 0.19
for GM. Similarly, there is a ratio of × 0.82 and × 0.88 between the reported values with 4-scans in Table 1 to the
values in Ref.18. This result is also similar to the results in Ref.22,34. Possible reasons for the different ratios found
for WM and GM are a partial volume of GM and CSF as well as deviations due to T1. Although T1 has a small
impact on the phase of the signal and its effect was reduced in our implementation. The ~ 0.8 ratio between the
T2 estimated by the phase-based approach and by SE–SE could arise for several reasons, among which are a
contribution due to exchange and magnetization transfer35, diffusion36, and different contributions of the fast
and slow T2 components to the two methods37,38. For the magnetization transfer no discrepancy was observed
between the estimated T2 values in the agarose tubes, although exchange mechanisms are known to be at work
in agarose and therefore produce magnetization transfer effects. www.nature.com/scientificreports/ for large movement within a voxel, such as due to flow, the error of the estimated T2 can be significant; reaching
20%, for a velocity of 0.5 mm/s. Two simulations were also performed to analyze possible hardware inaccuracies: (i) a constant error in the
actual RF-phase increment, (ii) a randomly distributed error in the actual phase of the RF pulse. In the first case,
a constant error of 0.1° resulted in < 4% error, In the second, a randomly distributed error with σ = 0.2° resulted
in a negligible error with standard deviation of 0.07 ms in the estimated T2. It is also important to note that the
estimation of the T2 in the CSF and other tissues with high T2 values (> 0.5 s) is challenging with this method,
since the signal’s phase curve slowly converges for T2 > 100 ms (see Fig. 2a) and so the T2 contours in the (θ1,θ2)
space grow denser with T2 (see Fig. 2b). In addition, local intensity drops in CSF voxels, resulting in low SNR
voxels, can occur due to fluid movement (purple arrows in Fig. 5 point to such area), thus further limiting T2
estimation of CSF.hh The important advantage of the phase-based approach for T2 mapping is its whole-brain coverage ability. The
method shows robust results in the brainstem region and even in parts of the spinal cord (see Fig. 5). These results
are achieved without the need for additional hardware to reduce the RF field inhomogeneity, such as dielectric
pads or multi-channel transmit coil. Naturally, the method can also benefit from a dielectric pad or multi-channel
transmit coils to improve the SNR, especially in regions with low flip angles. The current configuration (φinc1, φinc2,
αscan1, RFA, and TR) was designed for the RF field distribution in the brain, and was shown to robustly extract the
RF field distribution in the 3D head-shaped phantom (which has a slightly larger RF field inhomogeneity than
in vivo). If another region will be of interest, the configuration—the RF pulse phase increments and the scan
flip angles—can be adapted accordingly.i l p
g
p
g y
It is worth noting that θ1 on its own, calculated from the first pair of scans (with φinc1 = ± 3°), achieves a “T2
weighted” image (see Fig. S10 for the 0.85 mm case), unlike the magnitude of these scans. Discussionh This was already demonstrated in other T2 mapping methods such as balanced SSFP19. ih
Another sensitivity of the method that requires discussion is the sensitivity to movement and potential
inaccuracy in the RF pulse phase. Although we did not observe noticeable movement in our human scanning,
a simulation to examine these vulnerabilities was performed (see Supplementary Information, Section S5). The
movement was simulated assuming a constant velocity during the scan, which will result in an additional para-
bolic phase term accumulated during the scan. Examining the error due to potential head movement of 1–2
voxels during the scan, it resulted in a small error, less than 1% for a movement of up to 5 mm/min. However, Scientific Reports | (2022) 12:14088 | https://doi.org/10.1038/s41598-022-17607-z www.nature.com/scientificreports/ Estimation algorithm.
The estimation algorithm included the following steps: Estimation step #3: handling of negative θ1 or θ2. For θ1 < 0 (and θ2 > 0), the θ2 from step #1 together with αsmoothed
from step #2 were used to estimate T2; using the above simulated θ2(T2,α) for the known α. Similarly, for θ2 < 0
(and θ1 > 0), θ1 and αsmoothed were used to estimate T2. Validation of the estimation algorithm was performed by generating N = 100 noisy repetitions of each point
in the simulated datasets of θ1(T2,α) and θ2(T2,α). This was done using a fixed noise which resulted in the SNR
varying with T2 and α, depending on the intensity at each point. The noise was fixed to produce an SNR of 180
for the simulated data at T2 = 38 ms and α = 13°; resembling the SNR in the human images acquired with 1.5 mm
resolution. The SNR was set as an average SNR over the two signals |S1| and |S2|. To validate the simulations,
the standard deviation of T2 was compared to a measured one in an agar-tubes experiment, both with the same
SNR. For this validation two agar-tubes were used—with T2 values of T2 = 34 ms and T2 = 38 ms, representing
WM and GM at 7 T. The flip angle distribution in this experiment was uniform (α = 13°). The measured and
simulated SNR was 298, resulting in a T2 standard deviation of 0.36 ms in the measurement and 0.32 ms in the
simulation, providing comparable results. The variability and bias of the method, under the simulated noise,
were examined as a function of T2, α, φinc, TR and RFA. Pulse sequence considerations. The sequence is based on a Siemens 3D GRE sequence that was modi-
fied to enable control over both the φinc and the gradient spoiler moment. The RF pulse we used was a hard pulse. An important aspect to consider is the gradient spoiler moment intensity and its effect on the T2 estimation,
as well as on image artifacts (in the form of residual signals from spurious echoes). A set of scans was performed
to examine the spoiler effect. The gradient spoiler moment needs to provide complete dephasing inside a voxel,
which defines a preferable gradient moment size to be ≿ 1/Δr (Δr = √(Δx2 + Δy2 + Δz2)). Estimation algorithm.
The estimation algorithm included the following steps: Estimation algorithm. The estimation algorithm included the following steps: Preparatory step #0.1: global phase removal. In practice, the phase ( ∠S ) of the signal S at a voxel is comprised of
the steady-state phase θ(α, T2, T1) plus a global phase θ0. The global phase θ0 arises from several factors, with a
dominant contribution from B0. It can be eliminated by repeating the scan twice, once with + φinc and once with
-φinc, and setting θ(α,T2,T1)=∠
S+ϕinc · conj
S−ϕinc
/2 (as was shown in Ref.27). The implemented acquisition
thus includes four scans: the two scans (φinc1, αscan1) and (φinc2, αscan2), and their repetition with a negative phase
increment to remove θ0. Preparatory step #0.2 (optional): denoising. For high-resolution human imaging, a denoising procedure based
on a DnCNN deep-learning network33 (provided in MATLAB 2021a, for Gaussian noise removal) was incor-
porated. The denoising procedure was implemented on the measured θ1, θ2 with the command denoised_
θ1 = denoiseImage(θ1, net), where the net was set by the command net = denoisingNetwork(’dncnn’). Estimation step #1: T2 and α estimation by interpolation. First, using Matlab’s scatteredInterpolant(), we gener-
ated two interpolants, T2(θ1, θ2) and α(θ1, θ2), which map (θ1, θ2) to the desired quantities T2 and α. These inter-
polants were then used to estimate T2 and α from any (θ1, θ2) pair, at each voxel.ih p
y
p
As mentioned, phase dependence on T1 is small, but it can account for ~ 15% of the final T2 estimation. Thus,
in human imaging, to reduce the error due to T1, voxels were classified as either “high” or “low” T1 by empirically
thresholding
Sαscan2
/
Sαscan1
. Separate maps—T2(θ1, θ2) and α(θ1, θ2)—were used for each classification, based
on T1 = 1 s (representing white matter—WM) and T1 = 2 s (the rest). With this correction, the error was further
reduced (see simulation results in Fig. S6). Estimation step #2: T2 estimation update for low flip angles. First, the flip angles α found in the previous step
were smoothed, generating αsmoothed. For low flip angle voxels with αsmoothed < 4.5°, the flip angles were temporarily
set to αtemp = 4.5°, and the matching temporary T2 quantities, T2-temp, were found by interpolation—using αtemp
and θ2 (the phase from the scan using the higher flip angle, αscan2 = RFA∙αscan1). The final T2 was found through
the linear connection T2 = (αtemp/αsmoothed)∙T2-temp. www.nature.com/scientificreports/ However, different effects of exchange in the
living tissue can still be a factor contributing to the acquired complex signal of the steady state acquisition. We
also examined potential diffusion contributions to the estimated T2 by scanning a sample of smoked fish (which
had and ADC of ~ 0.6 × 10−3 mm2/s, similar to white matter) and did not observe a significant effect (not shown). One of the potential factors is the larger contribution of the fast-relaxing species compared to SE–SE, primar-
ily due to much shorter echo times, which was also observed in several previous studies38. Thus, although the
estimated T2 was robustly repeated in the volunteers’ data, the resulting ratio between the phase-based method
and SE–SE in-vivo still requires further analysis.h q
y
The fast high-resolution T2 maps of the whole brain that were acquired—1 mm isotropic in 4:52 min and
0.85 mm isotropic in 6:49 min—offer a significant clinical gain. Further acceleration of the method should be
possible. One option is to reduce the TR, however, this will require switching the SAR monitoring to the less
restrictive “First” level. For this, the effect of the TR on the variability of the estimation was examined (see Fig. S4)
and showed that shorter TR result in similar estimation variability. In addition, acceleration methods, tuned to
the 3D SGRE acquisition and employing the Compressed Sensing technique, can achieve even higher accelera-
tion factors. We also demonstrated the option of employing denoising based on deep-learning techniques that
is trained to remove Gaussian noise. This further improves the quality of the images and can be used to further
accelerate the scan.i Overall, the extension of the phase-based steady-state method to estimate both T2 and RF field map, dem-
onstrated in this work, provides a fast and high-resolution acquisition method for quantitative T2 mapping of
the whole brain at 7 T acquired with a single-channel transmit coil. Standardized high-resolution methods are
imperative for 7 T MRI to advance multi-site studies and promote personalized medicine. Scientific Reports | (2022) 12:14088 | https://doi.org/10.1038/s41598-022-17607-z www.nature.com/scientificreports/ Materials and methods Bloch simulations. 1D single voxel simulations based on the Bloch equations were performed with a
custom MATLAB (The Mathworks, Natick MA) code39 to examine the signal in steady state. The simulations
included an excitation pulse, an acquisition and a net total spoiler (including the area of the acquisition) of 3/Δx
(Δx the 1D voxel size). The number of initial repetitions to reach steady-state (“dummy scans”) was set to 500,
which was verified to provide reliable steady states. Following the dummy scans, a single acquisition was simu-
lated. The simulation was repeated over a grid of flip angles and T2 values, for different values of T1, φinc, and TR. The grid covered T2 from 0 to 200 ms with a resolution of 4 ms, and flip angles from 0° to 70° with a resolution
of 1°. The resulting θ(T2, α) map was interpolated prior to its use in the estimation algorithm with 1 ms in T2 and
0.1° in alpha, generating θ1(T2, α) and θ2(T2, α) for relevant φinc and RFA factors. Estimation algorithm. The estimation algorithm included the following steps: www.nature.com/scientificreports/ Both compartments contained 0.1 mM gadopentetate dimeglumine (GdDTPA), for a T1
close to that of human white matter, and consisted of an agarose suspension of 2.5% and 3% for the “brain” and
“muscle” compartments, respectively. NaCl (5.5 gr/L) was used to achieve an in-vivo-like RF field distribution. For details, see Ref.30. ,
α maps from the phase-based method were compared to the equivalent α maps generated by the vendor. As
the RF field maps provided by the vendor are scaled to 90°, they were rescaled to the αscan of the phase-based
method, before comparison. The average deviation between the α maps by the phase-based method and by the
vendor were calculated in two main planes (Sagittal and Axial).h p
g
The common scan parameters for the phase-based method and SE–SE used in the agar-tube experiments in
Fig. 3a) were: FOV 200 × 200 × 104 mm3, resolution 1.1 × 1.1 × 2 mm3, acquired matrix size 176 × 176 × 52. The
phase-based method specific parameters were (φinc1 = 3°, α1 = 15°) and (φinc2 = 1.5°, α2 = 30°), TR/TE 10/2.2 ms,
using 4 scans with a total scan duration of 6:06 min. The specific scan parameters for SE–SE were: TR—6500 ms,
3 scans with TE = 10,30,50 ms, × 3 in-plane acceleration, with a total scan duration of 19:04 min. The T2 and α
maps were estimated based on Bloch simulation with T1 = 2 s.h p
1
The common scan parameters for the phase-based method and SE–SE that were used for the 3D head-shaped
phantom in Fig. 3b): FOV 220 × 220 × 144 mm3, isotropic resolution of 1.5 mm, bandwidth per pixel 400 Hz. The
phase-based method specific parameters were acquired matrix size 150 × 148 × 96, (φinc = 3, α = 15°) and (φinc = 1.5,
α = 30°), TR/TE 10/2.1 ms, using 4 scans with a total scan duration of 9:28 min. The specific scan parameters
for SE–SE (Fig. 3c) were: acquired matrix size 144 × 144 × 96, TR—6500 ms, 3 scans with TE = 10, 30, 50 ms, × 3
acceleration, with a total scan duration of 21:12 min. The vendor RF field map scan parameters (Fig. 3d): FOV
220 × 220 × 144 mm3, resolution 2.3 × 2.3 × 4 mm. www.nature.com/scientificreports/ provide dephasing for Δr ≿ 0.9 mm. As shown in Fig. S7b, under this moment, the estimated T2 did not change
for the voxel sizes tested. provide dephasing for Δr ≿ 0.9 mm. As shown in Fig. S7b, under this moment, the estimated T2 did not change
for the voxel sizes tested. MRI scanning. All scans in this study were performed on a 7 T MRI system (MAGNETOM Terra, Siemens
Healthcare, Erlangen) using a commercial 1Tx/32Rx head coil (Nova Medical, Wilmington, MA). When comparing the results of the phase-based method to SE–SE, inside a region, the relative deviation error
from the fit was calculated as MRI scanning. All scans in this study were performed on a 7 T MRI system (MAGNETOM Terra, Siemens
Healthcare, Erlangen) using a commercial 1Tx/32Rx head coil (Nova Medical, Wilmington, MA). When comparing the results of the phase-based method to SE–SE, inside a region, the relative deviation error thcare, Erlangen) using a commercial 1Tx/32Rx head coil (Nova Medical, Wilmington, MA). When comparing the results of the phase-based method to SE–SE, inside a region, the relative deviation error
the fit was calculated as (1)
rel. dev. err = 100 ·
N
i=1
T(phase-based-method)
2
−aslopeT(SE-SE)
2
N
/ave
aslopeT(SE-SE)
2 (1) where aslope is the slope found for each fit, and N is the number of voxels in the comparison. where aslope is the slope found for each fit, and N is the number of voxels in the comparison. e aslope is the slope found for each fit, and N is the number of voxels in the comparison. Phantom imaging. Five tubes with agar concentrations of 1.5, 2, 2.5, 3 and 3.5% were used to compare the
phase-based T2 estimation to the gold standard SE–SE, using three TE values (10, 30 and 50 ms). A 3D head-
shaped phantom that was designed to model the RF field distribution in the brain was used to examine the T2
and RF field estimation. This phantom was originally designed to include three sub-compartments30, suitable for
mimicking brain, muscle and lipid tissues. However, the version used in this study was filled with two “tissue”
types: the inner compartment mimicked the “brain” and the outer one, “muscle” (the planned lipid layer was also
filled with “muscle”). Estimation algorithm.
The estimation algorithm included the following steps: We found it useful to
add a parameter to the pulse sequence that directly controls the net gradient spoiler moment (after all previous
gradients had been rephased). The net spoiler was set to be equally distributed in all three directions, which was
found useful in reducing artifacts. However, our experiments also showed that the gradient moment affected the
measured phase, and thus the estimated T2. Figure S7a shows this dependence. Phantom experiments were used
to calibrate the gradient spoiler moment to provide the T2 estimate closest to that from SE–SE. Accordingly, the
gradient moment was set in all experiments to 0.015 [mT/m∙sec] in each direction. This moment is expected to Scientific Reports | (2022) 12:14088 | https://doi.org/10.1038/s41598-022-17607-z ificreports/
provide dephasing for Δr ≿ 0.9 mm. As shown in Fig. S7b, under this moment, the estimated T2 did not change
for the voxel sizes tested. www.nature.com/scientificreports/ www.nature.com/scientificreports/ The T2 and α maps were estimated based on Bloch simulation
with T1 = 1.5 s (based on estimated T1 of the “brain” tissue). Human imaging. All methods were carried out in accordance with the Weizmann Institute of Science
guidelines and regulations. This study was approved by the Internal Review Board of the Wolfson Medical
Center (Holon, Israel) and all scans were performed after obtaining informed suitable written consents. Human
scanning of six volunteers with isotropic 1.5 mm resolution was acquired for the comparison with SE–SE. The
comparison was performed after the SE–SE and the phase-based method images were realigned using SPM12
(https://www.fil.ion.ucl.ac.uk/spm/) to ensure there was no movement between the scans.h (
pi
p
)
An additional volunteer was scanned with the phase-based method with 1 mm and 0.85 mm resolution. These
scans were acquired with an acceleration of × 5.11—using elliptical sampling and × 2 acceleration in both phase
encoding directions. The BART40 software was used to reconstruct this dataset. Scan parameters for the phase‑based method and SE–SE comparison with isotropic 1.5 mm voxel. Phase-based
method: FOV 220 × 220 × 144 mm3, acquired matrix size 150 × 148 × 96, bandwidth per pixel 400 Hz, TR/TE
10/2.1 ms, (φinc1 = 3°,αscan1 = 15°), (φinc1 = 1.5°, αscan2 = 24–26°) (the αscan2 varied from 24° to 26° according to the
specific volunteer’s 100% “Normal” SAR level), with duration of 4 scans—9:28 min. SE–SE: FOV 220 × 220 × 132
mm3, acquired matrix size 144 × 144 × 88, bandwidth per pixel 400 Hz, TR- 6500 ms, TE = 10, 30, 50 ms, using 3
scans with a total scan duration of 21:12 min. Vendor RF field map scan parameters: FOV 220 × 220 × 192 mm3,
resolution 3 × 3 × 4 mm. Phase‑based method 1 mm resolution parameters. FOV 220 × 220 × 160 mm3, bandwidth per pixel 400 Hz, TR/
TE 10/2.7 ms, (φinc1 = 3°,αscan1 = 15°), (φinc1 = 1.5°, αscan2 = 25°), duration of 4 scans—4:52 min. Phase‑based method 0.85 mm resolution parameters. FOV 220 × 220 × 163 mm3, bandwidth per pixel 400 Hz
TR/TE 10/2.7 ms, (φinc1 = 3°,αscan1 = 15°), (φinc1 = 1.5°, αscan2 = 25°), duration of 4 scans—6:49 min. https://doi.org/10.1038/s41598-022-17607-z Scientific Reports | (2022) 12:14088 | www.nature.com/scientificreports/ References W. On the accuracy and precision of PLANET for mul-
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A.S. is employed by Siemens Healthcare Ltd, Israel; all other authors declare no competing financial interests. Additional information
Supplementary Information The online version contains supplementary material available at https://doi.org/
10.1038/s41598-022-17607-z. Correspondence and requests for materials should be addressed to R.S. Reprints and permissions information is available at www.nature.com/reprints. Publisher’s note Springer Nature remains neutral with regard to jurisdictional claims in published maps and
institutional affiliations. Open Access This article is licensed under a Creative Commons Attribution 4.0 International
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 Author(s) 2022 Author contributionsh The theoretical analysis and manuscript drafting were carried out by R.S. and A.S. The data collection and exp
ment analysis were carried out by R.S. The theoretical analysis and manuscript drafting were carried out by R.S. and A.S. The data collection and experi-
ment analysis were carried out by R.S. © The Author(s) 2022 y
2
g
(
)
8. Deoni, S. C. L., Rutt, B. K., Arun, T., Pierpaoli, C. & Jones, D. K. Gleaning multicomponent T1 and T2 information from steady-state
imaging data: 2D relaxometry with steady-state imaging. Magn. Reson. Med. 60, 1372–1387 (2008). Additional informationh Supplementary Information The online version contains supplementary material available at https://doi.org/
10.1038/s41598-022-17607-z. Correspondence and requests for materials should be addressed to R.S. 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. 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/. https://doi.org/10.1038/s41598-022-17607-z Scientific Reports | (2022) 12:14088 |
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English
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Metabolic Control by S6 Kinases Depends on Dietary Lipids
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PloS one
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cc-by
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Abstract Targeted deletion of S6 kinase (S6K) 1 in mice leads to higher energy expenditure and improved glucose metabolism. However, the molecular mechanisms controlling these effects remain to be fully elucidated. Here, we analyze the potential
role of dietary lipids in regulating the mTORC1/S6K system. Analysis of S6K phosphorylation in vivo and in vitro showed that
dietary lipids activate S6K, and this effect is not dependent upon amino acids. Comparison of male mice lacking S6K1 and 2
(S6K-dko) with wt controls showed that S6K-dko mice are protected against obesity and glucose intolerance induced by a
high-fat diet. S6K-dko mice fed a high-fat diet had increased energy expenditure, improved glucose tolerance, lower fat
mass gain, and changes in markers of lipid metabolism. Importantly, however, these metabolic phenotypes were dependent
upon dietary lipids, with no such effects observed in S6K-dko mice fed a fat-free diet. These changes appear to be mediated
via modulation of cellular metabolism in skeletal muscle, as shown by the expression of genes involved in energy
metabolism. Taken together, our results suggest that the metabolic functions of S6K in vivo play a key role as a molecular
interface connecting dietary lipids to the endogenous control of energy metabolism. Citation: Castan˜eda TR, Abplanalp W, Um SH, Pfluger PT, Schrott B, et al. (2012) Metabolic Control by S6 Kinases Depends on Dietary Lipids. PLoS ONE 7(3):
e32631. doi:10.1371/journal.pone.0032631 Editor: Manuel Tena-Sempere, University of Co´rdoba, Spain Received December 8, 2011; Accepted January 28, 2012; Published March 7, 2012 Received December 8, 2011; Accepted January 28, 2012; Published March 7, 2012 This is an open-access article, free of all copyright, and may be freely reproduced, distributed, transmitted, modified, built upon, or otherwise used by anyone for
any lawful purpose. The work is made available under the Creative Commons CC0 public domain dedication. This is an open-access article, free of all copyright, and may be freely reproduced, distributed, transmitted, modified, bui
any lawful purpose. The work is made available under the Creative Commons CC0 public domain dedication. Funding: This work was supported by National Institutes of Health grants DK73802 and DK078019 to GT and DK077975 and DK056863 to MHT. The funders had
no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript. Competing Interests: The work done by DG was carried out while he was a post-doc at the University of Cincinnati, after which he moved to Resverlogix. Abstract Hence
Resverlogix is not affiliated with the work or the materials used in the publication in any way, and there is no competing interest associated with Resverlogix. This
does not alter the authors9 adherence to all the PLoS ONE policies on sharing data and materials. * E-mail: matthias.tschoep@helmholtz-muenchen.de Metabolic Control by S6 Kinases Depends on Dietary
Lipids Tamara R. Castan˜ eda1, William Abplanalp2, Sung Hee Um3,4, Paul T. Pfluger5, Brigitte Schrott2,
Kimberly Brown2, Erin Grant2, Larissa Carnevalli6, Stephen C. Benoit2, Donald A. Morgan7,
Dean Gilham8, David Y. Hui9, Kamal Rahmouni7, George Thomas3, Sara C. Kozma3, Deborah J. Clegg10,
Matthias H. Tscho¨ p5* 1 Institute for Clinical Biochemistry and Pathobiochemistry, German Diabetes Center, Du¨sseldorf, Germany, 2 Metabolic Disease Institute, Division of Endocrinology,
Department of Medicine, University of Cincinnati College of Medicine, Cincinnati, Ohio, United States of America, 3 Department of Molecular Oncogenesis, Metabolic
Disease Institute, University of Cincinnati, Cincinnati, Ohio, United States of America, 4 Department of Molecular Cell Biology, Sungkyunkwan University School of
Medicine, Seoul, South Korea, 5 HelmholtzZentrum Mu¨nchen, German Research Center for Environmental Health (GmbH), Neuherberg/Munich, Germany, 6 Heidelberg
Institute for Stem Cell Technology and Experimental Medicine (HI-STEM), Germany Division of Stem Cells and Cancer, German Cancer Research Center (DKFZ), Heidelberg,
Germany, 7 Department of Internal Medicine, College of Medicine, University of Iowa, Iowa City, Iowa, United States of America, 8 Resverlogix Corporation (TSX:RVX), NW
Calgary, Alberta, Canada, 9 Department of Pathology, Centre of Arteriosclerosis Studies, Metabolic Disease Institute, University of Cincinnati, Cincinnati, Ohio, United
States of America, 10 Department of Internal Medicine, University of Texas Southwestern Medical Center, Dallas, Texas, United States of America PLoS ONE | www.plosone.org Results Consistent with our in vitro findings, male C57BL/6 mice reared
on a HFD (60% fat content, n = 7) for 6 wk showed a significantly
higher level of phosphorylated S6K in muscle (P,0.01) compared
to those that received a FFD (0% fat content, n = 7) (Fig. 2A, B) with
no differences in total S6K1 protein levels (Fig. 2C). As expected,
mice fed a HFD (n = 8) showed significantly increased bodyweight
(45.7761.85 g, P,0.001) and plasma insulin (2.8160.5 ng/ml,
P,0.001) compared to the FFD control group (30.9861.16 g and
0.7160.08 ng/ml, respectively; n = 7) (Fig. 2D, E). Fatty acids activate S6K1 in vitro independently of
branched-chain amino acids Earlier experiments in rats suggested that exposure to a HFD
might activate S6K1 in muscle, liver and mediobasal hypothal-
amus [4,5]. We therefore analyzed whether relevant dietary fatty
acids such as oleic acid and palmitoleic acid can directly induce
S6K phosphorylation in vitro. Incubation of muscle Sol 8 cells or
neuronal N-41 cells with oleic acid, palmitoleic acid or linoleic
acid consistently activated S6K1 in a dose- and time-dependent
manner (Fig. 1A–D and Figs. S1A–B, S3). Regulation of S6 Kinases by Dietary Lipids Regulation of S6 Kinases by Dietary Lipids To further elucidate the molecular mechanisms underlying
systemic regulation of energy balance by the mTORC1/S6K
pathway, we assessed the role of dietary lipids in determining the
metabolic phenotype of mice lacking S6K 1 and 2. The results of
this study indicate that the metabolic control of energy balance by
S6K is regulated by dietary lipids. dependent on amino acids. Both oleic acid and palmitoleic acid
induced S6K1 phosphorylation independently of branched-chain
amino acids or indeed any other amino acids (Fig. 1E and Fig. S1C). The S6K1 phosphorylation induced by these fatty acids was
enhanced by insulin and prevented by rapamycin, as expected for
an effector pathway downstream of mTORC1 (Fig. S1D). Introduction in activating S6K [2,3], and dietary fatty acids are also known to
activate S6K in liver and muscle [4] and in the hypothalamus [5]
of rats fed on a high-fat diet (HFD). Control of energy balance plays a central role in diseases such as
obesity and metabolic syndrome, where pharmacological suppres-
sion of appetite alone appears to be insufficient to prevent or reverse
weight gain and adiposity. In order to control the balance between
food intake (FI) and energy expenditure (EE), however, further
insights will be required into the molecular pathways that control
key processes such as nutrient sensing and energy metabolism, and
in particular the regulatory mechanisms that integrate them. Apart from a potential role in nutrient sensing, S6K1 has also
been reported to control systemic energy homeostasis. We have
previously demonstrated that global S6K1 deficiency leads to
higher EE and a lean phenotype, even when mice are chronically
exposed to a HFD with a 60% lipid content [2]. In contrast, S6K
over-activation in the hypothalamus decreases EE [6]. The
mechanism through which S6K controls energy homeostasis
could involve regulation of lipid metabolism, since ex vivo studies
in muscle, primary hepatocytes and epididymal white adipose
tissue have shown that the combined absence of S6K1 and 2 leads
to changes in AMPK activity, mitochondrial biogenesis and beta
oxidation [7]. However, it remains unclear whether these effects
are retained in vivo or whether the control of systemic energy
metabolism by S6K is regulated by dietary lipids. S6 kinases (S6K) 1 and 2 are key effectors of the mammalian
target of rapamycin complex 1 (mTORC1) and are well known to
play a positive anabolic role in insulin-mediated cell growth and to
suppress insulin signaling under conditions of hyperactivation of
the mTORC1 pathway [1]. The mTORC1/S6K pathway has
also been implicated in nutrient sensing, however. Glucose and
leucine are known to function as key dietary components involved March 2012 | Volume 7 | Issue 3 | e32631 1 March 2012 | Volume 7 | Issue 3 | e32631 PLoS ONE | www.plosone.org The metabolic phenotype of S6K-dko mice depends on
dietary lipids chow diet in S6K-dko and wt mice. S6K-dko mice had a
significantly lower BW (Fig. 3A, B) and fat mass (Fig. 3C, D) on
both
standard
chow
diet
(23.3060.45 g
and
3.6360.39 g,
respectively; n = 12; P,0.001) and HFD (24.0360.57 g and
2.0460.20 g, respectively; n = 9; P,0.001) compared to wt
controls (standard chow, 32.5960.51 g and 6.5160.57 g, respec-
tively; HFD, 37.3961.1 g and 11.7560.67 g, respectively; n = 12–
13). S6K-dko mice had persistent lower BW than wt mice despite
having a higher FI on both standard chow and HFD (Fig. S2A,
S2B). Consistent with this observation, EE measured for 48 h and
normalized to lean mass was significantly higher in S6K-dko
(n = 12, P,0.01) than wt control mice (n = 12) when both were fed
on standard chow (Fig. 3E). This difference in EE was amplified
considerably upon acute exposure (5 d) to a HFD containing 60%
lipids (n = 12, P,0.001) (Fig. 3F). The EE levels remained
significantly higher in S6K-dko on a HFD for more than 9 mo
(n = 9, P,0.05) when compared to age- and sex-matched wt
controls reared under similar conditions (n = 13) (Fig. 3G). chow diet in S6K-dko and wt mice. S6K-dko mice had a
significantly lower BW (Fig. 3A, B) and fat mass (Fig. 3C, D) on
both
standard
chow
diet
(23.3060.45 g
and
3.6360.39 g,
respectively; n = 12; P,0.001) and HFD (24.0360.57 g and
2.0460.20 g, respectively; n = 9; P,0.001) compared to wt
controls (standard chow, 32.5960.51 g and 6.5160.57 g, respec-
tively; HFD, 37.3961.1 g and 11.7560.67 g, respectively; n = 12–
13). S6K-dko mice had persistent lower BW than wt mice despite
having a higher FI on both standard chow and HFD (Fig. S2A,
S2B). Consistent with this observation, EE measured for 48 h and
normalized to lean mass was significantly higher in S6K-dko
(n = 12, P,0.01) than wt control mice (n = 12) when both were fed
on standard chow (Fig. 3E). This difference in EE was amplified
considerably upon acute exposure (5 d) to a HFD containing 60%
lipids (n = 12, P,0.001) (Fig. 3F). The EE levels remained
significantly higher in S6K-dko on a HFD for more than 9 mo
(n = 9, P,0.05) when compared to age- and sex-matched wt
controls reared under similar conditions (n = 13) (Fig. 3G). Targeted deletion of S6K protects against HFD-induced
obesity Body weight (D) and plasma insulin levels (E) were
significantly higher in mice on a high-fat diet. Two tailed t test **P,0.01, ***P,0.001. doi:10.1371/journal.pone.0032631.g002 Targeted deletion of S6K protects against HFD-induced
obesity Since S6K1 has been reported to function in vivo as a nutrient
sensor that responds to branched-chain amino acids such as leucine
[3], we further assessed whether S6K1 activation by fatty acids was To uncover the functional relevance of in vivo S6K activation
by dietary lipids, we compared the effect of HFD and standard ne Sol 8. Oleic acid increased S6K1 phosphorylation in Sol 8 cells in a dose
btained with palmitoleic acid (C and D). S6K1 phosphorylation induced b
mino acids in general (E). A.A., amino acid; B.C., branched-chain amino acid
,0.05, ##P,0.01. Figure 1. Fatty acids activate S6K1 in vitro in the muscle cell line Sol 8. Oleic acid increased S6K1 phosphorylation in Sol 8 cells in a dose-
dependent (A) and time-dependent (B) manner. Similar results were obtained with palmitoleic acid (C and D). S6K1 phosphorylation induced by
palmitoleic acid was independent of branched-chain amino acids and amino acids in general (E). A.A., amino acid; B.C., branched-chain amino acid. One way ANOVA *P,0.05, **P,0.01, ***P,0.001; two-tailed t test #P,0.05, ##P,0.01. doi:10.1371/journal.pone.0032631.g001 Figure 1. Fatty acids activate S6K1 in vitro in the muscle cell line Sol 8. Oleic acid increased S6K1 phosphorylation in Sol 8 cells in a dose-
dependent (A) and time-dependent (B) manner. Similar results were obtained with palmitoleic acid (C and D). S6K1 phosphorylation induced by
palmitoleic acid was independent of branched-chain amino acids and amino acids in general (E). A.A., amino acid; B.C., branched-chain amino acid. One way ANOVA *P,0.05, **P,0.01, ***P,0.001; two-tailed t test #P,0.05, ##P,0.01. doi:10.1371/journal.pone.0032631.g001 PLoS ONE | www.plosone.org March 2012 | Volume 7 | Issue 3 | e32631 2 Regulation of S6 Kinases by Dietary Lipids Figure 2. Dietary fatty acids activate S6K1 in muscle. Mice fed a high-fat diet for 6 wk show significantly higher phosphorylated S6K1 (A, B)
with no changes in total S6K1 protein levels when compared to control mice fed a fat-free diet (C). Body weight (D) and plasma insulin levels (E) were
significantly higher in mice on a high-fat diet. Two tailed t test **P,0.01, ***P,0.001. doi:10.1371/journal.pone.0032631.g002 Figure 2. Dietary fatty acids activate S6K1 in muscle. Mice fed a high-fat diet for 6 wk show significantly higher phosphorylated S6K1 (A, B)
with no changes in total S6K1 protein levels when compared to control mice fed a fat-free diet (C). The metabolic phenotype of S6K-dko mice depends on
dietary lipids doi:10.1371/journal.pone.0032631.g003 triglycerides (1.7260.1 mg/dl, P,0.01, n = 6) (Fig. 5M) in S6K-dko
compared to wt controls (adiponectin, 18976260 pg/ml; resistin,
20136178 pg/ml; triglycerides, 308760.36 mg/dl; n = 7). 6.7560.3 kcal/h/kg BW0.75, and 22.5660.56 kcal/h/kg lean
mass). In the absence of dietary lipids (S6K-dko and wt mice on
FFD), however, no EE phenotype was detectable (Fig. 4A, C, E,
G, I, K). S6K-dko mice S6K-dko mice fed a HFD for 3 mo had significantly lower fat
mass gain (1.560.4 g, P,0.001, n = 7) (Fig. 5B), plasma levels of
leptin (0.7460.05 ng/ml, P,0.01, n = 6) (Fig. 5D), cholesterol
(2.7160.31 mg/dl, P,0.01, n = 7) (Fig. 5F), and triglycerides
(2.3360.2 mg/dl, P,0.001, n = 7) (Fig. 5N), and higher plasma
levels of NEFAs (0.5260.05 nmol/ml, P,0.05, n = 7) (Fig. 5J)
compared with age- and sex-matched wt control mice (fat mass
gain,
6.3560.8 g;
leptin,
2.0360.30 ng/ml;
cholesterol,
6.3660.83 mg/dl;
triglycerides,
4.960.49 mg/dl;
NEFAs,
0.3760.05 nmol/ml; n = 7). There were no significant differences
in plasma adiponectin or resistin levels between S6K-dko mice
(n = 6) and wt controls (n = 5–7) (Fig. 5H, L). The metabolic phenotype of S6K-dko mice depends on
dietary lipids To address the role of dietary macronutrients in the control of
energy metabolism by S6K in vivo, we first analyzed EE in S6K-
dko mice that had been fasted for 24 h (indicated with an arrow
in Fig. 3H). EE decreased rapidly in S6K-dko (n = 9) to match
that of wt controls (n = 13, Fig. 3H). To further analyze whether
the metabolic phenotype of S6K-dko mice was limited to dietary
fatty acids, we compared the impact of chronic exposure to HFD
versus FFD in a new group of age- and sex-matched wt and S6K-
dko mice. Caloric content from protein was kept equal between
both diets (20%). S6K-dko mice fed a HFD for 3 mo (n = 6) had
significantly higher EE than wt controls (n = 7) when normalized
for BW (P,0.001, Fig. 4B; 24.462.26 kcal/h/kg BW P,0.01,
Fig. 4D), body surface area (P,0.001, Fig 4F; 9.460.9 kcal/h/kg
BW0.75, P = 0.0108, Fig 4H) or lean mass (P,0.05, Fig. 4J;
29.362.34 kcal/h/kg lean mass, P = 0.0118, Fig. 4L) compared
to
the
wt
control
group
(16.1160.9 kcal/h/kg
BW, PLoS ONE | www.plosone.org March 2012 | Volume 7 | Issue 3 | e32631 3 PLoS ONE | www.plosone.org March 2012 | Volume 7 | Issue 3 | e32631 Regulation of S6 Kinases by Dietary Lipids Figure 3. S6K-dko have higher energy expenditure levels. S6K-dko have significantly lower body weight (A) and fat mass (C) than wt controls
even when fed a high-fat diet (B, D). Energy expenditure corrected by lean mass levels is higher in S6K-dko when fed standard chow (E), acute high-
fat diet (F) or chronic high-fat diet (G) compared to wt controls. Higher energy expenditure in S6K-dko is reduced with 24 h fasting (H). HFD, high-fat
diet. Two-tailed t test ***P,0.001 and two-way ANOVA *P,0.05, **P,0.01, ***P,0.001. doi:10.1371/journal.pone.0032631.g003
g
y
y
p Figure 3. S6K-dko have higher energy expenditure levels. S6K-dko have significantly lower body weight (A) and fat mass (C) than wt controls
even when fed a high-fat diet (B, D). Energy expenditure corrected by lean mass levels is higher in S6K-dko when fed standard chow (E), acute high-
fat diet (F) or chronic high-fat diet (G) compared to wt controls. Higher energy expenditure in S6K-dko is reduced with 24 h fasting (H). HFD, high-fat
diet. Two-tailed t test ***P,0.001 and two-way ANOVA *P,0.05, **P,0.01, ***P,0.001. Lower fat mass gain and plasma levels of leptin,
cholesterol and triglycerides depend on dietary lipids in
S6K-dko mice S6K-dko mice fed a HFD for 3 mo exhibited greater glucose
tolerance (P,0.001, n = 6) (Fig. 6D) and significantly lower fasting
plasma glucose (118.366.8 mg/dl, P,0.001, n = 7) (Fig. 6E) and
insulin (0.159960.01 mg/dl, P,0.05, n = 5) (Fig. 6F) compared to
wt controls (175.5610.9 mg/dl and 0.416760.11 mg/dl, respec-
tively; n = 7). No such differences in glucose tolerance (Fig. 6A) or
fasting plasma glucose (Fig. 6B) were detected when mice were fed
a FFD. However, S6K-dko mice had significantly lower plasma
insulin (0.063360.001 ng/ml, P,0.001, n = 5) (Fig. 6C) com-
pared to wt controls (0.116160.007 ng/ml, n = 7) when dietary
lipids were absent. Enhanced muscle fatty acid metabolism in S6K-dko mice
depends on dietary lipids When the mice were fed a FFD, the only identifiable difference
was lower plasma adiponectin (9776104 pg/ml, P,0.05, n = 5)
(Fig. 5G), resistin (12436106 pg/ml, P,0.01, n = 5) (Fig. 5K) and Muscle tissue from S6K-dko mice fed on a HFD had
significantly higher levels of mRNA for Ucp-3 (P,0.05, n = 5) PLoS ONE | www.plosone.org March 2012 | Volume 7 | Issue 3 | e32631 4 Regulation of S6 Kinases by Dietary Lipids Figure 4. Energy expenditure levels in S6K-dko are diet regulated. Energy expenditure normalized for body weight (B, D), body surface area
(F, H) or lean mass (J, L) is higher in S6K-dko than wt mice when fed a high-fat diet. No differences in energy expenditure are observed between S6K-
dko and wt control mice fed a fat-free diet (A, C, E, G, I, K). BW, body weight; EE, energy expenditure; FFD, fat-free diet; HFD, high-fat diet. Two-tailed t
test *P,0.05, **P,0.01 and two-way ANOVA *P,0.05, ***P,0.001. doi:10.1371/journal.pone.0032631.g004 Figure 4. Energy expenditure levels in S6K-dko are diet regulated. Energy expenditure normalized for body weight (B, D), body surface area
(F, H) or lean mass (J, L) is higher in S6K-dko than wt mice when fed a high-fat diet. No differences in energy expenditure are observed between S6K-
dko and wt control mice fed a fat-free diet (A, C, E, G, I, K). BW, body weight; EE, energy expenditure; FFD, fat-free diet; HFD, high-fat diet. Two-tailed t
test *P,0.05, **P,0.01 and two-way ANOVA *P,0.05, ***P,0.001. doi:10.1371/journal.pone.0032631.g004 (Fig. 7B), Cpt-1b (P,0.05, n = 6) (Fig. 7D), Acca (P,0.01, n = 6)
(Fig. 7F) and Pdk-4 (P,0.05, n = 5) (Fig. 7H) compared to muscle
from wt controls (n = 6–7). In the absence of dietary lipids,
however, no such differences were detected (Fig. 7A, C, E, G). finding that is consistent with leptin-independent, nutrient-
activated regulation of this pathway. Based on these studies, and
our own in vitro and in vivo observations indicating that fatty acids
can directly activate S6K1, we hypothesized that the metabolic
phenotype of S6K1 and 2 deficient mice is at least partly
dependent on exposure to dietary lipids. BAT thermogenesis does not regulate the dietary lipid-
dependent metabolic phenotype of S6K-dko mice When S6K-dko mice were fed a HFD for an extended period,
they gained less body fat and exhibited a marked increase in EE
compared with wt mice and S6K-dko mice fed on a FFD. S6K-
dko mice also had lower fasting leptin levels, lower cholesterol,
higher NEFAs and better glucose tolerance on a HFD compared
to wt mice. However, none of these features occurred in the
absence of dietary lipids. Under these conditions, all mice had
normal FI, BW and good health, and long-term FFD exposure did
not appear to have any non-specific or adverse effects. Since the
metabolic phenotype of S6K-dko mice—involving changes in
adiposity, energy metabolism, and glucose tolerance—fails to
develop when the mice are fed on a FFD, we conclude that
metabolic control by S6K is predominately regulated by dietary
lipids. BAT from S6K-dko mice (n = 6) fed a HFD for 5 mo had lower
Ucp-1 mRNA levels (n = 5, P,0.05) (Fig. 8B) and higher
sympathetic activity (n = 6, P,0.01) (Fig. 8D, F) compared with
BAT from wt controls (n = 7). Therefore, it is unlikely that
differences in BAT uncoupling explain the observed energy
metabolism phenotype. On a FFD, no significant differences in
Ucp-1 mRNA levels were detected in BAT from S6K-dko mice
(n = 5) (Fig. 8A), compared to wt controls (n = 6–7). BAT
sympathetic activity in mice fed a FFD (n = 5, P,0.001) was still
higher in the S6K-dko mice than wt controls (Fig. 8C, E). PLoS ONE | www.plosone.org Discussion The results of this study show that S6Ks are directly activated
by fatty acids in vitro and in vivo, a finding that appears to expand
the role of S6K as a nutrient sensor. More importantly, our data
suggest that the predominant role of S6K in metabolic regulation
is in the response to dietary lipids. Hypothalamic S6K over-activation in rats decreases EE [6],
whereas S6K1-ko and adipose tissue-specific raptor ko mice show
higher EE levels [2,9,10]. Consistent with the results of those
studies, S6K-dko mice show high EE. Defining the specific tissue
responsible for the considerable EE phenotype is of great interest. Our results indicate that BAT is unlikely to be the only cause of
the significantly higher EE levels in response to lipids, since Ucp-1
mRNA expression in S6K-dko mice fed a HFD was lower despite
higher BAT sympathetic activity. In fact, adipose tissue has been
proposed as a source of higher levels of EE in mice with specific Previously, it has been demonstrated that exposure to a HFD
leads to the activation of S6K1 in muscle and liver tissue [4] and
also in the hypothalamus [5]. Phosphorylation of S6 (a signaling
protein downstream of mTORC1 and S6K1 and 2) has also been
observed in the hypothalamus of fed ob/ob and db/db mice [8], a March 2012 | Volume 7 | Issue 3 | e32631 March 2012 | Volume 7 | Issue 3 | e32631 5 Regulation of S6 Kinases by Dietary Lipids Figure 5. S6K-dko plasma biochemistry. S6K-dko mice fed a high-fat diet show significantly lower fat mass gain (B), plasma leptin (D),
cholesterol (F) and triglycerides (N), as well as higher free fatty acids (J) compared to wt controls. When fed a fat-free diet, S6K-dko mice still show
significantly lower plasma triglycerides (N), as well as significantly lower adiponectin (H) and resistin (K) levels. FFD, fat-free diet; HFD, high-fat diet;
NEFAs, non-esterified fatty acids. Two-tailed t test *P,0.05, **P,0.01, ***P,0.001. doi:10.1371/journal.pone.0032631.g005 Figure 5. S6K-dko plasma biochemistry. S6K-dko mice fed a high-fat diet show significantly lower fat mass gain (B), plasma leptin (D),
cholesterol (F) and triglycerides (N), as well as higher free fatty acids (J) compared to wt controls. When fed a fat-free diet, S6K-dko mice still show
significantly lower plasma triglycerides (N), as well as significantly lower adiponectin (H) and resistin (K) levels. FFD, fat-free diet; HFD, high-fat diet;
NEFAs, non-esterified fatty acids. Discussion Two-tailed t test *P,0.05, **P,0.01, ***P,0.001. doi:10.1371/journal.pone.0032631.g005 Figure 6. S6K-dko glucose tolerance and diet. S6K-dko mice fed a high-fat diet have significantly higher glucose tolerance (D) and lower plasma
glucose (E) and insulin (F) compared to wt controls. When fed a fat-free diet, S6K-dko mice do not show better glucose tolerance (A) or lower plasma
glucose levels (B) in spite of having significantly lower plasma insulin levels (C). FFD, fat-free diet; HFD, high-fat diet. One-tailed t test *P,0.05, two-
tailed t test ***P,0.001 and two-way ANOVA ***P,0.001. doi:10.1371/journal.pone.0032631.g006 Figure 6. S6K-dko glucose tolerance and diet. S6K-dko mice fed a high-fat diet have significantly higher glucose tolerance (D) and lower plasma
glucose (E) and insulin (F) compared to wt controls. When fed a fat-free diet, S6K-dko mice do not show better glucose tolerance (A) or lower plasma
glucose levels (B) in spite of having significantly lower plasma insulin levels (C). FFD, fat-free diet; HFD, high-fat diet. One-tailed t test *P,0.05, two
tailed t test ***P,0.001 and two-way ANOVA ***P,0.001. doi:10.1371/journal.pone.0032631.g006 Figure 6. S6K-dko glucose tolerance and diet. S6K-dko mice fed a high-fat diet have significantly higher glucose tolerance (D) and lower plasma
glucose (E) and insulin (F) compared to wt controls. When fed a fat-free diet, S6K-dko mice do not show better glucose tolerance (A) or lower plasma
glucose levels (B) in spite of having significantly lower plasma insulin levels (C). FFD, fat-free diet; HFD, high-fat diet. One-tailed t test *P,0.05, two-
tailed t test ***P,0.001 and two-way ANOVA ***P,0.001. doi:10.1371/journal.pone.0032631.g006 March 2012 | Volume 7 | Issue 3 | e32631 PLoS ONE | www.plosone.org 6 Regulation of S6 Kinases by Dietary Lipids Figure 7. Muscle lipid beta oxidation in S6K-dko is diet regulated. S6K-dko mice fed a high-fat diet have higher muscle lipid beta oxidation,
as shown by significantly higher mRNA levels of Ucp-3 (B), Cpt-1b (D), Acca (F) and Pdk-4 (H). No such differences were observed in mice fed a fat free
diet (A, C, E, G). FFD, fat-free diet; HFD, high-fat diet. Two-tailed t test *P,0.05, **P,0.01. doi:10.1371/journal.pone.0032631.g007 Figure 7. Muscle lipid beta oxidation in S6K-dko is diet regulated. S6K-dko mice fed a high-fat diet have higher muscle lipid beta oxidation,
as shown by significantly higher mRNA levels of Ucp-3 (B), Cpt-1b (D), Acca (F) and Pdk-4 (H). No such differences were observed in mice fed a fat free
diet (A, C, E, G). Regulation of S6 Kinases by Dietary Lipids Regulation of S6 Kinases by Dietary Lipids Regulation of S6 Kinases by Dietary Lipids which the action of S6K links dietary lipids to the control of
adaptive thermogenesis. According to such a model, S6K in the
arcuate nucleus could be involved in the regulation of skeletal
muscle metabolism by the central nervous system. However,
tissue-specific gene targeting will be necessary to address whether
these differences in energy metabolism in response to dietary lipids
are a direct consequence of the lack of S6K activation in skeletal
muscle, an indirect effect of S6K modulation in the central
nervous system influencing muscle EE via efferent SNS activity, or
a combination of the two. deletion of raptor in this tissue [9]. Consistent with our results,
expression of uncoupling proteins was similar to or lower than in
controls in that study. On the other hand, we found that the
expression of genes linked to energy metabolism, including Ucp-3,
Cpt-1b, Acca and Pdk-4, was up-regulated in skeletal muscle when
S6K-dko mice were fed a HFD. This suggests that skeletal muscle
thermogenesis is a more likely cause of the substantial EE response
to dietary lipids. This finding is consistent with recently published
data in which the absence of S6K or treatment with rapamycin
promoted fatty acid oxidation in muscle cells [7,11]. Interestingly,
mice lacking raptor in skeletal muscle die early and show muscle
dystrophy, lower muscle mitochondrial biogenesis and reduced
oxidative capacity [12]. An intriguing effect of null mutations for both S6Ks is the
protection against lipotoxicity [24], presumably as a collateral
effect of the enhanced muscle fatty acid beta oxidation in mice fed
a HFD. Since the mTORC1 pathway mediates cell proliferation
[25], as reflected by the smaller size of the S6K-dko mice [26], and
lack of S6K1 impairs adipogenesis [27], lipid deposition outside of
adipose tissue might be expected in response to chronic HFD
exposure. However, higher lipid oxidation in skeletal muscle
apparently provides protection against such adverse effects and
thereby prevents the detrimental metabolic consequences of
limited adipose tissue expansion capabilities in the absence of
S6K. This suggests that the absence of S6K not only protects
against obesity but also against potential lipotoxicity as a result of
collateral hypotrophy. The physiological events associated with the absence of S6K
resemble those seen with caloric deprivation, in which insulin
levels are low and gluconeogenesis is augmented. Regulation of S6 Kinases by Dietary Lipids In both
situations, lipids are used as the main source of energy in order
to preserve glucose for the central nervous system and erythrocytes
[13,14]. The significantly higher fasting NEFAs and lower plasma
triglyceride levels observed in S6K-dko fed a HFD could suggest a
higher sensitivity and more efficient response to the perceived lack
of dietary lipids. Consistent with this possibility, rapamycin
administration in human lymphoma cells alters gene expression
in a manner similar to that observed upon starvation [15] and
decreased mTOR signaling has been linked to starvation-induced
stress, higher mitochondrial respiration and extended life-span in
yeast [16,17,18]. In mammals, mTOR signaling has also been
linked to longevity [19]. Specifically, levels of phosphorylated
S6K1 were reduced in muscle and liver in a mouse model of
extended life span [20]. However, it remains possible that the
physiological differences observed in our study are also a
consequence of altered sensing of dietary sugars, as the HFD
and FFD used differed in carbohydrate content, and skeletal
muscle energy metabolism depends heavily on insulin-stimulated
glucose uptake [21]. In summary, we conclude that S6K deficiency in the absence of
dietary lipids has no physiologically relevant metabolic conse-
quences even when animals are chronically exposed to consider-
able amounts of dietary carbohydrates (Fig. 9). Our findings are
consistent with a role for S6K activity in the development of
dietary fatty acid-induced metabolic disease. Finally, our results
show
that
S6K
deficiency
specifically
protects
against
the
pathological effects of dietary lipids and suggest that the S6K
pathway in skeletal muscle may represent a valuable molecular
target for the treatment of metabolic diseases. Further studies will
be necessary to elucidate the role of S6Ks in skeletal muscle and
central nervous system as a putative molecular interface between
dietary lipids and the endogenous control of systemic energy and
glucose and lipid metabolism. We found that S6K activation by fatty acids in vitro depends on
mTORC1 but not on amino acids. However, the mechanisms
underlying this observation remain unclear. mTORC1 transloca-
tion to lysosomal membranes and subsequent activation in vitro
occurs in response to amino acids [22,23]. However, it is not clear
how NEFAs influence this pathway in similar cell models (human
embryonic kidney cells and mouse embryonic fibroblasts). Further
studies will therefore be required to elucidate the mechanisms
underlying
fatty
acid-dependent,
amino
acid-independent
mTORC1/S6K activation and function. Discussion FFD, fat-free diet; HFD, high-fat diet. Two-tailed t test *P,0.05, **P,0.01. doi:10.1371/journal.pone.0032631.g007 Figure 8. Brown adipose tissue thermogenesis in S6K-dko is diet independent. S6K-dko mice fed a high-fat diet have significantly lower
levels of Ucp-1 mRNA in brown adipose tissue (B) and higher sympathetic activity (D, F) compared to wt controls. When fed a fat-free diet, S6K-dko
mice show no significant differences in Ucp-1 mRNA levels in brown adipose tissue (A) but do have significantly higher sympathetic activity (C, E)
compared to wt controls. BAT, brown adipose tissue; FFD, fat-free diet; HFD, high-fat diet. Two-tailed t test **P,0.01, ***P,0.001. doi:10.1371/journal.pone.0032631.g008
PLoS ONE | www.plosone.org
7
March 2012 | Volume 7 | Issue 3 | e32631 Figure 8. Brown adipose tissue thermogenesis in S6K-dko is diet independent. S6K-dko mice fed a high-fat diet have significantly lower
levels of Ucp-1 mRNA in brown adipose tissue (B) and higher sympathetic activity (D, F) compared to wt controls. When fed a fat-free diet, S6K-dko
mice show no significant differences in Ucp-1 mRNA levels in brown adipose tissue (A) but do have significantly higher sympathetic activity (C, E)
compared to wt controls. BAT, brown adipose tissue; FFD, fat-free diet; HFD, high-fat diet. Two-tailed t test **P,0.01, ***P,0.001. doi:10.1371/journal.pone.0032631.g008 PLoS ONE | www.plosone.org March 2012 | Volume 7 | Issue 3 | e32631 7 7 Glucose tolerance test Analysis of glucose tolerance was carried out in mice fasted
overnight and injected intraperitoneally with 2 g glucose per kg
body weight (BW) (50% wt/vol D-glucose [Sigma, St Louis, MO,
USA] in 0.9% wt/vol NaCl). Tail-blood glucose levels (mg/dl)
were measured with a glucometer (TheraSense Freestyle) and
standard glucose strips (Free Style; Abbott Laboratories) before
(0 min) and at 15, 30, 45, 60 and 120 min after injection. Real-time quantitative PCR S6K-dko and wt mice were killed following sympathetic nervous
system (SNS) recordings performed after approximately 5 mo of
exposure to FFD and HFD. Brown adipose tissue (BAT) and
gastrocnemius muscle were collected and stored at 280uC prior to
analysis of mRNA expression for uncoupling protein 3 (Ucp-3),
carnitinepalmitoyl-transferase 1 beta (Cpt-1ß), acetyl coenzyme A
carboxylase (Acc) alpha and pyruvate dehydrogenase kinase 4 (Pdk-
4) by real-time quantitative PCR (qPCR) in an iCycler Optical
Module (BioRad Hercules, CA, USA) (Table 1). Total RNA was
extracted from frozen tissue samples using the RNeasy Lipid Mini
Kit (Qiagen, Valencia, CA, USA). cDNA templates for qPCR
were synthesized using 0.5 mg of total RNA, 106DNase reaction
buffer, DNase 1 amp grade, dNTPs, random primers, and
Superscript III reverse transcriptase (Invitrogen, Carlsbad, CA,
USA). qPCR was performed using iQ SYBR Green Supermix
(BioRad, Hercules, CA, USA) according to the standard protocol
with approximately 70 ng template cDNA. All primers were used
at a final concentration of 0.5 mM. A standard curve was used to
obtain the relative concentration of each experimental gene; values
were normalized to the concentration of the housekeeping gene
hypoxanthine–guanine phosphoribosyltransferase (Hprt) in each
sample. Energy balance measurements Mice were placed in a customized indirect calorimetry system
(TSE Systems GmbH, Bad Homburg, Germany) and FI and EE
were monitored simultaneously for 2–3 d after adaptation. FI
measurements were taken every 30 min and EE measurements
were taken every 45 min at al flow rate of 0.5 l/min. Body
composition measurements were taken using nuclear magnetic
resonance (Whole Body Composition Analyzer; Echo MRI,
Texas, USA). Animals Mice lacking S6K1 and S6K2 (S6K-dko) were generated as
described by Pende at al. [26]. Age- and sex-matched S6K1-ko
mice were originally generated in a mixed 129/SveJ6C57Bl/6
line and the S6K2-ko mice in a mixed 129/OlaHSD6C57Bl/6
line [26,28]. Male S6K-dko and wild-type (wt) mice were housed
in individual cages under a 12:12 h light-dark cycle (7 am light on) Since exposure to dietary fatty acids may directly affect nutrient
sensing neurons expressing S6K in the arcuate nucleus in vivo [3],
the mediobasal hypothalamus could represent an important site at Figure 9. Model of metabolism regulation by diet in absence of S6K. Mice S6K-dko show lower fat mass gain and higher glucose tolerance,
energy expenditure and muscle lipid b-oxidation compared with wt mice when consuming a high fat diet. Those metabolic differences are not
present in absence of dietary lipids. doi:10.1371/journal.pone.0032631.g009 Figure 9. Model of metabolism regulation by diet in absence of S6K. Mice S6K-dko show lower fat mass gain and higher glucose tolerance,
energy expenditure and muscle lipid b-oxidation compared with wt mice when consuming a high fat diet. Those metabolic differences are not
present in absence of dietary lipids. doi:10.1371/journal.pone.0032631.g009 March 2012 | Volume 7 | Issue 3 | e32631 March 2012 | Volume 7 | Issue 3 | e32631 PLoS ONE | www.plosone.org PLoS ONE | www.plosone.org 8 Regulation of S6 Kinases by Dietary Lipids Luminex100 TM IS analyzer (Luminex Corporation, Austin, TX,
USA) and mouse lincoplex kits (Linco Research, St Charles, MO,
USA). The intra- and inter-assay coefficient of variation was ,5%
and ,12%, respectively, for adiponectin and ,4.5% and
,10.3%, respectively, for resistin. All assays were performed
according to the manufacturer’s instructions. with ad libitum access to standard chow (6% kcal from fat, Harlan
Teklad Laboratory Diets, Wisconsin, USA), fat-free diet (FFD)
(0% kcal from fat, D04112303 Research Diets Inc., New Jersey,
USA) or HFD (60% kcal from fat [D12492] and 45% kcal from fat
[D12451], Research Diets Inc., New Jersey, USA) and tap water. All animal protocols were approved by the University of
Cincinnati Institutional Animal Care and Use Committee. For
the first round of experiments, mice received standard chow or
60% kcal HFD for 9 mo after weaning; for the second round of
experiments, mice were placed on FFD or 45% HFD at 2 mo and
continued to receive that diet for 3–5 mo. Regulation of S6 Kinases by Dietary Lipids Regulation of S6 Kinases by Dietary Lipids Regulation of S6 Kinases by Dietary Lipids specified
times
with
palmitoleic
and
oleic
acid
(200 mM)
preincubated with 0.1% fatty acid-free BSA overnight at 4uC
(Sigma, St Louis, MO, USA). Following the different treatments,
the cells were lysed in ice-cold RIPA buffer containing protease
inhibitors (16PBS, 1% Nonidet P40, 0.5% sodium deoxycholate,
0.1% SDS
with 50 mM NaF, 0.5 M phenylmethylsulfonyl
fluoride, 0.1 mM sodium vanadate, aprotinin [10 mg/ml], and
leupeptin [5 mg/ml]) (Sigma, St Louis, MO, USA). N-41 cells were
also incubated with or without insulin and the mTOR inhibitor
rapamycin (20 nM) (Sigma, St Louis, MO, USA). Following the
different treatments, the cells were lysed in ice cold RIPA buffer
containing protease inhibitors. Lysates were collected in a 1.5-ml
tube and cleared by centrifugation at 4uC for 10 min at 7500 rpm. An aliquot of sample was used for determination of protein
concentration. Samples were then boiled in 46 lithium dodecyl
sulfate/dithiothreitol buffer (Invitrogen, Carlsbad, CA, USA;
American Bioanalytical, Natick, MA, USA) for 10 min at 70uC. Cell lysates (50 mg protein) were loaded on 9% (w/v) acrylamide
resolving gels, separated by SDS-PAGE and transferred to
Hybond ECL nitrocellulose membranes (Amersham Biosciences,
Piscataway, NJ, USA). Membranes were blocked in 2% ECL
advance blocking agent for 1 h at room temperature and probed
with primary antibodies for S6K (Cell Signaling, Beverly, MA,
USA) and glyceraldehyde 3-phosphate dehydrogenase (GAPDH)
(Santa Cruz Biotechnology, Santa Cruz, CA, USA). After
washing, primary antibodies were detected using either HRP-
conjugated anti-mouse IgG for phosphorylated-S6K (Thr389) or
anti-rabbit IgG for GAPDH (Bio-Rad, Hercules, CA, USA). Protein bands were visualized using advance chemiluminescence
(Amersham Biosciences, Piscataway, NJ, USA), exposed to CL-
Xposure film (Pierce, Rockford, IL, USA) and then quantified
using AlphaEase FC software. alpha-chloralose (25 mg/kg initially, followed by 6 mg/kg/h
during the protocol). To monitor blood pressure and heart rate,
a catheter was inserted into the left carotid artery. Rectal body
temperature was maintained at 37.5uC using a lamp and heating
pad. A nerve innervating BAT was isolated and placed on bipolar
platinum-iridium electrodes for recordings. The nerve signal was
amplified 100,0006 at high-frequency and low-frequency cutoffs
of 1 kHz and 100 Hz, respectively. Blood pressure, heart rate and
BAT sympathetic nerve activity were recorded continuously for
the next 20–30 min. Supporting Information Figure S1
Fatty acids activate S6K1 in vitro in the
hypothalamic cell line N-41. Palmitoleic acid increases S6K1
phosphorylation in N-41 cells in a dose-dependent (A) and time-
dependent (B) manner. Palmitoleic acid-induced phosphorylation
was independent of branched-chain amino acids and amino acids
in general (C). S6K1 phosphorylation induced by palmitoleic acid
was enhanced by insulin and prevented by rapamycin, suggesting
a mechanism involving the mTORC1 pathway (D). A.A., amino
acid; B.C., branched-chain amino acid. One way ANOVA
*P,0.05, **P,0.01, ***P,0.001; two-tailed t test #P,0.05. (TIF) Figure S1
Fatty acids activate S6K1 in vitro in the
hypothalamic cell line N-41. Palmitoleic acid increases S6K1
phosphorylation in N-41 cells in a dose-dependent (A) and time-
dependent (B) manner. Palmitoleic acid-induced phosphorylation
was independent of branched-chain amino acids and amino acids
in general (C). S6K1 phosphorylation induced by palmitoleic acid
was enhanced by insulin and prevented by rapamycin, suggesting
a mechanism involving the mTORC1 pathway (D). A.A., amino
acid; B.C., branched-chain amino acid. One way ANOVA
*P,0.05, **P,0.01, ***P,0.001; two-tailed t test #P,0.05. (TIF) To measure S6K activation independently of NEFA, Sol 8 and
N-41 cells were treated as described above. After 24 h incubation
in serum-free medium, cells were washed in PBS and incubated for
2 h in amino acid-free DMEM basic medium. Cells were then
treated with BSA-conjugated palmitoleic acid (200 mM) for 1 h in
either
amino
acid-free,
branched-chain
amino
acid-free
or
branched-chain amino acid-supplemented DMEM. Cells were
lysed and treated as previously described. Figure S2
S6K-dko and food intake. In spite of their lean
phenotype, S6K-dko show higher food intake on standard chow
(A) or a high-fat diet (B). BW, body weight; HFD, high-fat diet. Two-way ANOVA *P,0.05, **P,0.01. (TIF) Figure S3
Fatty acids activate S6K1 in vitro in the
muscle cell line Sol8. Linoleic acid increases S6K1 phosphor-
ylation in Sol8 cells in a dose-dependent manner. One way
ANOVA **P,0.01. For quantification of S6K in the soleus muscle of male C57BL/
6 mice, both soleus muscles were collected from animals reared on
FFD and 60% HFD and euthanized after 6 wk. Tissues were
immediately placed in RIPA buffer containing protease inhibitors,
and then samples were lysed with a TissueLyser (Qiagen,
Valencia, CA, USA) for 3 min and centrifuged at 4uC for
10 min at 7500 rpm. Supernatant was transferred to a new tube
and an aliquot was taken for protein quantification. Supporting Information Phosphory-
lated-S6K1 (Thr389) and total S6K1 were quantified using the
protocol described above. Acknowledgments We would like to thank Paulo Martins, Randy Seeley and Steve Woods for
valuable discussions. Statistical analysis Quantitative data are presented as mean 6 standard error of
the mean (SEM). Data were compared by one-way and two-way
repeated measures analysis of variance (ANOVA) with post-hoc
Bonferroni and Dunnett tests and by one- or two-tailed, unpaired t
tests. P,0.05 was considered statistically significant (GraphPad
Prism software). Regulation of S6 Kinases by Dietary Lipids At the end of the recording session, the nerve
was broken and the background noise was measured and
subtracted from baseline activity of the BAT SNS. Sympathetic nervous system recordings Conceived and designed the experiments: MHT DJC DYH SCB GT
SCK. Performed the experiments: TRC WA SHU PTP BS KB EG LC
DAM DG. Analyzed the data: TRC. Contributed reagents/materials/
analysis tools: MHT GT SK DH KR. Wrote the paper: TRC MHT DJC
DYH SCB GT SK. Interpreted data: MHT DJC DYH SCB GT SK. Co-
edited manuscript: WA SHU EG LC DG. Conceived and designed the experiments: MHT DJC DYH SCB GT
SCK. Performed the experiments: TRC WA SHU PTP BS KB EG LC
DAM DG. Analyzed the data: TRC. Contributed reagents/materials/
analysis tools: MHT GT SK DH KR. Wrote the paper: TRC MHT DJC
DYH SCB GT SK. Interpreted data: MHT DJC DYH SCB GT SK. Co-
edited manuscript: WA SHU EG LC DG. Each mouse was initially anesthetized by intraperitoneal
injection with a ketamine/xylazine cocktail (91 mg/kg ketamine
and 9.1 mg/kg xylazine). A PE-50 tube was inserted into the
trachea for unobstructed spontaneous breathing and a catheter
was inserted into the right jugular vein to maintain anesthesia with 3.
Cota D, Proulx K, Smith KA, Kozma SC, Thomas G, et al. (2006)
Hypothalamic mTOR signaling regulates food intake. Science 312: 927–
930. 2.
Um SH, Frigerio F, Watanabe M, Picard F, Joaquin M, et al. (2004) Absence of
S6K1 protects against age- and diet-induced obesity while enhancing insulin
sensitivity. Nature 431: 200–205. 1.
Um SH, D’Alessio D, Thomas G (2006) Nutrient overload, insulin resistance,
and ribosomal protein S6 kinase 1, S6K1. Cell Metab 3: 393–402.
2.
Um SH, Frigerio F, Watanabe M, Picard F, Joaquin M, et al. (2004) Absence of
S6K1 protects against age- and diet-induced obesity while enhancing insulin
sensitivity. Nature 431: 200–205. 4.
Khamzina L, Veilleux A, Bergeron S, Marette A (2005) Increased activation of
the mammalian target of rapamycin pathway in liver and skeletal muscle of 1.
Um SH, D’Alessio D, Thomas G (2006) Nutrient overload, insulin resistance, 3.
Cota D, Proulx K, Smith KA, Kozma SC, Thomas G, et al. (2006)
Hypothalamic mTOR signaling regulates food intake. Science 312: 927–
930.
4.
Khamzina L, Veilleux A, Bergeron S, Marette A (2005) Increased activation of
the mammalian target of rapamycin pathway in liver and skeletal muscle of Plasma analysis The mouse muscle cell line Sol 8 was a generous gift from Dr. Silvana Obici (University of Cincinnati) and the hypothalamic cell
line N-41 was obtained from Cellutions Biosystems Inc. (Toronto,
Ontario, Canada). Sol 8 and N-41 cells were grown and
maintained in high-glucose Dulbecco’s Modified Eagle’s Medium
(DMEM) (Hyclone Laboratories, Logan, UT, USA) containing
20% and 10% fetal bovine serum (FBS) (GIBCO Laboratories,
Grand Island, NY, USA), respectively, with antibiotic/antimycotic
mix (GIBCO Laboratories, Grand Island, NY, USA) at 37uC in a
5% CO2 atmosphere. Differentiation of Sol 8 cells was achieved
by seeding the cells in 12-well plates and growing them to 50%
confluence before switching the medium to DMEM containing
5% horse serum (Sigma, St Louis, MO, USA) for 3 d. For
experiments, Sol 8 and N-41 cells were washed with PBS and
incubated in serum-free low-glucose DMEM for 24 h prior to and
during experiments. Serum-starved cells were then treated for the Mice were killed by decapitation at the end of the study and
blood was collected and immediately chilled on ice. Plasma was
obtained by centrifugation at 3000 g and 4uC for 15 min and then
stored at 280uC. Non-esterified fatty acid (NEFA) levels were
measured using a commercially available enzymatic assay kit
(Autokit NEFA C, Wako, Neuss, Germany). Plasma cholesterol
and triglycerides were determined using Infinity Cholesterol
reagent and Infinity Triglyceride reagent b (Thermo Electron,
Pittsburgh, Pennsylvania, USA). Plasma glucose was measured
using a commercial kit based on the glucose oxidase method
(Biomerieux, Marcy l’Etoile, France). Plasma insulin and leptin
were
measured
using
a
mouse
radio-immunoassay
(Linco
Research, St Charles, MO, USA). The intra- and inter-assay
coefficient of variation was 2.7–5.8% and 3.8–10.8%, respectively,
for insulin and 4.0–11.2% and 3.3–14.6%, respectively, for
leptin. Plasma adiponectin and resistin were measured with a Table 1. Primer sequences for RT-PCR. Mouse
gene
Accession #
Forward sequence
Reverse sequence
Product
Annealing T
Ucp-1
NM_009463
59GGGCCCTTGTAAACAACAAA39
59GTCGGTCCTTCCTTGGTGTA39
196
60
Ucp-3
NM_009464
59GTCTGCCTCATCAGGGTGTT39
59CCTGGTCCTTACCATGCAGT39
204
60
Cpt-1b
NM_009948
59CAGCGCTTTGGGAACCACAT39
59CACTGCCTCAAGAGCTGTTCTC39
203
60
Acc-a
NM_133360
59-GCCTCTTCC TGACAAACGAG-39
59-TGACTGCCG AAACATCTCTG-39
239
60
Pdk4
NM_013743
59CCTTTGGCTGGTTTTGGTTA39
59CCTGCTTGGGATACACCAGT39
294
60
Hprt
NM_013556
59TGCTCGAGATGTCATGAAGG39
59TATGTCCCCCGTTGACTGAT39
196
60
doi:10.1371/journal.pone.0032631.t001 Table 1. Primer sequences for RT-PCR. Table 1. Primer sequences for RT-PCR. March 2012 | Volume 7 | Issue 3 | e32631 9 1.
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Molecular Dynamics of Chloroplast Membranes Isolated from Wild-Type Barley and a Brassinosteroid-Deficient Mutant Acclimated to Low and High Temperatures
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biomolecules
Received: 26 November 2020
Accepted: 23 December 2020
Published: 29 December 2020 Publisher’s Note: MDPI stays neu-
tral with regard to jurisdictional clai-
ms in published maps and institutio-
nal affiliations. Keywords:
brassinosteroids; chloroplast membranes; temperature stress; barley; molecular
dynamics; EPR Copyright: © 2020 by the authors. Li-
censee MDPI, Basel,
Switzerland. This article is an open access article
distributed under the terms and con-
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tribution (CC BY) license (https://
creativecommons.org/licenses/by/
4.0/). Molecular Dynamics of Chloroplast Membranes Isolated from
Wild-Type Barley and a Brassinosteroid-Deficient Mutant
Acclimated to Low and High Temperatures
Citation: Sadura, I.; Latowski, D.;
Oklestkova, J.; Gruszka, D.; Chyc, M.;
Janeczko, A. Molecular Dynamics of
Chloroplast Membranes Isolated
from Wild-Type Barley and a
Brassinosteroid-Deficient Mutant
Acclimated to Low and High
Temperatures. Biomolecules 2021, 11,
27. https://doi.org/
10.3390/biom11010027
Received: 26 November 2020
Accepted: 23 December 2020
Published: 29 December 2020
Citation: Sadura, I.; Latowski, D.;
Oklestkova, J.; Gruszka, D.; Chyc, M.;
Janeczko, A. Molecular Dynamics of
Chloroplast Membranes Isolated
from Wild-Type Barley and a
Brassinosteroid-Deficient Mutant
Acclimated to Low and High
Temperatures. Biomolecules 2021, 11,
27. https://doi.org/
10.3390/biom11010027
Received: 26 November 2020
Accepted: 23 December 2020
Published: 29 December 2020 Molecular Dynamics of Chloroplast Membranes Isolated from
Wild-Type Barley and a Brassinosteroid-Deficient Mutant
Acclimated to Low and High Temperatures 1
Polish Academy of Sciences, The Franciszek Górski Institute of Plant Physiology, Niezapominajek 21,
30-239 Kraków, Poland; ania@belanna.strefa.pl 2
Department of Plant Physiology and Biochemistry, Faculty of Biochemistry, Biophysics and Biotechnology,
Jagiellonian University, Gronostajowa 7, 30-387 Kraków, Poland; dariusz.latowski@uj.edu.pl
3
Laboratory of Growth Regulators, The Czech Academy of Sciences, Institute of Experimental Botany &
Palacký University, Šlechtitel˚u 27, 78371 Olomouc, Czech Republic; jana.oklestkova@upol.cz
4
Institute of Biology, Biotechnology and Environmental Protection, Faculty of Natural Sciences,
University of Silesia, Jagiello´nska 28, 40-032 Katowice, Poland; damian.gruszka@us.edu.pl
5
Department of Environmental Protection, Faculty of Mathematical and Natural Sciences,
University of Applied Sciences in Tarnów, Mickiewicza 8, 33-100 Tarnów, Poland; mrsch7@gmail.com
*
Correspondence: i.sadura@ifr-pan.edu.pl; Tel.: +48-12-4251833 (ext. 110) Abstract: Plants have developed various acclimation strategies in order to counteract the negative
effects of abiotic stresses (including temperature stress), and biological membranes are important
elements in these strategies. Brassinosteroids (BR) are plant steroid hormones that regulate plant
growth and development and modulate their reaction against many environmental stresses including
temperature stress, but their role in modifying the properties of the biological membrane is poorly
known. In this paper, we characterise the molecular dynamics of chloroplast membranes that had
been isolated from wild-type and a BR-deficient barley mutant that had been acclimated to low and
high temperatures in order to enrich the knowledge about the role of BR as regulators of the dynamics
of the photosynthetic membranes. The molecular dynamics of the membranes was investigated using
electron paramagnetic resonance (EPR) spectroscopy in both a hydrophilic and hydrophobic area of
the membranes. The content of BR was determined, and other important membrane components
that affect their molecular dynamics such as chlorophylls, carotenoids and fatty acids in these
membranes were also determined. The chloroplast membranes of the BR-mutant had a higher degree
of rigidification than the membranes of the wild type. In the hydrophilic area, the most visible
differences were observed in plants that had been grown at 20 ◦C, whereas in the hydrophobic
core, they were visible at both 20 and 5 ◦C. There were no differences in the molecular dynamics of
the studied membranes in the chloroplast membranes that had been isolated from plants that had
been grown at 27 ◦C. The role of BR in regulating the molecular dynamics of the photosynthetic
membranes will be discussed against the background of an analysis of the photosynthetic pigments
and fatty acid composition in the chloroplasts. Citation: Sadura, I.; Latowski, D.;
Oklestkova, J.; Gruszka, D.; Chyc, M.;
Janeczko, A. Molecular Dynamics of
Chloroplast Membranes Isolated
from Wild-Type Barley and a
Brassinosteroid-Deficient Mutant
Acclimated to Low and High
Temperatures. Biomolecules 2021, 11,
27. https://doi.org/
10.3390/biom11010027 1. Introduction Among the abiotic stresses, temperature stress is a global problem that mainly causes
a decrease in the yield of most crop plants in agriculture and horticulture [1,2]. Some cereal
species are sensitive to cold (maize), while other species (winter wheat) are sensitive to
low temperatures, especially when there is poor snow cover on fields, which causes frost
injuries that lower the yield. On the other hand, high temperatures may be particularly https://www.mdpi.com/journal/biomolecules Biomolecules 2021, 11, 27. https://doi.org/10.3390/biom11010027 Biomolecules 2021, 11, 27 2 of 20 2 of 20 dangerous to plants when there is a water deficit in the summer vegetation season, which
has increasingly happened in recent years due to climate changes. Periods of cold (e.g.,
5 ◦C) harden plants (e.g., winter cereals) and enable them to better survive frost during
winter. In turn, exposure to warmth may increase the ability of plants to survive high-
temperature stress (e.g., 40 ◦C). Among the plant strategies for counteracting the negative
effects of abiotic stresses (including extreme temperatures) [3], biological membranes are
an important element. According to Horvath et al. [4], membranes can be considered
to be “thermal sensors”, and are the primary cause of many other metabolic changes
within cells and their organelles. During acclimation to changing temperature conditions,
the alterations in the fluidity of the biological membranes are connected with changes
in the proportion of unsaturated fatty acids, which results in a rearrangement of the
membrane structure and its properties. The membrane properties can also be altered
by incorporating various components into their structure, such as tocopherols, sterols,
steroids [5], or carotenoids [6]. Many of the physiological phenomena that occur in cells could be due to the mul-
tidirectional effect of hormones on the plant metabolism, which is also the basis for the
adaptability of organisms in order to function in changing environmental conditions. One plant hormone group is the brassinosteroids (BR), which are responsible for regu-
lating both plant growth and development as well as their response to stress. BR belong
to the steroid phytohormones that were first isolated from oilseed rape pollen in the
1970s [7,8]. To date, more than 70 BR are known, including brassinolide, 24-epibrassinolide,
28-homocastasterone, etc. Bajguz and Hayat [9] showed that in plants that had been ex-
posed to temperature extremes, BR counteract the inhibition of growth, reduce the biomass
losses and increase the plant survival rate. 1. Introduction This is the result of the multidirectional activity
of BR at the cellular and molecular level [10]. The function of BR in plants is still being ex-
plained and relatively little is known about their impact on the plant membrane properties. Recently, we found that BR may be involved in regulating the accumulation of the proteins
that are incorporated in the cell membranes of barley plants (heat shock proteins, proton
pumps and aquaporins) [11,12]. Our most recent studies revealed that barley mutants with
a BR deficiency or a BR insensitivity were characterised by a different fatty acid composition
in the cell membranes, which resulted in altered membrane physicochemical properties
that could have an impact on the membrane-dependent physiological processes [13]. p
p
p y
g
p
Studies of the compounds that are incorporated into the membranes have made a
huge contribution to understanding the processes that occur in the biological membrane. In
the case of thylakoids that had been obtained from the diatom Phaeodactylum tricornutum,
studies of the diadinoxanthin cycle have provided information about the molecular dy-
namics of the thylakoid membrane and about the influence of the diadinoxanthin cycle
pigment on this effect [14]. Strzałka et al. [15] investigated changes in the physical prop-
erties (general membrane lipid fluidity, dynamic orientational order parameter) of the
vacuolar membranes compared to the protein body membrane in germinating pumpkin
(Cucurbita sp.) seeds. Similar studies were performed on thylakoid membranes that had
been isolated from barley during leaf senescence [16]. These measurements are taken using
electron paramagnetic resonance (EPR) spectroscopy, which permits the direct study of
the systems (including biological systems) that contain unpaired electrons. In biological
systems, compounds that contain unpaired electrons are present in the products of bio-
chemical transformations, e.g., photosynthesis. EPR can also be used to study systems that
do not contain unpaired electrons naturally. In this case, artificial paramagnetic centres
(spin labels) that contain a nitroxyl group, e.g., 5-doxyl stearic acid (5-SASL) or 16-doxyl
stearic acid (16-SASL) are incorporated into the studied object. In the case of the biological
membranes, the EPR spectra can provide information, among others, about the degree of
order (S) and the rotational correlation times (τB and τC) of the molecules that contain a spin
label, which is helpful in determining the molecular dynamics of the membranes [14,15]. 2.1. Plant Material, Experimental Design and Sampling 2.1. Plant Material, Experimental Design and Sampling The objects of study were the barley cultivar Delisa (wild type) and its semi-dwarf
mutant (522DK), which has disturbances in the BR biosynthesis. The mutant was described
in the work by Gruszka et al. [18]. The mutant was obtained via the chemical mutagenesis
of the cultivar Delisa. The 522DK mutant has a G > A substitution at position 1130
of the HvDWARF transcript [18] and at position 3031 in the gene sequence [19], which
causes the change of the valine-341 residue into isoleucine. The substituted valine-341
is a highly conserved residue that occurs in similar position in the homologous DWARF
polypeptides from barley, Arabidopsis, rice and tomato. Since the HvDWARF gene encodes
the brassinosteroid C6-oxidase, which is an important factor in the BR-biosynthesis (it
catalyses the production of castasterone), the mutant 522DK has a lowered content of
castasterone [19] and it also has a decreased level of other BR [20]. The seeds were germinated for three days at 24 ◦C in the dark. After germination, the
seedlings were transplanted into pots (40 cm × 15 cm × 15 cm) (about 40 seedlings per
pot) containing soil (‘Eco-ziem universal soil’ (Jurków, Poland), soil from the cultivation
plots at the University of Agriculture (Cracow, Poland), sand and ‘Substral Osmocote—a
universal substrate’ (Scotts Poland sp. z o.o., Warsaw, Poland) at a ratio of 8:4:2:4, respec-
tively), after which they were grown for 18 days at 20 ◦C (16 h photoperiod). Then, the
plants were divided into two groups. Each group consisted of three pots with plants of
the wild-type cultivar and three pots with plants of the mutant. In the first group, the
temperature was lowered to 5 ◦C (21 days, 8 h photoperiod) and in the second group, it
was increased to 27 ◦C (7 days, 16 h photoperiod). Light intensity in the growth chambers
was 170 µmol m−2 s−1 and was provided by HPS Philips SON-T AGRO 400 W lamps. Because the current studies are a continuation of our earlier works, the durations of the
acclimation and the photoperiods were identical to those that were described in our earlier
articles [11,12,20–22]. According to literature data, both cold acclimation and acclimation
to higher temperatures enable plants to acquire a greater tolerance to frost or heat, respec-
tively [23–25]. 1. Introduction In the presented study we focused on the chloroplast membranes which are crucial In the presented study, we focused on the chloroplast membranes, which are crucial
elements of photosynthetic machinery, and affect the level and quality of plant yields [17]. Biomolecules 2021, 11, 27 3 of 20 3 of 20 Bearing in mind the role of membranes as the first cellular line to react to changing temper-
atures (and also the importance of chloroplasts for the crucial plant process of photosynthe-
sis), the aim of the study was to broaden the knowledge about the changes in the molecular
dynamics of the chloroplast membranes during the acclimation of a plant to extreme tem-
peratures and the influence of BR on these properties. By studying wild-type barley plants
and a BR-deficient mutant, we wanted to answer the following detailed questions: (1) is
the content of BR in the chloroplast membranes different in the wild-type plants than in
a BR-biosynthesis mutant grown at an optimal growth temperature, i.e., 20 ◦C? (2) How
does the temperature of acclimation (5 ◦C and 27 ◦C) modify the accumulation of BR in
the chloroplast membranes of the wild type and mutant? (3) Are there differences in the
molecular dynamics of the chloroplast membranes from wild-type barley and a mutant
that is cultured at 20 ◦C? (4) How does a lower (5 ◦C) or higher (27 ◦C) temperature during
plant growth modify the molecular dynamics of the chloroplast membranes? Finally, the
role of BR as regulators of the molecular dynamics of the photosynthetic membranes will
be discussed in light of the chloroplast content of the photosynthetic pigments and fatty
acid composition in the BR-deficient barley mutant and in the respective wild type. 2.3. Isolation of Chloroplasts from Barley Leaves The chloroplasts were isolated based on a modified protocol of Block et al. [26]
and Filek et al. [27]. About 100 g of the aerial part of the barley (mainly leaves) were
homogenised using a Camry CE 4050 blender in 400 mL of a chloroplast isolation buffer
(CIB) (pH 7.5) that contained 50 mM Tris-HCl, 5 mM ethylenediaminetetraacetic acid
(EDTA) and 0.33 mM sorbitol. The crude extract was filtered and centrifuged for three
minutes at 300× g (Hettich zentrifugen Universal 320R, rotor 1494, Tuttlingen, Germany)
in order to remove any residues after plant homogenisation. Next, the supernatant was
centrifuged for ten minutes at 1200× g (Hettich zentrifugen Universal 320R, rotor 1494,
Tuttlingen, Germany). The obtained pellet contained isolated chloroplasts. The purity of the
isolated chloroplasts was checked under a microscope (Nikon Eclipse E600, Tokyo, Japan)
(Figure S1). The entire isolation process was performed in a cold room (4–6 ◦C). Next, in
order to break down the chloroplasts, samples were frozen in liquid nitrogen and thawed
in two cycles; this was especially important in EPR studies. Breakdown of chloroplasts was
checked under microscope (Nikon Eclipse E600, Tokyo, Japan). Frozen samples were kept
at −80 ◦C until the day of analysis. 2.4. Analysis of the Protein Content in Chloroplasts The protein concentration was estimated according to Sedmak and Grossberg [28]. Two microlitres of a 10% water solution of Triton X-100 (Sigma-Aldrich, Pozna´n, Poland)
were mixed with 2 µL of the chloroplasts that had been suspended in CIB and 196 µL of a
CIB buffer (see Isolation of chloroplasts section) and kept for 15 min on ice. Ten microlitres
of each sample were placed into separate wells of a plate (96-well polystyrene titration
plate with a flat bottom, FL Medical, Torreglia, Italy) and then, 200 µL of a Bradford
reagent (BioRad, Munich, Germany) (diluted with water 1:4) was added. After 10 min,
the absorbance was recorded (595 nm) using a SynergyTM2 Multi-Detection Microplate
Reader (BioTek, Winooski, VT, USA). The measurements were carried out in three replicates. Bovine serum albumin (BSA) (Sigma-Aldrich, Pozna´n, Poland) was used as the calibration
standard. The BSA for spectrophotometric measurements was diluted in the same buffer
as the buffer that had been used to isolate the chloroplasts (CIB buffer). 2.2. Leaf Greenness Measurement Leaf greenness, which corresponds to the leaf chlorophyll concentration, was mea-
sured using a chlorophyll meter (SPAD 502; Konica Minolta, Tokyo, Japan, (SPAD—Soil
Plant Analysis Development)) and the values of greenness are expressed in arbitrary SPAD
units. The measurement was taken in the middle part of the fourth fully developed leaf in
three technical replications per each leaf and the average value was calculated for each leaf. The leaves from nine plants were measured—three plants from each pot. 2.1. Plant Material, Experimental Design and Sampling Our previous studies [20] showed that after acclimation at 5 ◦C, both the
wild type and mutant were characterised by a comparable tolerance to frost (−8 ◦C) while
the mutant 522DK had an even better frost tolerance at −6 ◦C compared to the wild-type
Delisa. After acclimation at 27 ◦C, the mutant had a much better heat tolerance (tested at
38 and 45 ◦C) compared to the wild type. y
Before cutting off the plants, leaf greenness was measured using a chlorophyll meter
for the plants that had been grown at 20 ◦C and then in the plants that had been acclimated
at 5 ◦C and 27 ◦C. The plants grown at 20 ◦C had four leaves, while the acclimated plants
had four well-developed leaves and sometimes a young fifth leaf. The samples to isolate Biomolecules 2021, 11, 27 4 of 20 the chloroplasts were collected from the wild-type and mutant plants that had been grown
at 20 ◦C and from the plants that had been acclimated at 5 ◦C and 27 ◦C. It was possible
to isolate about 1.5 g (0.3 g per sample) of chloroplasts from 20 to 25 plants that weighed
around 40 g. Three samples containing 0.3 g of chloroplasts (each sample from plants
from different pot) were collected to analyse the BR. For the other analyses, each sample
containing 0.3 g chloroplasts were first suspended in a 1 mL chloroplast isolation buffer
(CIB) buffer (see Isolation of Chloroplasts section) and these suspensions were used to further
analyse the content of proteins, photosynthetic pigments, and the fatty acid composition. The proteins were also analysed in order to standardise the samples to be used for the
EPR studies. 2.7. Analysis of the Brassinosteroids in the Chloroplasts Samples of the isolated chloroplasts (0.3 g each) were homogenised in 80% methanol
and enriched to the internal standard with deuterium-labelled BR (25 pmol/sample,
Olchemim s.r.o., Olomouc, Czech Republic). Next, the samples were centrifuged and
the supernatant was passed through Discovery DPA-6S columns (Supelco, Bellefonte,
PA, USA) and immunoaffinity columns (Laboratory of Growth Regulation, Olomouc,
Czech Republic) [31]. The brassinosteroids that had been eluted with cold 100% methanol
from the IA columns were dried and resuspended in 40 µL of methanol in order to mea-
sure them on a UHPLC using a tandem mass spectrometry (UHPLC–MS/MS) with an
ACQUITY UPLC® I-Class System (Waters, Milford, MA, USA) and a Xevo™TQ-S MS
triple quadrupole mass spectrometer (Waters MS Technologies, Manchester, UK) [31,32]. The analyses were performed in three repetitions and each repetition included about 0.3 g
of the isolated chloroplasts. 2.5. Analysis of the Fatty Acid Composition in Chloroplasts The fatty acids (FA) were extracted by homogenising the isolated chloroplasts. Sam-
ples of the chloroplast suspension in the CIB buffer (0.15 mL each sample) were suspended
in 0.20 mL of toluene and transferred into screw-capped glass test tubes. Subsequently, Biomolecules 2021, 11, 27 5 of 20 1.50 mL of methanol and 0.30 mL of an 8.0% HCl solution were added. The test tubes
were vortexed and then incubated at 45 ◦C overnight in order to turn the extracted fatty
acids into fatty acid methyl esters (FAME). After cooling to room temperature, the FAME
were extracted by adding 1 mL of hexane and 1 mL of water [29]. The test tubes were vor-
texed, and then the hexane layers were analysed using gas-liquid chromatography (GC). The n-hexane extracts were analysed chromatographically on an Agilent 6890N gas chro-
matograph (Agilent Technologies, Santa Clara, CA, USA) that was equipped with a flame
ionisation detector (FID) and a capillary column. The certified reference material 37 FAME
MIX (Supelco, CRM 47885) and an internal standard (biphenyl) were used to identify and
quantify the fatty acid profiles. The analyses were conducted using a gas chromatograph
equipped with a split/splitless injector. An ionic liquid fused silica capillary column
(SLB-IL100, Supelco, 28884-U) (30 m × 0.25 mm ID × 0.2 mm film thickness) with a matrix
1,9-di(3-vinylimidazolium)nonane bis(trifluoromethanesulfonyl)imide phase was operated
under the following programmed conditions: 50–240 ◦C at 3 ◦C min−1 for 30 min (detector
and injector temperatures of 240 ◦C), autosampler injection mode and volume of 0.5 µL and
split (10:1) with helium 6.0 as the carrier gas (velocity 40 cm min−1). FAME were identified
by comparing them with the standard mixture (Sigma-Aldrich, Pozna´n, Poland) and their
retention time. 2.6. Determining the Carotenoid and Chlorophyll Content in Chloroplasts 2.6. Determining the Carotenoid and Chlorophyll Content in Chloroplasts Eighty percent aqueous acetone (2.09 mL) was added to the samples of the suspension
of chloroplasts in the CIB buffer (0.01 mL each sample). The samples were vortexed and
centrifuged (8 min, 12.100× g) (Eppendorf Mini-Spin, Hamburg, Germany). The UV-ViS
(Jasco870, Easton, MD, USA) measurements were taken at wavelengths of 663.2, 664.8 and
470 nm. The measurements were taken in three replicates. The amounts of chlorophylls
and carotenoids were calculated according to following Equations [30]: Ca = 12.25·A663.2 −2.79·A664.8
(1)
Cb = 21.50·A664.8 −5.10·A663.2
(2)
Ca+b = 7.15·A663.2 + 18.71·A664.8
(3)
+c = (1000·A470 −1.82·Ca −85.02·Cb)/198
(4) Ca = 12.25·A663.2 −2.79·A664.8
(1)
Cb = 21.50·A664.8 −5.10·A663.2
(2)
Ca+b = 7.15·A663.2 + 18.71·A664.8
(3)
Cx+c = (1000·A470 −1.82·Ca −85.02·Cb)/198
(4) (1) (3) (3) (4) where Ca is the concentration of chlorophyll a; Cb is the concentration of chlorophyll b;
Ca+b is the sum of the chlorophyll a and b concentration; and Cx+c is the concentration
of carotenoids. 2.7. Analysis of the Brassinosteroids in the Chloroplasts 2.8. Electron Paramagnetic Resonance (EPR) Measurements The molecular dynamics of the cell membranes were determined according to the mod-
ified protocol described by Strzałka et al. [15] and was monitored using EPR spectroscopy Biomolecules 2021, 11, 27 6 of 20 with spin labels 5-doxyl stearic acid (5-SASL, Santa Cruz Biotechnology, Heidelberg,
Germany) and 16-doxylstearic acid (16-SASL, Sigma-Aldrich, Pozna´n, Poland), which
provides information about the molecular dynamics of the region near the polar heads and
the membrane interior, respectively. The spin labels were incorporated into the chloroplast
membranes at room temperature by vortexing. About 100–300 µL of the chloroplast mem-
branes (corresponding to 30 µg of protein) were vortexed for 20 min with 5 µL of 10 mM
spin labels in methanol [15]. To remove any traces of the spin labels in the supernatant, the
samples were centrifuged three times at 4500× g for two minutes at room temperature. The
pellet that was obtained was resuspended in 50 µL of a 10mM CIB buffer (its composition
is described in the Isolation of chloroplasts section) in order to obtain a final cell membrane
concentration yield that corresponded to 30 µg of the protein (the protein content was
measured using the Bradford method and no significant differences were observed be-
tween wild-type Delisa and the 522DK mutant). The EPR spectra of the spin label as
a function of the temperature was recorded using an X band EPR spectrometer (Minis-
cope, Berlin, Germany) that was equipped with a Temperature Controller (Magnettech,
Berlin, Germany) with a temperature range of 0 to 40 ◦C at intervals of 5 ◦C. For the plants
that had been acclimated at 5 ◦C, the range of the measurement was between 0 ◦C and 25 ◦C
and the interval was 2.5 ◦C. The EPR measurements were performed at microwave powers
between 3.2 mW and 10.0 mW with a sweep width of 12–15 mT, a modulation amplitude
of 0.1 mT and a microwave frequency of about 9.4 GHz. Two biological replicates with
two to three technical replicates were done. The obtained EPR spectra were analysed with
MultiPlot 2.0 Software (Magnettech GmBH, Berlin, Germany) (Figure 1). The parameters that were required to calculate the dynamic orientational order pa-
rameter (S) and the rotational correlation times (τ2B and τ2C) are presented in Figure 1. 2.9. Statistical Analysis The statistical analysis (ANOVA, post hoc test) was performed using Statistica 13.1
(StatSoft, Tulsa, OK, USA). For the statistical analysis in the study, when the Delisa and
522DK were compared, Student’s t-test was used (p ≤0.05). Values marked with the same
letters in Figures 2 and 3 and Table 1 did not differ significantly (the comparisons were
performed separately for each temperature of plant growth). Moreover, the accumulations
of BR (Figure 3) in the Delisa cultivar and mutant at different temperatures were also
compared (Student’s t-test, p ≤0.05). The comparisons were performed in pairs (Delisa for
20 ◦C and 5 ◦C; mutant for 20 ◦C and 5 ◦C; Delisa for 20 ◦C and 27 ◦C; mutant for 20 ◦C and
27 ◦C) and any significant differences are indicated by an “*”. The significant differences
in the results for the molecular dynamics (Figure 4) between the wild-type Delisa and the
mutant are indicated by an asterisk (*); the comparisons were performed separately for
each EPR measurement temperature. Table 1. Composition of the fatty acids of the chloroplast membranes isolated from the barley wild-type Delisa and its
522DK mutant cultured at 20 ◦C, 5 ◦C, and 27 ◦C. Any significant differences between Delisa and the mutant (Student’s
t-test, p ≤0.05) for each temperature are indicated by different letters. <LOD—below limit of detection. Table 1. Composition of the fatty acids of the chloroplast membranes isolated from the barley wild-type Delisa and its
522DK mutant cultured at 20 ◦C, 5 ◦C, and 27 ◦C. Any significant differences between Delisa and the mutant (Student’s
t-test, p ≤0.05) for each temperature are indicated by different letters. <LOD—below limit of detection. 2.8. Electron Paramagnetic Resonance (EPR) Measurements The
values of the S parameter were calculated using the following Equation [33]: where S = 0.5407 (A’|| −A’⊥)/ao
(5)
ao = (A’|| + 2A’⊥)/3
(6) (5)
(6) (5)
(6) (5) (6) The rotational correlation times (τ2B and τ2C) were calculated according to the follow-
ing Equations [34]: The rotational correlation times (τ2B and τ2C) were calculated according to the follow-
ing Equations [34]: τ2B = 6.51 · 10−10 · ∆H0 · ((h0/h−)
1
2 −(h0/h+ )
1
2 ) [s]
(7) (7) and and τ2C = 6.51 · 10−10 · ∆H0 · ((h0/h−)
1
2 + (h0/h+ )
1
2 −2) [s]
(8) (8) 7 of 20 Biomolecules 2021, 11, 27 Figure 1. Schematic electron paramagnetic resonance (EPR) spectra of the SASL-5 (A) and SASL-16 (B) spin labels that had
been incorporated into the chloroplast membranes. The spectral parameters that were analysed are indicated (2A’⊥and
2A’||, ∆H0, and h+ , h0 and h−). Figure 1. Schematic electron paramagnetic resonance (EPR) spectra of the SASL-5 (A) and SASL-16 (B) spin labels that had
been incorporated into the chloroplast membranes. The spectral parameters that were analysed are indicated (2A’⊥and
2A’||, ∆H0, and h+ , h0 and h−). 2.9. Statistical Analysis Fatty Acids [%mol]
Growth Temperature
20 ◦C
5 ◦C
27 ◦C
Delisa
522DK
Delisa
522DK
Delisa
522DK
10:0
<LOD
0.79
0.47 a
0.50 a
<LOD
0.35
12:0
4.00 a
3.93 a
4.49 a
4.37 a
4.12 b
4.60 a
14:0
0.28 a
0.25 a
0.23 a
0.19 a
0.29 a
0.21 b
16:0
16.54 b
18.76 a
16.16 a
17.41 a
17.20 a
16.11 a
16:1
6.29 a
4.95 a
4.25 a
4.23 a
6.45 a
3.36 a
18:0
3.53 a
3.24 a
3.37 a
3.47 a
2.96 a
2.59 a
18:1 ∆9 cis
1.05 b
1.84 a
0.93 b
1.15 a
1.36 a
1.54 a
18:2 ∆6 cis
4.24 a
4.32 a
3.05 a
3.01 a
6.85 b
7.64 a
18:3 (3)
63.87 a
61.85 a
66.45 a
65.33 a
60.43 a
63.28 a
20:1
0.19 a
0.06 a
0.34 a
0.34 a
0.34 a
0.31 a
18:3/18:2
15.09 a
14.38 a
22.29 a
21.70 a
8.84 a
8.29 a
U/S
3.11 a
2.72 b
3.01 a
2.86 a
3.08 a
3.20 a 8 of 20 Biomolecules 2021, 11, 27 Figure 2. Concentration of chlorophyll (Chl) a (A), chlorophyll b (B), xantophylls and carotenoids (x + c) (C), and total
chlorophyll (a + b) (D) in a suspension of chloroplasts from the barley wild-type Delisa and its 522DK mutant. (E) The
greenness intensity [SPAD units] of 1st–4th leaf of Delisa and its mutant 522DK. Plants had been cultivated at 20 ◦C and
acclimated at 5 ◦C and 27 ◦C. Mean values (±SE) marked with the same letters (separately for plant growth temperature)
did not significantly differ according to Student’s t-test (p ≤0.05). Figure 2. Concentration of chlorophyll (Chl) a (A), chlorophyll b (B), xantophylls and carotenoids (x + c) (C), and total
chlorophyll (a + b) (D) in a suspension of chloroplasts from the barley wild-type Delisa and its 522DK mutant. (E) The
greenness intensity [SPAD units] of 1st–4th leaf of Delisa and its mutant 522DK. Plants had been cultivated at 20 ◦C and
acclimated at 5 ◦C and 27 ◦C. Mean values (±SE) marked with the same letters (separately for plant growth temperature)
did not significantly differ according to Student’s t-test (p ≤0.05). 9 of 20 Biomolecules 2021, 11, 27 Figure 3. 2.9. Statistical Analysis Content of brassinosteroids in the chloroplasts of the barley wild-type Delisa and the BR-deficient mutant
522DK that had been grown at 20 ◦C and acclimated at 5 ◦C or 27 ◦C. (A) Homocastasterone, (B) 28-norcastasterone, (C)
24–epibrassinolide, (D) Homodolicholide, (E) Castasterone, (F) Brassinolide, (G) Dolicholide, (H) Homodolichosterone,
(I) Total BR content. <LOD–below detection limit. Mean values (±SD) marked with the same letters are not significantly
different according to Student’s t-test (p ≤0.05) (separately for each growth temperature). Additionally, in order to show
the impact of temperature on the BR level in Delisa and mutant, the comparisons (Student’s t-test, p ≤0.05) were performed
in pairs (Delisa at 20 ◦C and 5 ◦C; mutant at 20 ◦C and 5 ◦C; Delisa at 20 ◦C and 27 ◦C; mutant at 20 ◦C and 27 ◦C) and any
significant differences are indicated by an “*”. Figure 3. Content of brassinosteroids in the chloroplasts of the barley wild-type Delisa and the BR-deficient mutant
522DK that had been grown at 20 ◦C and acclimated at 5 ◦C or 27 ◦C. (A) Homocastasterone, (B) 28-norcastasterone, (C)
24–epibrassinolide, (D) Homodolicholide, (E) Castasterone, (F) Brassinolide, (G) Dolicholide, (H) Homodolichosterone,
(I) Total BR content. <LOD–below detection limit. Mean values (±SD) marked with the same letters are not significantly
different according to Student’s t-test (p ≤0.05) (separately for each growth temperature). Additionally, in order to show
the impact of temperature on the BR level in Delisa and mutant, the comparisons (Student’s t-test, p ≤0.05) were performed
in pairs (Delisa at 20 ◦C and 5 ◦C; mutant at 20 ◦C and 5 ◦C; Delisa at 20 ◦C and 27 ◦C; mutant at 20 ◦C and 27 ◦C) and any
significant differences are indicated by an “*”. 10 of 20 Biomolecules 2021, 11, 27 Figure 4. Dependence of the dynamic orientational order parameter S that was calculated for the chloroplast membranes
that had been isolated from the barley wild-type Delisa and its mutant 522DK with incorporated SASL-5 (A–C) and SASL-16
(D–F) on temperature. Plants had been cultivated at 20 ◦C and acclimated at 5 ◦C and 27 ◦C. Average data are given ± SE
and significant differences between the wild type and mutant are indicated with an asterisk (*); comparisons were made
separately for each EPR measurement temperature. Figure 4. 2.9. Statistical Analysis Dependence of the dynamic orientational order parameter S that was calculated for the chloroplast membranes
that had been isolated from the barley wild-type Delisa and its mutant 522DK with incorporated SASL-5 (A–C) and SASL-16
(D–F) on temperature. Plants had been cultivated at 20 ◦C and acclimated at 5 ◦C and 27 ◦C. Average data are given ± SE
and significant differences between the wild type and mutant are indicated with an asterisk (*); comparisons were made
separately for each EPR measurement temperature. 3.1.2. Carotenoid and Chlorophyll Content in the Chloroplast Membranes 3.1.2. Carotenoid and Chlorophyll Content in the Chloroplast Membranes Analysis of chlorophyll a, b and total chlorophylls (a + b) in the isolated chloroplasts
showed no differences in the content of these pigments between the wild type and the
mutant (Figure 2A,B,D). However, the leaf greenness measurements that were taken using
a noninvasive method (chlorophyll meter) showed that for all four of the analysed leaves
at all growth temperatures, the mutant was characterised by a more intense greenness
(Figure 2E). Moreover, interestingly, according to our previous studies [42], a spectrophoto-
chemical analysis of the chlorophyll content (especially chlorophyll b) in the leaf dry matter
showed that 522DK had a lower content of chlorophyll than the Delisa cultivar, which was
consistent with numerous studies that have proven that BR are important regulators of
the chlorophyll accumulation because exogenous BR usually have caused an increase in
chlorophyll content especially under stressful conditions [10]. In our current studies, the
“greener” leaves of the 522DK mutant was rather a result of the mutant’s semi-dwarfness
(more compact cells with a higher density of chloroplasts/chlorophyll per leaf surface),
but again an analysis of the pure chloroplast suspension revealed no difference between
the wild type and the mutant. In this experiment, the content of chlorophyll in the chloro-
plasts was measured because these pigments also play an important role in membrane
fluidity [6,43]. Because the chlorophyll contents in the chloroplast membranes of 522DK
and Delisa were similar, we can assume that the chlorophylls regulated the fluidity of the
chloroplast membranes in comparable manner. p
p
Similar to chlorophyll, the contents of xanthophylls and carotenoids in the pure
chloroplasts were also at the same level in the wild type and the mutant (Figure 2C). Interestingly, our earlier studies [42] showed that the BR-deficient mutant 522DK was
characterised by a higher accumulation of carotenoids than Delisa when calculated per
leaf dry mass. Contrary to these findings, Nie et al. [44] reported that carotenoid level
increased in Solanum lycopersicum, which had a higher endogenous level of BR compared to
its wild type. On the other hand, Koˆcova et al. [45] found that exogenous brassinosteroids
did not significantly affect the carotenoid content in maize leaves. 3.1.2. Carotenoid and Chlorophyll Content in the Chloroplast Membranes Although the role of
BR in the accumulation/biosynthesis of carotenoids seems to be ambiguous, it is certain
that carotenoids have huge influence on the thylakoid membrane fluidity and they are
also thought to be responsible for reducing the membrane fluidity of a membrane [6,43]. Because no differences in the carotenoid content in the chloroplasts of the mutant and
wild type were observed in this study, we suspect that in the current experiment, the
influence of carotenoids on the chloroplast membrane fluidity was comparable for Delisa
and its mutant. 3.1.3. Brassinosteroid Content of the Chloroplasts 3. Results and Discussion 3.1. Characteristic of Selected Chemical Components of the Chloroplast Membranes Isolated from
Barley Grown at 20 ◦C, 5 ◦C, and 27 ◦C y
3.1.1. Fatty Acid Composition of the Chloroplast Membranes Only a few FA had differences in content between the wild-type Delisa and its 522DK
mutant and even when they were statistically significant, they were not huge. Those that
were most abundant in the chloroplast membranes were 18:3 (about 60%) and 16:0 (about
16–18%). The content of the other FA, including 18:1∆9cis or 18:2∆6cis, was less than a few
percent. What is important is that at all of the tested temperatures, there were no differences
between the mutant and Delisa for the main FA (18:3). As for the other FA, for example, at
20 ◦C the 522DK mutant was characterised by a higher content of 16:0 and 18:1∆9cis than
the Delisa cultivar, while at 5 ◦C, only 18:1∆9cis content was higher in the 522DK mutant. Biomolecules 2021, 11, 27 11 of 20 11 of 20 For the plants that had been acclimated to a high temperature, the 522DK mutant was
characterised by a higher level of 18:2∆6cis than the Delisa cultivar (Table 1). For the plants that had been acclimated to a high temperature, the 522DK mutant was
characterised by a higher level of 18:2∆6cis than the Delisa cultivar (Table 1). There were no significant differences between Delisa and its mutant at any growth tem-
perature for the 18:3/18:2 ratio. Only at 20 ◦C was there a significantly higher value of the
unsaturated FA to saturated FA ratio (U/S) for Delisa than for the 522DK mutant (Table 1). (
)
(
)
Fatty acids are the main component of the biological membranes and their composi-
tion plays a huge role in the membrane properties including membrane fluidity [35,36]. According to Hölzl and Dörmann [37], chloroplasts are the major sites for FA synthesis
in plant cells and 16:0, 18:1 ∆9cis, 18:2 ∆9cis,12cis and 18:3 ∆9cis,12cis,15cis FA are present at the
highest levels in the chloroplast membranes. Therefore, our data are generally consistent
with this [37] and other previous works on chloroplasts that had been isolated from avo-
cado fruits and cauliflower leaves [38], as well as on the callus of winter oilseed rape [39]
and on the leaves of Pisum sativum L, winter wheat, and barley [13,40,41]. 3.1.3. Brassinosteroid Content of the Chloroplasts Interestingly, dolicholide had already
been detected by us in the barley leaves of other cultivars [46], but not in Delisa or its
522DK mutant [20]. In our opinion, the differences in the detectable BR profile in the Delisa
and 522DK leaves and chloroplasts are due to the fact that in the case of the leaves, 300 mg
of fresh leaf material was used for the BR extraction, while in the case of the chloroplast
isolation, 40 g of the leaves (25 plants) were used to obtain 1.5 g of the chloroplasts (300 mg
pure chloroplasts per sample for the BR analysis). For this reason, the presence of BR that
were revealed in the chloroplast samples here was probably below the detection limit in
the whole leaves in earlier studies. The detection of BR in the barley chloroplasts confirms our earlier reports (research on
wheat [27]) that these compounds accumulate in the chloroplasts. Based on the relatively
limited knowledge of BR synthesis/decomposition sites in a cell, it is assumed that all
BR biosynthetic enzymes belong to the family Cyt P450s and are located in the reticulum
membrane [47]. The fact that BR accumulates in the chloroplasts (probably also in the mem-
branes) of both the 522DK mutant and its wild type suggests that these hormones could be
very important for the appropriate functioning of the chloroplasts. The phenomenon of the
incorporation of BR in the chloroplast structure will require further research, even though
some guidance regarding the role of BR was provided by Cai et al. [48], Zhang et al. [49]
and Krumova et al. [50]. Exogenous BR prevented injuries to the chloroplast ultrastructure
in plants that had been exposed to high and low temperatures [48,49]. However, accord-
ing to Krumova et. al. [50], BR have an impact on the functioning and regulation of the
photosynthetic apparatus and the architecture of the thylakoid membrane. The authors
found that Arabidopsis BR mutants, which overexpress the BR receptor and are deficient in
the BR biosynthesis, had increased thylakoid area compared to the wild type, which could
be connected with changes in the chloroplast division mechanisms. On the other hand, at
20 ◦C, 5 ◦C, and 27 ◦C, the 522DK mutant had a better (than the wild type) efficiency of
PSII (photosystem located in chloroplasts) [20]. 3.1.3. Brassinosteroid Content of the Chloroplasts In the chloroplasts, we were able to determine the following BR: brassinolide, castas-
terone, 28-homocastasterone, 24-epibrassinolide, 28-norcastasterone, dolicholide, homod-
olicholide and homodolichosterone (Figure 3A–H). Biomolecules 2021, 11, 27 12 of 20 Compared to the wild type, the BR-deficient mutant 522DK that had been cultured at
20 ◦C was characterised by a lower content of homocastasterone and 28-norcastasterone but
higher content of homodolicholide and homodolichosterone in its chloroplasts. The other
BR were at comparable level in the chloroplasts of both genotypes at this temperature. In the mutant that had been grown at 5 ◦C, there was a higher content of homod-
olicholide, homodolichosterone and also dolicholide compared to the wild type
(Figure 3D,G,H). The homodolichosterone level was even below detection limit in the
wild type at 5 ◦C (Figure 3H). As for the other BR at 5 ◦C, there were no significant dif-
ferences between the mutant and its wild type. Contrary to 20 ◦C, brassinolide was not
detected at 5 ◦C in either the mutant or the wild type (Figure 3F). As for the plants that had been acclimated at 27 ◦C, brassinolide was only detected in
the chloroplasts of the mutant but not in the wild type (Figure 3F). While the chloroplasts
of the 522DK plants at this temperature were characterised by a higher content of homod-
olicholide than the wild type, the level of dolicholide and homodolichosterone was below
the detection limit in the chloroplasts of the mutant (Figure 3D,G,H). The other BR had a
comparable concentration in the chloroplasts of both genotypes at this temperature. p
p
g
yp
p
As for the total amount of the detected BR (sum of all of the detected BR) (Figure 3I),
the obtained results confirmed that the 522DK mutant was generally BR-deficient, but
this was only observed at 20 ◦C for the chloroplasts. Interestingly, our earlier analysis of
the BR content in the leaves of Delisa and 522DK [20] unambiguously showed that the
mutants accumulated less BR in their leaf tissue than the wild type at all three temperatures
(20 ◦C, 5 ◦C and 27 ◦C). Moreover, in the leaf material, only brassinolide, castasterone,
and homocastasterone were found in that study, while in this study, many more BR were
detected in the pure chloroplasts, including dolicholide, dolichosterone, homodolicholide,
and also 28-norcastasterone and 24-epibrassinolide. 3.2. Molecular Dynamics of the Barley Chloroplasts Measured Using EPR Spectroscopy To study the molecular dynamics of the chloroplasts that had been isolated from the
barley plants, two kinds of spin labels were incorporated into the membranes: SASL-5 and
SASL-16. The first has a nitroxide group that is bound to the 5th carbon of the stearic acid
and that is why it can provide information about the molecular dynamics processes that
occur near the membrane surface. SASL-16 has a nitroxide group that is attached to the 16th
carbon of the stearic acid and its incorporation into membranes provides information about
the dynamic processes that occur inside the membrane [15]. The results of our experiment
are presented in Figure 4A–F. It was found that the possibility to measure the spectrum
of the spin labels (SASL-5 and SASL-16) was dependent on the ambient temperature of
the plant from which the chloroplasts had been isolated. For example, for the chloroplasts
that were isolated from the plants acclimated at 5 ◦C with incorporated SASL-16, it was
possible to calculate the S parameter in a measurement of the temperature in the range of
0–17.5 ◦C (Figure 4E). On the other hand, for the chloroplasts that were isolated from the
plants acclimated at 27 ◦C with incorporated SASL-16, it was possible to calculate the S
parameter in the entire measurement temperature range that was used in this study, i.e.,
0–45 ◦C. This shows that plant acclimation at 5 ◦C and 27 ◦C resulted in a good adaptation
of the studied barley plants to low and high temperatures, respectively. Moreover, the
dependence of the dynamic orientational order parameter on the temperature at which the
plants were cultivated was also observed (Figure S2). As was mentioned earlier, according
to our previous work [20], after acclimation at 5 ◦C and 27 ◦C, the 522DK mutant and its
wild-type Delisa developed a tolerance to frost (up to −8 ◦C) and heat (38 ◦C and 45 ◦C). Additionally, in the study of Bojko et al. [51] on thylakoid membranes of T. pseudonana that
were cultured at low and high temperatures (12 ◦C and 20 ◦C, respectively), a similar effect
of efficient adaptation to acclimating temperatures was observed, which was connected,
among others, with the molecular dynamics results. 3.1.3. Brassinosteroid Content of the Chloroplasts Simultaneously (according to the current
study), the mutant unambiguously accumulated only one BR—homodolicholide—in the
chloroplasts at a higher amount than the wild type at all of the temperatures. Homod-
olicholide is a lesser-known BR and is present in relatively small amounts compared to Biomolecules 2021, 11, 27 13 of 20 castasterone or homocastasterone (Figure 3A,D,E). Might it then be responsible for the
better performance of the chloroplasts in the mutant that had been exposed to temperature
stress? This will also require further studies. castasterone or homocastasterone (Figure 3A,D,E). Might it then be responsible for the
better performance of the chloroplasts in the mutant that had been exposed to temperature
stress? This will also require further studies. q
As was mentioned above, the leaves of the mutant always had less BR than the leaves
of the wild type [20]. In the case of mutant chloroplasts, however, we did observe: (1)
the occurrence of lower amounts of BR, e.g., homocastasterone at 20 ◦C than in the wild
type; (2) no differences in the BR content in the mutant and in the wild type (castasterone
at all of the growth temperatures) and (3) a higher amount of BR in the mutant, (e.g.,
homodolicholide, independent of growth temperature). p
g
p
In our opinion, this fact suggests that the presence of BR in the chloroplasts and
perhaps their incorporation into the membranes is driven by accumulation mechanisms
that do not have much in common with their biosynthesis process (and final BR pro-
duction). Perhaps, the purely physicochemical mechanisms are involved (the membrane
lipid environment was “beneficial” for the accumulation of specific steroids—especially
homodolicholide in the mutant). Temperature also had an effect on the accumulation of
BR in the chloroplasts. Moreover, as was mentioned above, previous studies have shown
that the presence of mycotoxins, the application of exogenous brassinosteroids in a culture
medium or the cultivar’s tolerance to stress all influenced/modified the BR concentration
in the chloroplasts in a different manner. A summary of the changes in the BR content in
the chloroplast membranes of 522DK at different temperatures compared to its wild type is
presented in Table S1. 3.2. Molecular Dynamics of the Barley Chloroplasts Measured Using EPR Spectroscopy The dynamic orientational order parameter (S) that was calculated from SASL-5
and SASL-16 spectra gradually decreased for the chloroplast membranes from both the
wild-type Delisa and the mutant along with an increase in the measurement temperature
(Figure 4; Figure S2). This effect was connected with an increase in the molecular dynamics
of the membranes and a less ordered molecular environment of the spin labels during an
increase in the measurement temperature [14]. The obtained values of S are in agreement Biomolecules 2021, 11, 27 14 of 20 14 of 20 with the literature in which the dynamic orientational order parameter S varies between 1
(maximally ordered membranes) and 0 (maximally disordered membranes) [15,52]. An
increase in the molecular dynamics is considered to represent an increase in membrane
fluidity [53]. For the chloroplast membranes with an incorporated SASL-5 spin label in the mea-
surement temperature range between 5 ◦C and 10 ◦C, the 522DK chloroplast membranes
from the mutant that had been cultured at 20 ◦C were characterised by higher values of the
S parameter than the Delisa’s membranes (Figure 4A). There were no significant differences
between the chloroplast membranes of Delisa and 522DK for the other measurement tem-
peratures (Figure 4A). For the chloroplast membranes of the plants that had been acclimated
at 5 ◦C and 27 ◦C, there were generally no noticeable differences between the wild-type
Delisa and the mutant (Figure 4B,C); the only exception was at a measurement temperature
of 10 ◦C, when the membranes of the mutant were characterised by a higher value of S
(Figure 4B). To summarise, near the membrane surface, there were no differences between
the Delisa cultivar and its mutant 522DK that had been acclimated at 5 ◦C and 27 ◦C. This
is consistent with the fact that the surface area of membranes needs to be quickly ordered
in order to support the proper interactions of the membranes with their neighbour area and
it is also needed in order to avoid the uncontrolled diffusion of molecules such as oxygen
or free radicals, which can cause destructive reactions inside membranes that are not fully
adapted to the new conditions of environmental stimuli [14,52,54]. p
For the chloroplast membranes with an incorporated SASL-16 spin label, differences
in the S parameter were observed between the mutant and the wild type that had been
acclimated at 5 ◦C. 3.2. Molecular Dynamics of the Barley Chloroplasts Measured Using EPR Spectroscopy The values of S parameter were significantly lower for the Delisa
cultivar compared to its mutant in the entire tested temperature range and the differences
were almost always statistically significant (Figure 4E). The same effect was observed for
the membranes of the plants that were cultured at 20 ◦C, but only in the measurement
temperature range between 25 ◦C and 30 ◦C (Figure 4D). In this case, interestingly, the S
parameters were measurable at a temperature of 35 ◦C only for the chloroplast membranes
that had been isolated from the Delisa cultured at 20 ◦C (but not for the mutant). No
differences were observed for the membranes of the plants acclimated at 27 ◦C (Figure 4F). To conclude, for measurement of the chloroplasts with an incorporated SASL-16 spin
label, we can say that the chloroplast membranes of the mutant 522DK that had been
acclimated at 5 ◦C were more ordered (more rigid) than the membranes of the Delisa. Studies using a Langmuir bath led to similar conclusions (author’s unpublished data). The
monolayers were built from galactolipids (MGDG, DGDG—the main chloroplast lipid
constituents [55]) and also from phospholipids that were isolated from the 522DK mutant
and its wild type that had been acclimated at 5 ◦C. In the case of the mutant, the monolayers
were characterised by statistically significantly lower (than Delisa) values of Alim. Alim
represents the area that is occupied by a single molecule in a completely packed layer,
provides information about membrane fluidity and decreases with a decrease in fluidity. In
case of monolayers built from MGDG, values of Alim [Å2] were 65.6 ± 0.2 and 64.9 ± 0.3,
respectively for Delisa and mutant. In case of monolayers built from DGDG values of
Alim were 55.2 ± 0.1 and 51.7 ± 0.2, respectively for Delisa and mutant. Usually, greater
fluidity of cell membranes is considered as more favourable for a higher frost tolerance,
which has been wider discussed in our earlier work [13]. The 522DK mutant, which has
a slightly higher frost tolerance than the wild type Delisa [20], is, however, characterized
by a greater rigidity of chloroplast membranes than Delisa, as shown in EPR studies. The
question remains if/how fact of rigidification of chloroplast membranes is related to the
frost tolerance of the mutant. 3.2. Molecular Dynamics of the Barley Chloroplasts Measured Using EPR Spectroscopy Interestingly, as for the plasma membrane, it is known that
the level of the expression of many cold-inducible genes increases two- to three-fold after
the rigidification [56]. On the other hand, we have to mention that the 522DK mutant that was studied in
the present experiment also had a better high-temperature tolerance than the wild-type
Delisa [20], although there was no difference in the membrane molecular dynamics between Biomolecules 2021, 11, 27 15 of 20 15 of 20 the mutant and the wild type after acclimation at 27 ◦C (Figure 4C,F). Interestingly, it is also
worth noting here that most of the changes in the FA content were observed at 27 ◦C, but
that no differences were observed in the molecular dynamics of the chloroplast membranes
of plants that had been acclimated at 27 ◦C in either the hydrophilic and hydrophobic area. p
y
p
y
p
Analysis of the other three parameters that were calculated from the SASL-16 spectra
(∆H0 and rotational correlation times τ2B and τ2C) provided additional information about
the movement of a spin label and at the same time about the movement of FA in the
interior of the membrane. The ∆H0 parameter provided information on the oscillation and
rotation of a spin label and its rotation along the long axis of the molecule [15]. Lower
values of ∆H0 indicate a greater freedom of the spin label motion. Our results show
that there were generally no differences in the motion of the molecules (∆H0 parameter)
of the chloroplast membranes of the Delisa cultivar and its 522DK mutant at the tested
temperatures (Figure 5A,B,C). For the other two parameters, τ2B corresponded to the
rotation of the spin label molecule along its long axis, while τ2C provided information
about the movement of the molecule in the direction perpendicular to the long axis. The
rotational correlation times are assumed to reflect the local fluidity of a membrane—lower
values indicate a greater motional freedom of the spin labelled FA and thus a higher fluidity
of a membrane [14]. Figure 5. Dependence of parameters ∆H0 (A–C), τ2B (D–F) and τ2C (G–I), which were calculated for the chloroplast
membranes that were isolated from the barley wild-type Delisa and its mutant 522DK with incorporated SASL-16 on
temperature. Plants had been cultivated at 20 ◦C and acclimated at 5 ◦C and 27 ◦C. 3.2. Molecular Dynamics of the Barley Chloroplasts Measured Using EPR Spectroscopy Average data are given ±SE and
significant differences between the wild type and mutant are indicated with an asterisk (*); comparisons were made
separately for each EPR measurement temperature. Figure 5. Dependence of parameters ∆H0 (A–C), τ2B (D–F) and τ2C (G–I), which were calculated for the chloroplast
membranes that were isolated from the barley wild-type Delisa and its mutant 522DK with incorporated SASL-16 on
temperature. Plants had been cultivated at 20 ◦C and acclimated at 5 ◦C and 27 ◦C. Average data are given ±SE and
significant differences between the wild type and mutant are indicated with an asterisk (*); comparisons were made
separately for each EPR measurement temperature. The values of τ2B and τ2C of 16-SASL in the chloroplast membranes from both Delisa
and 522DK depended on the temperature of the measurement (Figure 5D–I). It was ob-
served that within a temperature range between 0 ◦C and 7.5 ◦C, the chloroplast membranes
of the mutant 522DK, which had been grown at 20 ◦C and acclimated at 5 ◦C, was char-
acterised by significantly higher values of τ2B than its wild type (Figure 5D,E). For the
plants that had been acclimated at 27 ◦C, Delisa had a higher value of τ2B than its mutant
only around 0 ◦C (Figure 5F). Moreover, the values of τ2C were noticeably higher for the Biomolecules 2021, 11, 27 16 of 20 chloroplast membranes of the 522DK mutant than its wild type, which had been cultivated
at 20 ◦C and acclimated at 5 ◦C, within a range of measurement temperatures between 0 ◦C
and 10 ◦C (Figure 5G,H). For the chloroplast membranes of the plants that had been accli-
mated at 27 ◦C, there were significant differences between Delisa and the mutant only at a
measurement temperature of 0 ◦C (Figure 5I). When the temperature of the measurement
was higher, both parameters had lower values. This decrease in the rate of the molecule
rotation along the long axis (τ2B) is in line with an increased rigidity of membranes [14]. g
g
g
y
We can assume that the greater motional freedom had FA included in Delisa’s chloro-
plast membranes compared to chloroplast membranes of 522DK. Therefore, all of the
calculated parameters once again implied that the chloroplast membranes of 522DK at
20 ◦C and 5 ◦C were more ordered/less fluid than the chloroplast membranes of the Delisa
cultivar. 3.2. Molecular Dynamics of the Barley Chloroplasts Measured Using EPR Spectroscopy The final matter to discuss is what caused the differences in the molecular dynamics
of the membranes between the mutant and its wild type. Because the components that
are important for membrane structure and properties, such as FA, carotenoids and chloro-
phylls were comparable in the chloroplasts of the wild type and mutant (Table 1, Table S1,
Figure 2), it is likely that the differences in the membrane molecular dynamics might be
connected with other components including BR. Among all of the BR found in current
study, the concentration of castasterone and homocastasterone was usually at the highest
level in the chloroplasts. In the chloroplasts of the cold-treated plants, these BRs were found
in amounts of about 1000–6000 pg per g of F.W. The 522DK mutant that had been accli-
mated at 5 ◦C had more rigidified chloroplast membranes than the wild type, but also had a
similar content of these two BR present in high content (Figure 3A,E). This may suggest that
these two BR are not the cause of the differences in the membrane molecular dynamics. The
chloroplast content of BR from the other groups such as homodolicholide, dolicholide, and
homodolichosterone is a different matter. The cold-acclimated 522DK had a significantly
higher content of these BR in the chloroplasts than the wild type (Figure 3D,G,H); however,
their content was generally very low (not more than 30 pg per g of F.W.). Thus, it is difficult
to say whether they can be responsible for the changes in the molecular dynamics. In turn,
it should be remembered that the molecular dynamics of membranes was quite similar in
the mutant and the wild type at 20 ◦C and 27 ◦C, although there were differences in the BR
content. To conclude, the role of BR as membrane stabilisers remains an open question. We
cannot totally reject the hypothesis about the role of BR in modifying the dynamics of mem-
branes because there are other studies that suggest this. Li et al. [57] investigated the effect
of exogenous BR on the fluidity of the plasma membrane in mango fruits that had been
stored at 5 ◦C. Using the EPR method, the authors found that treatment with BR increased
the membrane fluidity in mango fruit. 4. Concluding Remarks y
p
p
(3) Although electron paramagnetic resonance has been used to study the cell mem-
brane properties and the influence of different factors on those properties [60], knowledge
about the influence of BR on the fluidity of cell membranes is still rudimentary. In the
current work, it was shown that the main components that are important for the chloro-
plast membrane’s structure/properties, such as FA, carotenoids and chlorophylls, were
comparable in the chloroplasts of the wild type and mutant 522DK, but it cannot be unam-
biguously stated that the BR that were present in the chloroplasts were responsible for the
differences in the chloroplast membrane molecular dynamics between the tested genotypes. However, in the hydrophobic (but not hydrophilic) area, the chloroplast membranes of the
mutant 522DK that had been acclimated at 5 ◦C were more ordered (more rigid) than the
membranes of the wild-type Delisa. Slight differences between the mutant and wild type
were also observed after their growth at 20 ◦C. There was practically no difference in the
membrane dynamics between the mutant and the wild type after acclimation at 27 ◦C in
either the hydrophilic or hydrophobic area. Supplementary Materials: The following are available online at https://www.mdpi.com/2218-273
X/11/1/27/s1, Figure S1: Sample of the freshly isolated chloroplasts from fresh plant material taken
to confirm the purity of the chloroplasts, seen under a Nikon Eclipse E600 microscope (Tokyo, Japan),
Figure S2: Dependence of the dynamic orientational order parameter S calculated for the chloroplast
membranes (with incorporated SASL-5 (A,B) and SASL-16 (C,D)) that were isolated from the barley
wild-type Delisa (A,C) and its mutant 522DK (B,D) that had been cultivated at 20 ◦C and acclimated
at 5 ◦C and 27 ◦C on temperature. Average data are given ±SE and significant differences between
the temperatures of growth (20 ◦C, 5 ◦C, and 27 ◦C) are indicated with an asterisk (*); comparisons
were made separately for each EPR measurement temperature, Table S1: Changes in the content
of FA and BR in the barley chloroplasts of the BR-deficient mutant 522DK (mutation HvDWARF)
compared to the wild-type Delisa (↑increase compared to the wild type; ↓decrease compared to the
wild type; NC no change compared to the wild type). Author Contributions: I.S. is the coordinator of the project 2018/31/N/NZ9/02430. I.S. and A.J. planned the research. D.L. 4. Concluding Remarks Based on our experiment, the following main findings can be pointed out: (1) In the chloroplasts that were isolated from the barley wild-type Delisa and the
mutant 522DK, regardless of the plant growth temperature, eight brassinosteroids at
different concentrations were identified. Their diverse presence may indicate that they play
some role in the functioning of these organelles. (2) Mutant 522DK is a BR-deficient mutant that has a lower accumulation of BR
compared to the wild type in its leaf tissue [18,20]. However, in the case of the chloroplasts,
this regularity has not been proven in present studies. The mutant’s chloroplasts had a
higher level of three brassinosteroids: homodolicholide (regardless of the plant growth
temperature), dolicholide (plants at 5 ◦C) and homodolichosterone (plants at 20 ◦C) than
the wild-type Delisa. On the other hand, the content of homocastasterone was lower in the
mutant’s chloroplasts (plants at 20 ◦C), while castasterone was unchanged (regardless of
the plant growth temperature). It is likely that the incorporation of BR into the chloroplast
membranes is driven by accumulation mechanisms that do not have much in common
with their biosynthesis process or the final BR production/concentration in cells. y
p
p
(3) Although electron paramagnetic resonance has been used to study the cell mem-
brane properties and the influence of different factors on those properties [60], knowledge
about the influence of BR on the fluidity of cell membranes is still rudimentary. In the
current work, it was shown that the main components that are important for the chloro-
plast membrane’s structure/properties, such as FA, carotenoids and chlorophylls, were
comparable in the chloroplasts of the wild type and mutant 522DK, but it cannot be unam-
biguously stated that the BR that were present in the chloroplasts were responsible for the
differences in the chloroplast membrane molecular dynamics between the tested genotypes. However, in the hydrophobic (but not hydrophilic) area, the chloroplast membranes of the
mutant 522DK that had been acclimated at 5 ◦C were more ordered (more rigid) than the
membranes of the wild-type Delisa. Slight differences between the mutant and wild type
were also observed after their growth at 20 ◦C. There was practically no difference in the
membrane dynamics between the mutant and the wild type after acclimation at 27 ◦C in
either the hydrophilic or hydrophobic area. 3.2. Molecular Dynamics of the Barley Chloroplasts Measured Using EPR Spectroscopy In our earlier studies using the Langmuir bath,
we showed that BR are incorporated into the structure of the membrane monolayer from
lipids that were isolated from not-hardened and cold-hardened wheat. The changes in the
physicochemical parameters of the monolayers such as compressibility were observed [41]. For further investigation of the role of BR as membrane stabilisers studies of EPR on model
membranes would be helpful. We can also not exclude the fact that the amount of BR is not
crucial here. Perhaps the proportions between each component of membranes including
BR as well as sterols, which were not tested here, or some proteins are also important
in regulating the chloroplast membrane fluidity. Theoretically, BR can also be located in
so-called rafts such as cholesterol in animal cell membranes [58] or phytosterols in plant
membranes [59], which affect the membrane properties differently because they are local. Rafts are specialised lipid domains and the role of phytosterols-rich rafts is considered
not without merit in maintaining plant membranes in a state of dynamics that is less
sensitive to temperature shocks [59]. However, this point of view regarding BR requires
further studies. 17 of 20 17 of 20 Biomolecules 2021, 11, 27 4. Concluding Remarks provided valuable suggestions about the research and the interpre-
tation of data in the discussions during the writing of manuscript; I.S. isolated the chloroplasts,
prepared the samples for the BR analysis, analysed the protein content, performed the leaf greenness
measurements, purified the brassinosteroids on the immunoaffinity columns; J.O. measured the
brassinosteroid content on UHPLC–MS/MS. I.S. and D.L. performed the EPR measurements; I.S. analysed the data. D.G. provided the seeds of the mutant 522DK and cv. Delisa and characterised
them genetically. D.L. and M.C. prepared the samples for the fatty acid analysis and measured the
fatty acid content on GC. I.S. analysed the carotenoids content analysis under D.L. coordination; I.S. performed the statistical analysis and prepared the tables and figures. I.S. wrote the manuscript under
the supervision of A.J. All authors have read and agreed to the published version of the manuscript. Biomolecules 2021, 11, 27 18 of 20 18 of 20 Funding: The research costs of the project 2018/31/N/NZ9/02430 were funded by the National
Science Centre (Poland). Support was also provided by the ERDF (European Regional Develop-
ment Fund) project “Plants as a tool for sustainable global development” (No. CZ.02.1.01/0.0/0.0
/16_019/0000827) for the UHPLC–MS/MS analyses of the brassinosteroids. Funding: The research costs of the project 2018/31/N/NZ9/02430 were funded by the National
Science Centre (Poland). Support was also provided by the ERDF (European Regional Develop-
ment Fund) project “Plants as a tool for sustainable global development” (No. CZ.02.1.01/0.0/0.0
/16_019/0000827) for the UHPLC–MS/MS analyses of the brassinosteroids. Institutional Review Board Statement: Not applicable. Informed Consent Statement: Not applicable. Informed Consent Statement: Not applicable. Data Availability Statement: Data is contained within the article or Supplementary Material. Data Availability Statement: Data is contained within the article or Supplementary Material. Acknowledgments: The authors would like to thank Maria Filek for teaching them the method for
isolating chloroplasts, Anna Maksymowicz for her assistance when isolating the chloroplasts and
the leaf greenness measurements and Agnieszka Janas for the microscopic evaluation of the purity
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Technologies (NewTech’17), Rome, Italy, 6–8 June 2017. [CrossRef] 52. Dzikovski, B.; Freed, J. Membrane fluidity. Uemura, M.; Tominaga, Y.; Nakagawara, C.; Shigematsu, S.; Minami, A.; Kawamura, Y. Responses of the
low temperatures. Physiol. Plant. 2006, 126, 81–89. [CrossRef] References In Encyclopedia of Biophysics; Roberts, G.C.K., Ed.; Springer: Berlin/Heidelberg,
Germany, 2013; pp. 1440–1446. 53. Los, D.A.; Murata, N. Regulation of enzymatic activity and gene expression by membrane fluidity. Sci. Signal. 2000, 2000, pe1. [CrossRef] 54. Staykova, M.; Stone, H.A. The role of the membrane confinement in the surface area regulation of cells. Commun. Integr. Biol. 2011, 4, 616–618. [CrossRef] 55. Fujii, S.; Nagata, N.; Masuda, T.; Wada, H.; Kobayashi, K. Galactolipids are essential for internal membrane transformation
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Economic Modeling in the Management of Transition to Bioeconomy
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Provided in Cooperation with: The Bucharest University of Economic Studies Suggested Citation: Busu, Cristian; Busu, Mihail (2019) : Economic modeling in the management of
transition to bioeconomy, Amfiteatru Economic Journal, ISSN 2247-9104, The Bucharest University
of Economic Studies, Bucharest, Vol. 21, Iss. 50, pp. 24-40,
https://doi.org/10.24818/EA/2019/50/24 Terms of use: Die Dokumente auf EconStor dürfen zu eigenen wissenschaftlichen
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Economic modeling in the management of transition to
bioeconomy Amfiteatru Economic Journal Busu, Cristian; Busu, Mihail
Article
Economic modeling in the management of transition to
bioeconomy
Amfiteatru Economic Journal
Provided in Cooperation with:
The Bucharest University of Economic Studies
Suggested Citation: Busu, Cristian; Busu, Mihail (2019) : Economic modeling in the management of
transition to bioeconomy, Amfiteatru Economic Journal, ISSN 2247-9104, The Bucharest University
of Economic Studies, Bucharest, Vol. 21, Iss. 50, pp. 24-40,
https://doi.org/10.24818/EA/2019/50/24 Busu, Cristian; Busu, Mihail
Article
Economic modeling in the management of transition to
bioeconomy
Amfiteatru Economic Journal
Provided in Cooperation with:
The Bucharest University of Economic Studies
Suggested Citation: Busu, Cristian; Busu, Mihail (2019) : Economic modeling in the management of
transition to bioeconomy, Amfiteatru Economic Journal, ISSN 2247-9104, The Bucharest University
of Economic Studies, Bucharest, Vol. 21, Iss. 50, pp. 24-40,
https://doi.org/10.24818/EA/2019/50/24 AE Economic Modeling in the Management of Transition to Bioeconomy * Corresponding author, Mihail Busu ‒ mihail.busu@man.ase.ro Cristian Busu1 and Mihail Busu2*
1)2)The Bucharest University of Economic Studies, Romania Article History
Received: 30 September 2018
Revised: 11 November 2018
Accepted: 9 December 2018 Article History
Received: 30 September 2018
Revised: 11 November 2018
Accepted: 9 December 2018 Please cite this article as:
Busu, C. and Busu, M., 2019. Economic Modeling in
the Management of Transition to Bioeconomy. Amfiteatru Economic, 21(50), pp. 24-40. Please cite this article as:
Busu, C. and Busu, M., 2019. Economic Modeling in
the Management of Transition to Bioeconomy. Amfiteatru Economic, 21(50), pp. 24-40. DOI: 10.24818/EA/2019/50/24 Introduction Evolutionary anthropological studies highlight the challenging factors that society is facing
as a whole. Worldwide demographic growth cannot be sustained at the same pace as finite
natural resources. Climate change due to environmental pollution caused by industrial
development is another major danger, which leads to significant ecosystems imbalances. Faced with these challenges, the strategy proposed by the European Commission in the
bioeconomy sector (European Commission, 2012) identifies risks in geopolitics and
proposes a series of ambitious goals, including: decreased dependence on finite resources,
adaptation to climate change and mitigation, food security and new jobs created in rural
areas. Managing the transition to bioeconomy in order to achieve the objectives set by the
European Forum entails a collection of data, such as development of knowledge of the
sectors generating biomass, feedback on economic interests and data on national
government policy as a starting point to a documented analysis to determine the current
stage in the transition. Economic modeling is the next step in the Contextual Conversion
Scenario to respond to predictable estimations communicated by decision makers. Research
activities in the field of bioeconomy will significantly contribute to the knowledge of
biomass production potential, identifying the potential barriers to the development of this
new industry. Until now, many industrialized countries have developed strategies and policies for a
circular economy based on the reuse of biomass. Romania, in turn, has an environmental
strategy that allows the future development of bio-economy. Current studies identify the
need to determine the intersectoral correlations, respectively the modalities of the
relationship between the different sub-sectors of the bioeconomy, which are generating new
products. This article aims to develop a model for analyzing sectoral interdependencies, taking into
account exogenous variables such as resource production, production expenditures,
government policy, investment in technology, R&D and innovation, to assess the prospects
of transforming the traditional economy. Abstract The management of the transition to bioeconomy has developed relatively recently, to cope
with the challenges of the 21st century. The determinants of transition are related to
economic, social, biological and environmental evolution. In particular, the envisaged
factors consist in demographic increase, excessive unsustainable consumption, industrial
development, climatic changes, depletion of traditional or non-renewable resources. This
article presents, first, the conceptual model of the transition process, making a review of the
specialized literature. The authors render applicability to the sustainable economic model
developed in the primary sector, which is the first biomass-producing industry with
potential to generate new products, used in the secondary and tertiary industrial sectors. The
second part of the article defines the behavioral research model. The article aims at
providing an applicative perspective to the behavioral model, through the economic
integration of data collected from the biomass industry. The third part of the article presents
the results of the case study, interpreted in the light of the responses to the questionnaire
transmitted to the respondents. Data were collected using a questionnaire addressed to
management and employees in the biomass industry. Structural equation modeling (SEM)
was used, and d splints were analyzed by software-ul Smart PLS 3. One of the main goals
of this paper is to identify and assess the relationship between the sustainable development
of Bioeconomy through the indicators of performance obtained by producers of biomass in
the framework of the economic model of transition to the bioeconomy. The conclusions of
our research are in line with the existing literature and confirm the theoretical assumptions,
underlining that the performance and sustainable development of the producers is a direct
consequence of the association of a number of factors such as innovation and technology,
regulation, knowledge and skills of the human factor. Keywords: bioeconomy, behavioral model, technology, research, innovation, environment. JEL Cl
ifi
ti
Q57 O32 C39 C83 Keywords: bioeconomy, behavioral model, technology, research, innovation, environment. Keywords: bioeconomy, behavioral model, technology, research, innovation, environment. JEL Classification: Q57, O32, C39, C83 24
Amfiteatru Economic
Keywords: bioeconomy, behavioral model, technology, research, innovation, environment. JEL Classification: Q57, O32, C39, C83
* Corresponding author, Mihail Busu ‒ mihail.busu@man.ase.ro JEL Classification: Q57, O32, C39, C83 Amfiteatru Economic 24 Contributions of the Disciplines Studying the Mechanisms
of Human Behavior at Understanding the Transition to Bioeconomy AE 1. Presentation of the management model in the economic literature Economic literature abounds in models for assessing the transition to bioeconomy. Authors
such as Rick Bosman and Jan Rotmans have studied comparatively the two models of
management of the transition to bioeconomy in Finland and the Netherlands. The research
paper (Bosman and Rotmans, 2016) contains a series of recommendations tailored to the
national economic characteristics of the two countries. As such, the authors note a useful
suggestion to develop the public-private partnerships in which both public decision makers
and the private sector find the right solutions to meet the challenges in managing the transition
to bio-economy. An example is provided by the partnership between the European
Commission and the Bioindustry Consortium, whereby the state and the private sector invest
in innovative technologies for bio-industry to generate new biomass products. This inevitably
implies a change in the behavior of the human factor, which understands the need to move Vol. 21 • No. 50 • February 2019 25 AE Economic Modeling in the Management of Transition to Bioeconomy from the traditional economy to the circular economy, by reference to a new sustainable
economic model that embraces the innovative factor (Carrez and van Leeuwen, 2015). A management system for the transition to the bioeconomy needs to know in detail what
the functional requirements for transforming a traditional economy into the bioeconomy
are. Sustainability of analysis models has been the subject of research in economist work
(Hockings et al., 2006). The modeling of sectoral interrelationships is constantly evolving,
requiring a quantitative and qualitative analysis. For example, it is possible to analyze in the
short term the impact on the price evolution of a bio product produced in a secondary sector
as a result of the increase in the prices of the basic resources of the primary sector. In
addition, the evaluation criteria are varied, belonging to a multitude of disciplinary
sciences, from biodiversity to food safety (European Commission, 2012). For this reason,
there is no perfectly integrated model of management that aggregates the totality of the
exogenous variables, for these reasons as we mentioned related to the continuous
development of the interdependence relations and the multitude of variables. Economic modeling requires a permanent adaptation to the specific economic context,
being integrated into a scenario adjusted for government policies and private demand for
biomass and bioenergy products (Angenendt et al., 2018). Amfiteatru Economic 1. Presentation of the management model in the economic literature The second project was launched by the European
Commission in February 2013 and aims at integrating the data collected in the first project
and at conceptualizing them in a computer system. The institution that processes this data is
the European Observatory for Bioeconomy. The conceptual model used describes the
interaction between society and the environmental factors. The management system is
defined by the human, demographic, consumerist factor, biophysical processes and the
limited natural resources, the technological progress and innovation, and last but not least,
the governance policy of the state. of industries with the potential to generate biomass products and identifies barriers to the
development of the new industry. The second project was launched by the European
Commission in February 2013 and aims at integrating the data collected in the first project
and at conceptualizing them in a computer system. The institution that processes this data is
the European Observatory for Bioeconomy. The conceptual model used describes the
interaction between society and the environmental factors. The management system is
defined by the human, demographic, consumerist factor, biophysical processes and the
limited natural resources, the technological progress and innovation, and last but not least,
the governance policy of the state. The economic modeling of human behavior is influenced by the economic context and
cultural affiliation of individuals, in accordance with the principles of the universal theory
of multilinear evolution. Thus, condensing the opinions of anthropologists Leslie Alvin
White (1975) and Julian Haynes Steward (1972), the change of mentality gradually takes
place in a process of awareness of the need for transformation. From the perspective of the transition to bioeconomy, at national level, we observe the
potential generated by certain industries, specific to the basic sectors, for the production of
biomass, such as agriculture, zootechnics, fish farming, wood processing, secondary sectors
such as bio-industry (i.e. biodegradable plastic products, biofuels), the food industry and
tertiary sectors, interdependent on the first two, such as the chemical and pharmaceutical
industries. The National Strategy for Research, Development and Innovation 2014-2020 identifies, on
the basis of a public consultation, the areas of intelligent specialization for the development
of bio-economy (GD no. 929 / 21.10.2014). There is a constant need for information and
communication on biomass production, support for environmental research and limitation
of certification costs, to increase productivity and competitiveness of sectors with the
potential to generate new, affordable products. 1. Presentation of the management model in the economic literature This contextual, specific
approach is particularly useful in the decision-making process in order to develop a
technology appropriate to the development in the biomass-producing sectors and to assess
the contributions of these sectors to the production of positive externalities on
competitiveness and production in the tertiary sector as well the pharmaceutical industry,
the chemical industry, or the biofuels industry. Nowicki et al. (2007) detailed the economic
analysis at the level of the economic sub-sectors (for example, horticulture as a sub-sector
of agriculture) and, accordingly, the modeling was determined at the level of products that
could contain bio-ingredients. From the perspective of the economic models used in the research work, they can be
classified into dynamic models of general equilibrium applicable to analyze multi-sector
macro interdependencies (i.e. energy ‒ agriculture ‒ bioenergy ‒ bioindustry) developed by
economists such as Poganietz (2000), Van Meijl (2006), Banse et al. (2014), economic
equilibrium models applicable to certain economic sectors (Izaurralde et al., 2012) defined
as partial models and bottom models (Janssen et al., 2010), which respond to contextual
questions related to technological, procedural or behavioral development, studying in detail
the procedural aspects related to the generation of biomass sources, respectively the
production of the economic and ecological effects resulting from these processes , whether
and to what extent they meet these expectations. Temporary definition and location in
geographic space is of particular significance to conceptualize the management model. This
explains why a model performs better in one country than in another or can give clues as to
the evolution of the transition to the bio-economy during a period of time. Research studies conducted in the European Economic Area often have common
benchmarks for contextual analysis. This is largely due to the two projects launched at the
European Union level by the European Commission, which substantiate the framework for
assessing the transition to the bio-economy. The first project was launched in November
2012 and refers to the Analysis Toolbox to respond to the EU's Bioeconomic Strategy
(System Analysis Tool framework for the EU Bio Based Economy Strategy SAT – BBE
within the EU 7th Framework Programme). The first research project makes an inventory Amfiteatru Economic 26 Contributions of the Disciplines Studying the Mechanisms
of Human Behavior at Understanding the Transition to Bioeconomy AE of industries with the potential to generate biomass products and identifies barriers to the
development of the new industry. 1. Presentation of the management model in the economic literature Additional investment is needed in
technology, so as indicated by the data collected in the research (PwC, 2017). According to
the study, the share of GDP gross value added in agriculture is positioning Romania on the
first place in the European Union. Given the large number of nurseries in the agricultural
sector compared to the European average, the productivity of the sector is relatively low. Also, the yield of agricultural production, relative to arable land, is low compared to the
European average due to the fragmentation of agricultural holdings, the level of
professional training of farmers, the low level of capitalization and the regulatory
framework. The conceptual model is essential to manage the transition to the bio-economy
development. The reflective indicators demonstrate the efforts of civil society, the political
and business to meet objectives bioeconomy or sustainable resource management,
development of new technologies for biomass production, support processes to reuse
resources, food security, increase food quality and pharmaceutical, economic and social
prosperity by creating new jobs, developing infrastructure for recycling and, last but not
least, encouraging sustainable consumption patterns. Economic reforms, environment and
research policies adopted, changing forms of organization are necessary elements to turn
negative externalities in the bioeconomy benefits. Vol. 21 • No. 50 • February 2019 27 AE Economic Modeling in the Management of Transition to Bioeconomy 2. Econometric model of the of the behavioral model for the management of transition
to bioeconomy According to the study by Mariusz Maciejczak (2015) on the determinant productive
factors for bioeconomy, it is noted that Romania is the best placed from the EU Member
States to produce biomass from waste. Based on this, we have conducted a case study in the
biomass industry for enterprises active in the agricultural sector, considering the main
biomass sources, namely grain crops. We determine the performance of biomass producers according to the two indicators: the
percentage indicator of the variation of biomass production, based on waste reuse, and the
variation in the rate of revenue from sales of production relative to operating costs. These
will be dependent variables in the model. The independent variables are as following: Innovation, research and development (indicators: investments in biotechnology or
new infrastructure, patents, patents or licenses issued, number of R&D employees, the
existence of biotechnology labels or processed organic products needed to inform
consumers or distributors – i.e. ecolabels); Regulation (public funding programs, tax incentives provided in national legislation,
incentives for investments in the field); Knowledge and skills (no information or communications sent by producers on the
benefits of using biomass within the production-distribution chain, for awareness of the
importance of the field among each participant, no qualified personnel, no training courses
for the training of specialists in the field of bio-economy, no participation in bioeconomy
discussion forums, for transfer of expertise; Motivation of employees to determine the extent to which they are stimulated to
integrate into the workforce, incentives for outstanding performance, motivation for the
transition to bioeconomy; The performance of the production process (the existence of an integrated
management information system, the existence of a circular flow of product reuse, based on
their characteristics, i.e. biodegradable products, reintegrated into agriculture as a resource
for generating new production, product lifetime. The performance of the production process (the existence of an integrated
management information system, the existence of a circular flow of product reuse, based on
their characteristics, i.e. biodegradable products, reintegrated into agriculture as a resource
for generating new production, product lifetime. Contributions of the Disciplines Studying the Mechanisms
of Human Behavior at Understanding the Transition to Bioeconomy AE Energy crops: short rotation woody crops, herbaceous woody plants, herbs, starch
crops (corn, wheat and barley), sugar crops (cane and beet), crop crops (herbs, lucerne and
clover), soybean, sunflower, saffron); Aquatic plants: algae, water weeds, hyacinth water, cane and fats. Biomass is the fourth most important global energy source after coal, oil and natural gas it
is (Ladanai and Vinterback, 2009). Typically, biomass production can be divided into two
categories: bio ENER GIE (the process by which biomass products it is burned to generate
heat and electricity) and biofuels (biomass products are converted into liquid fuel using the
replacement of petroleum products in transport). Agricultural waste is another segment of biomass. Although Romania has a wide variety of
crops, only a few of these are used for energy production, mainly due to the technical
limitations of the conversion process (Colesca and Ciocoiu, 2013). The main sources of
energy from their crop processing: Oilseeds (rape, sunflower and soybean) used for biodiesel production; Oilseeds (rape, sunflower and soybean) used for biodiesel production; Sugar and starch crops used for the production of bioethanol (wheat, corn, corn,
barley, potatoes and sugar beet); Woods (hells) used for heat and energy production. Unfortunately, in Romania there are not many incentives for the use of modern biomass
technologies to transform this into thermal and electrical energy. Thus, the latest available
data indicate a total consumption of 3859 ktone/year, of which 3240 ktone /year consumed
in the old traditional rural stoves and 619 ktone/year in the consumer industry and tertiary
(Bioheat 2016). It terms of bioenergy, Romania has not progressed very much compared to 2007. In 2007
local production of biodiesel and bioethanol started. At the level of 2016, the potential of
biodiesel was of about 400,000 tons/year and 120,000 tons/year for bioethanol (NREAP,
2017). Romania's potential to supply biodiesel production (sunflower, soybeans, rape) was
around 580 thousand tons / year and bioethanol production around 560 thousand tons/year
(consisting of 41 thousand tons / year of corn seeds and 150 thousand tons one / year of
wheat germ) (ENERO, 2017). The most promising way for the production of biofuels is rapeseed (EC, 2003). In 2016,
circus 161.000 tons of biofuels, accounting for 3.2% of total transport fuels (EBRD, 2017)
was produced in Romania. Contributions of the Disciplines Studying the Mechanisms
of Human Behavior at Understanding the Transition to Bioeconomy Directive 2003/30 / EC on the promotion of the use of biofuels or
other renewable fuels for transport was included in the national legislative framework and in
accordance with the law, biofuels shall replace gasoline and gasoline up to 10% by 2020. 2.1. Brief description of the biomass sector in Romania Biomass is part of the alternative energy resources and can be divided into four general
categories: Wastes: agricultural waste, agricultural waste, crop residues, wood waste, urban
wood waste and urban waste; Forest products: wood, wood residues, trees, shrubs and wood scraps, sawdust, bark
etc. from clearing forests; Forest products: wood, wood residues, trees, shrubs and wood scraps, sawdust, bark
etc. from clearing forests; 28 Amfiteatru Economic Contributions of the Disciplines Studying the Mechanisms
of Human Behavior at Understanding the Transition to Bioeconomy 2.2. Research Methodology In order to achieve an economic modeling in the management of the transition to
bioeconomy, the following statistical hypotheses were formulated: H1: The motivation of the employees has a positive impact on organizational
performance; H1: The motivation of the employees has a positive impact on organizational
performance; Vol. 21 • No. 50 • February 2019 29 AE Economic Modeling in the Management of Transition to Bioeconomy H2: The management quality is positively correlated with the organizational
performance; H3: The strategies and the commercial policies have a positive influence on
organizational performance; H4: Operational integrated processes have a positive impact on the organizational
performances; H5: Employees’ motivation is positively related to the performance of the
organization. A survey-based assay was carried out with the help of a questionnaire and the research
hypothesis were tested using Partial Least Square model. Data were processed using the
SmartPLS 3 software (SmartPLS GmbH, Boenningstedt, Germany) (Ringle et al., 2015). The main purpose of its analysis it was the analysis of the transition to bio-economy of
biomass-producing enterprises in Romania. The objective of this study is validating the economic model by analyzing data collected
from Biomass energy sector in Romania. The paper also analyzes the impact of the
econometric model, represented by innovation, regulation, level of knowledge and skills,
production process performance and human factor motivation in the performance of
biomass producers. The data collection was done through a survey which was addressed to employees and
managers in the biomass production sector. Biomass companies were selected in proportion
to their size. The sample chosen was random and the sample size was calculated by
multiplying the number of indicators by 5-10 (Kristensen et al., 2010). Thus, the size of the
sample should have at least 15 indicators × 5 = 75 respondents. The authors collected data
from 90 respondents out of which 80 were valid. The questions were either binary, with
answers (Yes = 1, No = 0), or they used a 7- point Likert scale where the choices ranged
from "very little = 0" to "very much = 1". The questionnaire has been tested several times
to ensure that language, format, and order of questions are appropriate. The following five proxy variables were considered important factors in the implementation
of the model (Table no. 1): innovation in the production process (Malerba, 2002; Mainar-
Causapé et. 2.2. Research Methodology al., 2017), sector level regulation (Crafts, 2006; Mengat et. al., 2018),
knowledge and skills level (Boyatzis, 2006; Müller et. al., 2009), production process
performance and motivation of employees. Table no. 1: Description of the variables in the model
Innovation (INOV)
Inov_1
Existence of investments in biotechnology
Inov_2
Labeling for biotechnology or processed organic products
Inov_3
The existence of patents or license issued
Regulation (REGLEM)
Reglem_1
Funding programs from public funds
Reglem_2
Tax incentives provided for in national law
Reglem_3
Incentives for investment in the field Table no. 1: Description of the variables in the model
Innovation (INOV)
Inov_1
Existence of investments in biotechnology
Inov_2
Labeling for biotechnology or processed organic products
Inov_3
The existence of patents or license issued
Regulation (REGLEM)
Reglem_1
Funding programs from public funds
Reglem_2
Tax incentives provided for in national law
Reglem_3
Incentives for investment in the field Table no. 1: Description of the variables in the model Amfiteatru Economic 30 Contributions of the Disciplines Studying the Mechanisms
of Human Behavior at Understanding the Transition to Bioeconomy AE Knowledge and competences (KNOWLEDGE)
Knowledge_1
Information or communications submitted by producers on the
benefits of using biomass in the production-distribution chain
Knowledge_2
Training courses for the purpose of training specialists in the field of
bioeconomics
Knowledge_3
Participation in bioeconomy discussion forums for transfer of
expertise
Performance of the Production Process (PROD)
Prod_1
The existence of an integrated management information system
Prod_2
The existence of a circular flow of product re-use based on their
characteristics
Prod_3
Product life
Motivation of the employees (MOTIV)
Motiv_1
Motivation employees to determine the extent to which they are
stimulated to integrate into the workforce
Motiv_2
Incentives given for outstanding performance
Motiv_3
Employee motivation for the transition to bio-economy The variables described above will be the independent model latent variables of the model,
while the reflective dependent variable is the "biomass producer performance" determined
by two proxy variables: "percentage change of biomass production based on waste reuse"
and "variation rate of revenue from the sale of production in relation to operating expenses”
(Mohr-Jackson, 1998). The dependent variable together with the independent variables described above lead to the
construction of the structural model that will be tested and validated in the next chapter
(Figure no. 1). Figure no. 2.2. Research Methodology 1: The structural model incorporating the results of managerial decisions
on the transition to bioeconomy
The questionnaires were addressed to both executive and corporate executives in June 2018
and were finalized at the end of July this year. In Table no. 2 show the distribution of
biomass production companies as well as the respondents of the questionnaire. They were
selected in proportion to the distribution of enterprises, thus obtaining a sample
approaching the optimal theoretical combination. Figure no. 1: The structural model incorporating the results of managerial decisions
on the transition to bioeconomy The questionnaires were addressed to both executive and corporate executives in June 2018
and were finalized at the end of July this year. In Table no. 2 show the distribution of
biomass production companies as well as the respondents of the questionnaire. They were
selected in proportion to the distribution of enterprises, thus obtaining a sample
approaching the optimal theoretical combination. Vol. 21 • No. 50 • February 2019 31 AE Economic Modeling in the Management of Transition to Bioeconomy Table no. 2: Distribution of respondents
Producers of Biomass
Sample
SME
82
80
Big Enterprises
8
10
Total
90
90
The analyzed sample consisted of 90 executives and managers from companies operating in
the biomass industry in Romania, stratified by sex, age, income, status and level of
education, directly interviewed directly, the questionnaire containing 20 of questions. Table no. 2: Distribution of respondents
Producers of Biomass
Sample
SME
82
80
Big Enterprises
8
10
Total
90
90 The analyzed sample consisted of 90 executives and managers from companies operating in
the biomass industry in Romania, stratified by sex, age, income, status and level of
education, directly interviewed directly, the questionnaire containing 20 of questions. In the elaboration of the questionnaire the stratified sample method was applied. The data
were collected during June 1 ‒ July 30, 2018, using an open questionnaire and the main
limitation of the data collection process was the lack of co-operation of the individuals
surveyed. The main objectives of the study were: to identify respondents' level of
knowledge regarding bio-economy based on education level, gender, age and interests’
respondents; assessing innovation and R&D in enterprises; determine the degree of
regulation in the sector; assessing the knowledge and skills of employees and assessing the
production process of biomass enterprises in the perspective of the transition to
bioeconomy. Contributions of the Disciplines Studying the Mechanisms
of Human Behavior at Understanding the Transition to Bioeconomy AE 3.1. The measurement model The measurement model was achieved by the convergent and discriminating validity
method. From a statistical point of view, the relation between the reflexive and the dormant
variables can be determined by means of structural equation modeling (SEM): {x = Ψx ϑ + εx
(1)
{y = Ψy η + εy
(2)
where: (1) {x = Ψx ϑ + εx
{y = Ψy η + εy
where: (1)
(2) (2) where: ɳ - endogenous latent variable; ɳ - endogenous latent variable; ϑ - exogenous variable; x and y - observed variables; Ψx and Ψy - matrices of the systems of equations corresponding to latent variables; Ψx and Ψy - matrices of the systems of equations corresponding to latent variables;
εx and εy - the residual variables. εx and εy - the residual variables. εx and εy - the residual variables. 3.1.1. Convergent validity When a latent variable explains a significant part of the variance of its constructs, the
convergent validity must be verified (Nakasul, 2017). The convergent validity is examined
by the extraction of variance indicator (AVE ‒ average variance Extracted), which
measures the variation that a latent variable is capturing its variables associated with the
total variance of the variance, including the variance of the error of measurement (Rust
Huang, 2012). At a level above 0.5, the latent variable explains more than half of the
variance of its latent variables (Čihák et. al., 2013). According to Chin (2010), the variables for which the coefficients are less than 0.5 are
excluded. Thus, the following variables will be excluded from the model: inov_1, inov_3
reglem_1 and reglem_3. These are variables whose coefficients are less than 0.5 in figure no. 2. Model I
Figure no. 2: PLS-SEM Measurement Model 1
Source: Results determined by the authors valuing the SmartPLS 3 software 3. Results and discussions The degree of significance of the conceptual model variables will be verified before the
model is analyzed. This will be done by calculating and interpreting the coefficients
"Dillon-Golstein” and "Cronbach's Alpha" (Tenenhaus et al., 2005). The values of these
indicators can be seen in table no. 3. Table no 3: Reliability and validity of the variables
Construct
Dillon
Golsteins’ rho
Cronbach's
Alpha
Composite
Reliability
AVE
VIF
INOV
1.000
1.000
1.000
1.000
2.221
REGLEM
1.000
1.000
1.000
1.000
1.418
KNOWLEDGE
0.712
0.723
0.821
0.712
1.528
PROD
0.621
0.691
0.679
0.677
2.798
MOTIV
0.678
0.682
0.682
0.651
2.392 Table no 3: Reliability and validity of the variables From the table above, it can be noted that the values associated with the variables in the
model are all greater than 0.7, which is why it can be concluded that all five latent variables
are significant in our analysis. In addition, the collinearity of the latent variables has been
tested. According to Hair et al. (2013) collinearity between independent variables is present
if their VIF values are greater than 5. According to the data in the table, we can conclude
that the exogenous variables in the model are not collinear. The econometric analysis was carried out by the Partial Least Squares ‒ Structural Equation
Modeling (PLS-SEM) method. This consists in the creation of two sub-models, namely the
structural model "internal model" and the measurement model, quantification, "external
model". The PLS-SEM model was chosen because it is more robust than other similar
methods (i.e. CB-SEM), but also less sensitive to small samples, asymmetric distributions
or the presence of multicollinearity (Hair et al., 2013). Amfiteatru Economic 32 Contributions of the Disciplines Studying the Mechanisms
of Human Behavior at Understanding the Transition to Bioeconomy By comparing the square of the correlation coefficients between the latent variables in the
model IU structural and indicator values AVE, discriminant validity is confirmed. Figure no. 3: PLS-SEM Measurement Model 2 Source: Results determined by the authors valuing the SmartPLS 3 software As can be seen from Figure no. 3, all coefficients in the model are greater than 0.5, meaning
that they are significant and valid. Thus, the convergent validity of the model is conformed. Model I Figure no. 2: PLS-SEM Measurement Model 1 Source: Results determined by the authors valuing the SmartPLS 3 software Vol. 21 • No. 50 • February 2019 33 33 AE Economic Modeling in the Management of Transition to Bioeconomy After excluding the above variables from the model, a new model was obtained from the
previous one. By SEM-PLS a second model resulted (Model II), as outlined in Figure no. 3. Model II
Figure no. 3: PLS-SEM Measurement Model 2 Figure no. 3: PLS-SEM Measurement Model 2 3.2. The structural model The structural model (inner model) results from Figure No. 2 in which the relations (path)
of exogenous variables (latent) and endogenous (reflective) are described. The structural
equation (Zhang, 2009) of the model is as follows: η= Γη+Λϕ+ψζ (3)
where: (3) η= Γη+Λϕ+ψζ
where: η= Γη+Λϕ+ψζ where: where: η - vector of latent endogenous variables; ϕ - vector of latent exogenous variables; ψ - vector of residual variables; Γ and Λ - the path coefficient matrices. The structural model is evaluated by the values of the coefficients and the R-square value
(R_squared). According to figure no. 3, the R-square value is 0.668, which means that
about 66.8 % of the variability of biomass producers' performance is explained by the
variability of the model. Moreover, the coefficient values of the structural model are all
positive, which means that the higher the values the latent variables have, the higher the
performance of the manufacturers. Of the five indicators, the variable with the greatest
impact is "performance of the production process" (factor 0.722), followed by "knowledge
and skills" (factor 0.648) and "innovation" (factor 0.641). Organizational performance with
the least impact is given by indicators "degree of regulation of the sector" (factor 0.567)
and "employee motivation" (factor 0.345). Indicators reflect emerge of endogenous variable "performance producers of biomass" have
values over as 0.5. It follows that these variables in the reflective model (prod_var and
income_var) are statistically significant. The high values of the coefficients of the reflexive
variables, i.e. the "change in biomass production (factor 0.956) and the " rate of income
from the sale of production relative to operating costs" (factor 0.652) shows that the
performances of biomass producers are well represented by the two indicators. Multiple
factors, in general, increase reliability and improve the performance of the model compared
to the unique factors. In our model, the dependent variable is composed of two variables
that reflect economic performance, a financial variable, and the other operational variable. In addition, a variable has a higher impact because it has high coefficient values reflecting
more powerful measurement paths. This is also underlined by the high values of the two
coefficients of endogenous variables. Moreover, hypothesis testing their research described it above, it was made a Bootstrap test
on a sample of 300 respondents to generate t-values and standard deviations of the model
parameters. Bootstrapping allows the assignment of precision measurements to the sample
estimates. Contributions of the Disciplines Studying the Mechanisms
of Human Behavior at Understanding the Transition to Bioeconomy AE 3.1.2. Discriminant validity The AVE indicator can be used to verify the discriminatory validity of the model (Fornell
and Larcker, 1981). The authors consider that if the square values of the correlation
coefficients between the latent variables is less than the computed value of AVE (Table no. 4), the discriminant validity is confirmed. Table no. 4: Correlation coefficients between the latent variables
Latent variables
AVE
Square of the corr. coefficients of the latent variables
Inov
Reglem
Knowledge
Prod
Motiv
INOV
1.000
1
REGLEM
1.000
.621
1
KNOWLEDGE
0.712
.679
.512
1
PROD
0.677
.528
.491
.531
1
MOTIV
0.651
.513
.324
.552
.621
1
Source: Data analysis was performed by the authors valuing SmartPLS 2 0 M3 software Amfiteatru Economic 34 34 Contributions of the Disciplines Studying the Mechanisms
of Human Behavior at Understanding the Transition to Bioeconomy
AE Contributions of the Disciplines Studying the Mechanisms
of Human Behavior at Understanding the Transition to Bioeconomy 3.2. The structural model The results are presented in Table no. 5. Vol. 21 • No. 50 • February 2019 35 AE AE Economic Modeling in the Management of Transition to Bioeconomy Table no. 5: Hypothesis testing results
Hypothesis
Path Coef. Std. Error
t-value*
P_value
H1:
INOV
->
Biomass
Prod
Performance
0.643
0.224
3.823
0.013
H2:
REGLEM
->
Biomass
Prod
Performance
0.562
0.369
2.701
0.035
H3: KNOWLEDGE -> Biomass Prod
Performance
0.684
0.172
3.289
0.027
H4:
PROD
->
Biomass
Prod
Performance
0.754
0.131
2.368
0.039
H5:
MOTIV
->
Biomass
Prod
Performance
0.222
0.248
1.234
0.282
Note: *t-value 2.58 (sig. level = 5 %)
Valid hypotheses are those with values of p-value less than 0.05, while the others with p-
values higher than 0.05 are not. Therefore, we can conclude that H1, H2, H3 and H4 are valid
hypotheses, while H5 is not. These results confirm the economic studies according to which
the innovation, the degree of regulation, the level of knowledge and skills and the
production process are significant factors for the performance of biomass producers
(Campbell et al., 2008; Cardenete et. al., 2014), but argues that motivation is an important
factor in the performance of biomass producers (Wagner, 1994; Lewandoski, 2015). Table no. 5: Hypothesis testing results
Hypothesis
Path Coef. Std. Error
t-value*
P_value
H1:
INOV
->
Biomass
Prod
Performance
0.643
0.224
3.823
0.013
H2:
REGLEM
->
Biomass
Prod
Performance
0.562
0.369
2.701
0.035
H3: KNOWLEDGE -> Biomass Prod
Performance
0.684
0.172
3.289
0.027
H4:
PROD
->
Biomass
Prod
Performance
0.754
0.131
2.368
0.039
H5:
MOTIV
->
Biomass
Prod
Performance
0.222
0.248
1.234
0.282
Note: *t-value 2.58 (sig. level = 5 %) Valid hypotheses are those with values of p-value less than 0.05, while the others with p-
values higher than 0.05 are not. Therefore, we can conclude that H1, H2, H3 and H4 are valid
hypotheses, while H5 is not. These results confirm the economic studies according to which
the innovation, the degree of regulation, the level of knowledge and skills and the
production process are significant factors for the performance of biomass producers
(Campbell et al., 2008; Cardenete et. al., 2014), but argues that motivation is an important
factor in the performance of biomass producers (Wagner, 1994; Lewandoski, 2015). 3.2. The structural model In conclusion, we can state that the degree of innovation, the level of regulation in the
sector, the level of knowledge and skills, the performance of the production process have a
positive impact on the performance of biomass producers in Romania. Conclusions Using economic modeling in the management of the transition to bioeconomy with SEM-
PLS structural equations, the paper identifies and then evaluates the relationship between
the determinant characteristics of the conceptual management model of the transition to
bioeconomy and the economic performance of the biomass production companies. The
results indicate that a significant proportion of variability of endogenous variables is
explained by exogenous latent variables. The survey used in our research highlights that integrated business processes used by an
enterprise have a positive impact on performance and sustainable development. Important
factors that converge towards performance regarding innovation of the production process,
the level of knowledge and skills, the performance of the production process and the
motivation of employees. In this context, the significant contributions of management
processes (including surveillance and inspection) lead to an increase in motivation for the
transition to bio-economy of these corporations. This argues the high value of the process-
level coefficients of this model. The econometric analysis has shown that the entrepreneurial confidence in government
policies for the development of bio-economy is very low. We also note that the principle of
Corporate Social Responsibility (CSR) remains an abstract concept without practical Amfiteatru Economic 36 Contributions of the Disciplines Studying the Mechanisms
of Human Behavior at Understanding the Transition to Bioeconomy AE application, as suggested by the modest results obtained for the human factor motivation
indicator. The results of the behavioral model, analyzed through the structural equations modelling,
confirm the conclusions of the studies in the economic literature, emphasizing that
innovation, the level of regulation in the sector, the level of knowledge and skills and the
performance of the production process are determinants of the management of the transition
to the bioeconomy. Some of the recommendations of the Bosman and Rotmans (2016) research study are fully
applicable to Romania as regards the need to develop public-private partnerships to meet
the needs of the transition to bioeconomy. A limitation of this study is given by the relatively small number of respondents to the
survey and by the fact that the paper analyzes a single industry. Other limitations of this
research could be related to the subjective answers of the questioned persons and the
number of constructs and reflective variables. Conclusions These limitations could be overcome in
future research by increasing the sample size and the number of constructs and reflective
variables, as well as introducing open questions in the questionnaire. Additional studies in the field of bioeconomy transition on producer performance should be
extended to other sectors or industries, and research may, as such, include some likely
macroeconomic effects. The analysis could also be developed by analyzing how companies
in the industry have funded their efficiency towards a sustainable development of the
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Fabrication and Characterization of a Nanofast Cement for Dental Restorations
|
BioMed research international
| 2,021
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cc-by
| 8,764
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Research Article
Fabrication and Characterization of a Nanofast Cement for
Dental Restorations Kh. Yousefi,1 H. Danesh Manesh
,1 A. R. Khalifeh
,1 and A. Gholami
2
1Department of Materials Science and Engineering, School of Engineering, Shiraz University, 71348-51154 Shiraz, Iran
2Department of Pharmaceutical Biotechnology, School of Pharmacy, Shiraz University of Medical Sciences, Shiraz, Iran Kh. Yousefi,1 H. Danesh Manesh
,1 A. R. Khalifeh
,1 and A. Gholami
2
1Department of Materials Science and Engineering, School of Engineering, Shiraz University, 71348-51154 Shiraz, Iran
2Department of Pharmaceutical Biotechnology, School of Pharmacy, Shiraz University of Medical Sciences, Shiraz, Iran should be addressed to H. Danesh Manesh; daneshma@shirazu.ac.ir and A. R. Khalifeh; areza1006@gmail.com Correspondence should be addressed to H. Danesh Manesh; daneshma@shirazu.ac.ir and A. R. Khalifeh; arez Received 8 April 2021; Accepted 21 July 2021; Published 10 September 2021 Received 8 April 2021; Accepted 21 July 2021; Published 10 September 2021 Academic Editor: Romeo Patini Copyright © 2021 Kh. Yousefiet 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. This study was aimed at fabricating and evaluating the physical and bioproperties of nanofast cement (NFC) as a replacement of the
MTA. The cement particles were decreased in nanoscale, and zirconium oxide was used as a radiopacifier. The setting time and
radiopacity were investigated according to ISO recommendations. Analysis of color, bioactivity, and cytotoxicity was performed
using spectroscopy, simulated body fluid (SBF), and MTT assay. The setting time of cement pastes significantly dropped from
65 to 15 min when the particle sizes decreased from 2723 nm to 322 nm. Nanoparticles provide large surface areas and
nucleation sites and thereby a higher hydration rate, so they reduced the setting time. Based on the resulting spectroscopy, the
specimens did not exhibit clinically noticeable discoloration. Resistance to discoloration may be due to the resistance of
zirconium oxide to decomposition. Scanning electron microscopy (SEM), X-ray diffraction (XRD), and infrared spectroscopy
(FTIR) examinations of the immersed SBF samples showed apatite formation that was a reason for its suitable bioactivity. The
results of cell culture revealed that NFC is nontoxic. This study showed that NFC was more beneficial than MTA in dental
restorations. Hindawi
BioMed Research International
Volume 2021, Article ID 7343147, 12 pages
https://doi.org/10.1155/2021/7343147 Hindawi
BioMed Research International
Volume 2021, Article ID 7343147, 12 pages
https://doi.org/10.1155/2021/7343147 2. Materials and Methods 2.1. Material. The cement powder used in this study mainly
consists of dicalcium silicate, tricalcium silicate (Sanat
Avaran Vista, Iran), and zirconia that was used as a radiopa-
cifier. Absolute ethanol (molecular weight range 146,000–
186,000 g/mol, degree of hydrolysis > 99:0%; Aldrich, St
Louis, MO) was the solution. Particle size analysis (PSA)
was performed on the cement powders utilizing VASCO Flex
equipment (Cordouan Technologies, Pessac, France). The
morphology of the prime powders was studied with field
emission scanning electron microscopy (FESEM, MIRA3-
TESCAN, Czech Republic). Digital images of the cement samples were also taken
before and after soaking by a digital camera (Canon, EOS
4000D, Japan). Analysis of color was performed using a spec-
trometer (VITA Easyshade Advance 4.0, Germany). Mea-
surement was repeated three times by the same operator
under steady laboratory light. The equipment was calibrated
before each measurement to obtain more accurate results. The difference in color was calculated by the Commission
International Del’eclairage (CIE) system and utilizing the fol-
lowing formula [18]: ΔE =
Δl
ð
Þ2 + Δa
ð
Þ2 + Δb
ð
Þ2
2
!1/2
,
ð1Þ 2.2. Fabrication of Cement. The first step was the preparation
of the NFC powders. To accomplish this, the cement particles
were reduced to nanosize using Wet-Stirred-Media-Milling
(WSMM). The WSMM is performed in a vertical cylindrical
crushing chamber made of polyethylene. The ceramic beads
and cement were added to the grinding chamber. Then, abso-
lute ethanol (99.9%, Merck, Germany) was added to the mix-
ture up to half the volume of the container. Afterward, the
mixture was stirred for 15 hours using a stirrer. The beads
were separated from the solution and mixture using a mesh. For obtaining dry cement, the ethanol was evaporated in a
drying cabinet for 24 hours and at a temperature of 37°C. After the cement powder was dried, zirconia was added to
the cement powder as a radiopacifier. This mixture was
named NFC. The PSA method was utilized to measure final
particle sizes. FESEM was used to observe the morphology
of the prepared NFC powders. ð1Þ where ΔE is the color difference before and after immersion,
Δl shows the change in luminosity, Δa shows the change in
the red-green parameter, and Δb shows the change in the
yellow-blue parameter. 2.6. Bioactivity Property Evaluation. The bioactivity has been
evaluated according to ISO 23317/2014 [19]. 1. Introduction time to avoid being washed away by saliva and reduce the
possibility of the unset material irritating oral tissues. MTA
has been shown to have a long setting time that confers
many difficulties in handling during dental treatment pro-
cesses [7]. The setting time for MTA in normal conditions
is more than 2.5 to 3 hours [8], and in some treatments,
more than one attempt is required to place a final restoration
in a tooth. Researchers have made efforts to decrease the
cement setting time using some additives and new formula-
tions. For instance, several groups have made changes in the
formulations of both the solid and liquid phases of MTA
cement by adding calcium chloride, potassium chloride, or
calcium formate to accelerate the setting time [9, 10]. Using
these solutions as the hydration accelerant may enhance the
biocompatibility but not compromise MTA’s antibacterial
and mechanical properties. Calcium silicate-based cement named MTA was first devel-
oped as a root-end filling material, because of its clinical
characteristics like bioactivity, biocompatibility, low solubil-
ity, adaptation to tooth structures, dimensional stability, and
sealing ability [1–3]. MTA mainly consisted of dicalcium sil-
icate, tricalcium silicate, tricalcium aluminate, and a small
amount of bismuth oxide that has been added for radiopa-
city purposes. The limitations, such as poor handling qual-
ity, low strength, long setting time, discoloration, and
considerable expense, make its use a restoration material
complicated [4, 5]. Dental cements are chemically bonded materials that are
bonded through chemical reactions without the use of a high-
temperature process [6]. One of the most widely used
cements is MTA. MTA is a hydrophilic cement powder that
produces harden compounds when in contact with water. The process is named hardening or setting. A cement dental
filler material should ideally have a relatively short setting The aesthetic appearance of dental treatment is an essen-
tial issue for clinicians and patients, especially in the frontal
part of the mouth. Hence, the color stability of endodontic
materials is considered a critical factor for clinical success 2 BioMed Research International BioMed Research International BioMed Research International [11, 12]. MTA was first introduced in a grey form (GMTA)
[13]. Discoloration has been reported as the primary problem
connected to this dental material. 1. Introduction After viewing the tooth dis-
coloration caused by gray MTA, white MTA (WMTA) with
reduced Al2O3, MgO, and FeO was developed with an off-
white color to overcome this shortcoming [14]. However,
several studies reported that tooth discoloration was induced
even by WMTA. Marciano et al. reported that bismuth
oxide’s tangency with sodium hypochlorite (NaClO) leads
to discoloration of ProRoot WMTA and suggested tangency
should be avoided [15]. Many efforts have been carried out to
find an alternative for bismuth oxide as a radiopacifier. Two
products named ENDOCEM and Retro MTA were intro-
duced by Kim et al. in which bismuth oxide has been replaced
by zirconium oxide [16]. Although the producers claim that
these sealer materials do not cause discoloration, there is no
evidence to support their claim. the obtained pastes were molded in silicone molds and
allowed to set for color stability, bioactivity, toxicity, and
radiopacity examinations. The material processing is sche-
matically shown in Figure 1. 2.4. Setting Evaluation. The NFC setting behavior was inves-
tigated according to ISO 6876/2012 [17]. The freshly pre-
pared cement pastes were molded in a stainless steel mold. Then, the samples were incubated under a temperature of
37°C and about 95% relative humidity. Afterward, a flattened
indenter with 1 mm diameter and a 400 g load was perpen-
dicularly dipped into the paste surface. The process was
repeated every 60 seconds. The final setting time was
recorded when the indenter was not capable of producing
an indentation. 2.5. Evaluation of Color Stability. One of the aims of this
research was to investigate the color stability of the NFC. To do so, the prepared cement pastes were formed in a cylin-
drical silicon mold 10 mm in diameter and 2 mm high. The
setting time was 24 hours at 100% humidity and 37°C. The
cement samples were then dried and tested. Afterward, the
samples were immersed in color stability solutions for 24
hours. The solutions included water (H2O), sodium hypo-
chlorite solution (NaClO), and hydrogen peroxide (H2O2). This research was aimed at developing a novel cement
base dental material with a short setting time and resistance
to discoloration. Additionally, the bioactivity, toxicity, and
radiopacity of the acquired cement were examined. 2. Materials and Methods The samples of
this examination were 10 mm in diameter and 2 mm in
length. After setting, the prepared samples were immersed
in simulated body fluid (SBF) for 1 and 14 days. SBF is a solu-
tion with an ion composition close to that of the human
blood plasma buffered at physiological temperature and
pH 7.40 with HEPES/NaOH [20]. The chemical composition
of the human blood plasma and SBF is given in Table 1. 2.3. Paste Preparation and Molding. In this stage, the nanoce-
ment powders were mixed with distilled water, and the mix-
ture was gently stirred using a spatula for 30 seconds to
attain a homogenous and deformable paste. The prepared
paste was used to study the setting behavior. Afterward, 2.6.1. Phase Evaluation and Microstructural Characterizations. The prime NFC nanocomposite samples and tested samples
in SBF were analyzed using X-ray diffraction (XRD) to find
the crystalline phases. The XRD patterns were obtained using
a diffractometer (D8 Advance Model, Bruker, Germany) 3 BioMed Research International 3 Radiopacity
Color stability
Testing
Molding
Molding
Setting behavior
Testing
Paste
Liquid
Bioactivity
MTT assay
Powder preparation
Figure 1: The material processing flow chart. Radiopacity Color stability Molding Figure 1: The material processing flow chart. Table 1: Ion concentration (mM) in simulated body fluid in comparison with blood plasma [21]. Formulation
Na+
K+
Ca2+
Mg2+
Cl-
HCO3-
HPO4
2-
SO4
2-
Human blood plasma
142
5
2.5
1.5
103
27
1
0.5
SBF
142
5
2.5
1.5
147.8
4.2
1
0.5 using Cu-kα radiation at a wavelength of 1.5 A in the 2θ
range of 20°-60°. Identification of patterns was performed
utilizing JCPDS reference cards and X’Pert HighScore soft-
ware. The surfaces of samples before and after immersion
in SBF were analyzed using scanning electron microscopy
(SEM TESCAN-Vega 3, TESCAN, Czech Republic). The
samples were coated with a thin layer of gold (Sputtering
coating Q150R-ES, Quorum Technologies, England) for bet-
ter electrical conductivity. The samples were then viewed
under the SEM operating at 15 kV. Energy-dispersive spec-
troscopy (EDS) analysis was performed with a spectrometer
(RONTEC, USA) to find elemental distribution through the
microstructures. cells a stable state. After 24 hours, the culture medium was
replaced with the culture medium containing each of the
NFC samples at concentrations of 500, 200, 100, 50, 10, and
1 μg/mL, and the plate was returned to the incubator. 2. Materials and Methods To
the control well (positive control), the cell culture free of
NFC was added. The well free of the cell culture was consid-
ered as a witness sample (negative control). After 24 hours,
the culture medium was discharged and replaced with
30 μL of MTT medium (4 mg/mL). The plate was incubated
for 3 hours, and after charging 100 μL of dimethyl sulfoxide
(DMSO), it was added to the wells. The plate was shaken
for one minute and was incubated for another 10 minutes
to dissolve the crystals in DMSO completely. Finally, the
absorption of each well was measured by a microplate reader
at a wavelength of 570 nm. The cell viability was measured
using the following formula [21]: 2.6.2. Fourier Transform Infrared Spectroscopy (FTIR). To
determine the present compounds on the surfaces of sam-
ples, FTIR spectra were obtained for NFC samples before
and after soaking in SBF using a Tensor II Spectrometer
(Germany) and MAUNA-IR 750 equipment. Spectra were
acquired in transmission mode in the frequency range of
400 to 4000cm−1. Viability %
ð Þ = At −Ab
Ac −Ab
× 100,
ð2Þ ð2Þ where At, Ab, and Ac are absorbance in the test well, absor-
bance in the witness well, and absorbance in control well,
respectively. 2.7. Cytotoxicity Assessment. The cytotoxicity of NFC was
investigated by MTT assay on the periodontal liga-
ment(PDL), according to Abbaszadegan et al. [22]. In this
method, 106 cells were suspended in 15mL of RPMI%
medium containing 10% FBS (Fetal Bovine Serum) and
transferred by a sampler, 100μL cell suspension to a 96-
well plate, thereby sowing 106 cells. The plate was then incu-
bated in an incubator containing 5% CO2 at 37°C to give the 2.8. Radiopacity. Radiopacity is a crucial physical characteris-
tic that is desired to cement to be identified in the root canal. To evaluate the radiopacity property of the NFC, samples
were prepared according to the recommendation of ISO
6876/2012 [17]. To accomplish this, the NFC was com-
pressed into a ring-shaped mold with an internal diameter BioMed Research International 250
200
150
100
50
0
20
30
40
C3S
C3S
C3S
CS
C2S
ZrO2
ZrO2
ZrO2
ZrO2
50
60
2𝜃 (degree)
a.u
Figure 2: The XRD pattern of the primer powder. Figure 2: The XRD pattern of the primer powder. 3.2. Setting Behavior of the Cement Pastes. 2. Materials and Methods In the present study, SPSS IBM sub-
sidized software was used to analyze the data. To evaluate the
results of biological experiments, the data was displayed in
each group as mean ± standard deviation. A significant dif-
ference between mean groups was analyzed by one-way
ANOVA analysis and then Tukey test. In all experiments,
an average of 3 measurements was used for each group, and
a significant level in all statistical tests (P) was considered less
than 0.05. 3.4. In Vitro Bioactivity Test. In vitro bioactivity tests of the
nanocement were performed by immersion of NFC samples
in SBF at 36.5°C for 0, 1, and 14 days. After soaking in SBF,
the development of HA on the surface of nanocement was
investigated using phase evaluation, EDX analysis, and
microstructural investigation. 2. Materials and Methods The setting behav-
ior of the cement before milling (primary cement) and
after milling (NFC) is presented in Table 2. It can be seen
that the final setting time of the cement pastes significantly
dropped from 65 to 15 min (more than 4 times reduction)
when the particle sizes decreased from 2723 nm to 322 nm. of 10 mm and a height of 1.0 mm. Then, the samples were
kept in an incubator at a temperature of 37°C for 24 hours
and under a relative humidity of over 95%. Three specimens
of the cement were made for the radiopaque measuring. The
samples’ radiography was performed along with an alumi-
num step wedge that was used as a reference. The radio-
graphs were taken using a dental X-ray system (Gilardoni
S.P.A, Italy) operating at 60kV and 4 mA. The exposure time
for each examination was 0.3 min, and the target-film dis-
tance was 30cm. A photographic densitometer (Macbeth
Model, Italy) was used to control the density of the radio-
graphic images. The significant reduction in the NFC setting compared to
the primary cement is mainly related to the effect of particle
size. The particles’ fineness produces more surfaces to carry
out hydration reactions [23] and causes a higher hydration
rate in NFC. The mechanism is modeled in Figure 4. 3.3. Evaluation of Color Stability. Evaluation of color stability
has been done utilizing visual inspection and spectrometry
examination. Figure 5 displays the digital images of NFC
samples before and after soaking in different solutions. The
digital images show that the samples’ color did not change
in distilled water, H2O2, and NaClO. The color changes of
samples were obtained by the spectrometer and are plotted
in Figure 6. The results confirmed that the solutions did not
cause realizable discoloration on the NFC samples. The spec-
trometry examination shows that ΔE values for NFC are
always lower than 5. 2.9. Statistical Analysis. In the present study, SPSS IBM sub-
sidized software was used to analyze the data. To evaluate the
results of biological experiments, the data was displayed in
each group as mean ± standard deviation. A significant dif-
ference between mean groups was analyzed by one-way
ANOVA analysis and then Tukey test. In all experiments,
an average of 3 measurements was used for each group, and
a significant level in all statistical tests (P) was considered less
than 0.05. 2.9. Statistical Analysis. 3. Results Figure 8(a) shows the spectra of samples before
immersion in SBF. The peaks observed at 430, 502, and
2913 cm−1 correspond to zirconia. Si-O tensile oscillations
caused an adsorption band around 990 cm−1 in C-S-H gel,
and the peaks around 1488 and 2359 cm−1 are related to
those oscillations in the carbonate groups. The broad signals
around 3430 cm−1 are due to H-O oscillations in water and
calcium hydroxide. compound are weakly observed at angles of 32.4°, 32.9°, and
46.2°. The C-S-H gel, due to its mainly amorphous structure,
exhibits weak peaks in the XRD patterns. The diffraction pat-
terns of zirconium oxide were specified at 2θ = 24°, 28°, 31.3,
and 50.3°. Table 2: Comparison of setting time of the primary cement, NFC,
and MTA. Material
Initial setting
time (min)
Final setting
time (min)
Primary cement
10
65
NFC
5
15
MTA [8]
40
175 Material
Initial setting
time (min)
Final setting
time (min)
Primary cement
10
65
NFC
5
15
MTA [8]
40
175 Figure 8(b) presents the FTIR spectra of the samples after
soaking in SBF. In this sample, besides the sample peaks
before immersion (Figure 8(a)), bands at about 961 cm−1
appear (PO4) that may indicate apatite formation on the sur-
face of samples [27, 28]. The results attained utilizing FTIR
analysis correspond to those taken by X-ray diffraction. compound are weakly observed at angles of 32.4°, 32.9°, and
46.2°. The C-S-H gel, due to its mainly amorphous structure,
exhibits weak peaks in the XRD patterns. The diffraction pat-
terns of zirconium oxide were specified at 2θ = 24°, 28°, 31.3,
and 50.3°. compound are weakly observed at angles of 32.4°, 32.9°, and
46.2°. The C-S-H gel, due to its mainly amorphous structure,
exhibits weak peaks in the XRD patterns. The diffraction pat-
terns of zirconium oxide were specified at 2θ = 24°, 28°, 31.3,
and 50.3°. compound are weakly observed at angles of 32.4°, 32.9°, and
46.2°. The C-S-H gel, due to its mainly amorphous structure,
exhibits weak peaks in the XRD patterns. The diffraction pat-
terns of zirconium oxide were specified at 2θ = 24°, 28°, 31.3,
and 50.3°. The XRD results of hydrated NFC after immersion in
SBF are presented in Figure 7(b). 3. Results 3.1. Material Characteristics. Phase analysis has been done to
find components of the prime cement powders. The XRD
patterns of the powders are given in Figure 2. The results
indicated that the prime powders consist of dicalcium silicate
(C2S), tricalcium silicate (C3S), and zirconia (ZrO2). The
FESEM images of primary cement and developed cement
powders via the WSMM process (NFC) are shown in
Figure 3. Microsized cement powders have been transformed
into nanoparticles by WSMM (Figures 3(a) and 3(b)). The
average particle size of the primary cement and NFC was
measured through the PSA method. The results are pre-
sented in Figure 3(c). The PSA analysis indicated that the
mean particle size of the primary cement was 2723 nm. The
measurements revealed that the cement particle sizes were
reduced to 322 nm after WSMM operation (Figure 3(d)). 3.4.1. Phase Evaluation. Figure 7 shows the XRD results of
the hydrated NFC before and after 14-day immersion in
SBF. The XRD results of hydrated NFC before immersion
in SBF are presented in Figure 7(a). As illustrated, the
hydrated NFC consists of di- and tricalcium silicate, calcium
hydroxide, and C-S-H gel. Dicalcium silicate and tricalcium
silicate, the prime components of the cement that has not
been involved in hydration reactions, exhibit strong multi-
peaks at 29.42°, 32°, 41°, and 46.24°. Calcium hydroxide and
C-S-H gel are hydration products. The calcium hydroxide
peak is clear at 34.1°. The characteristic peaks of the C-S-H 5 5 BioMed Research International (b)
(b) (a)
(a)
(b)
(b)
16.00
(c)
q (%)
0.0
1.0
10.0
100.0
1000
6000
0.0
Undersize
100.0
Diameter (nm)
(c)
q (%)
0.0
32.00
(d)
0.0
Undersize
100.0
1.0
10.0
100.0
1000
6000
Diameter (nm)
(d)
Figure 3: FESM image and particle distribution of the primary cement (a, c), FESM image, and particle distribution of the NFC (b, d). (a)
(a) (b) (a) (b) (a) q (%)
0.0
32.00
(d)
0.0
Undersize
100.0
1.0
10.0
100.0
1000
6000
Diameter (nm)
(d) 16.00
(c)
q (%)
0.0
1.0
10.0
100.0
1000
6000
0.0
Undersize
100.0
Diameter (nm)
(c) Undersize q (%) (d) (c) Figure 3: FESM image and particle distribution of the primary cement (a, c), FESM image, and particle distribution of the NFC (b, d). Figure 3: FESM image and particle distribution of the primary cement (a, c), FESM image, and particl pattern of the NFC before and after soaking in SBF was
obtained. 3. Results The XRD pattern of this
sample is similar to that of NFC before immersion in SBF
(Figure 7(a)), except that the new peak of hydroxyapatite
appears at 2θ = 25:8° and 32.1° [25, 26]. The XRD pattern
of pure hydroxyapatite (Figure 7(c)) confirms this issue. The hydroxyapatite has a similar composition to bone tissue,
and the mechanism of its formation will be explained later. 3.4.3. Microstructural Analysis. Figure 9 shows the SEM
images of setting samples before and after soaking in SBF
for 1 and 14 days. The microstructure of the NFC before
immersion is presented in Figure 9(a). As shown, the micro-
structure consists of a C-S-H matrix, calcium hydroxide crys-
tals, and some pores. These components are products of
hydration reactions. Zirconia particles interlocking with the
hydration products also are observed in the picture. Figure 9(b) is the SEM image of NFC being immersed in
SBF for one day. Nucleation and formation of the apatite
on the sample surfaces are visible in the pictures, but it is 3.4.2. FTIR Analysis. To further detect compounds in the
cement and prove the hypothesis that the phase formed on
the NFC samples is HA, the infrared Fourier spectroscopy BioMed Research International 6 Unhydrated cement
Hydrated cement
Cement
Hydration
products
Capillary
porosity
(a)
Hydrated NFC
Unhydrated NFC
(b)
Figure 4: Hydration of primary cement (a) and NFC (b). Unhydrated cement (a) (b) Figure 4: Hydration of primary cement (a) and NFC (b). 3.4.4. EDX Analysis. For more clarification, EDX analysis has
been carried out on the cement samples. The results of the
elemental EDX analysis of the NFC before and after 1- and
14-day immersion in SBF are shown in Figures 9(a)–9(c). Calcium, silicon, oxygen, and zirconium were found on the
samples not immersed in SBF (Figure 9(a)). For the samples
immersed in SBF, the results were similar to those of the sam-
ples before immersion. The difference is that the elements of
calcium and phosphorus were also seen in the EDX analysis
(Figures 9(b) and 9(c) for 1- and 14-day immersion, respec-
tively), indicating possible apatite growth. Calcium and phos-
phorus concentration originating from the SBF increased
considerably over time, as is seen in Figures 9(b) and 9(c). Dry
H2O
NaCIO
H2O2
(a)
(b)
Figure 5: Digital images of (a) NFC and (b) MTA [24] before and
after soaking in various solutions. 3.5. Cytotoxicity. 3. Results According to the American Association of
Endodontist’s recommendations, using a new dental material
should be based on biological and clinical principles. An end-
odontic material must be tested biologically by in vitro exam-
inations before implantation in the body to minimize its
detrimental effects. Also, biomaterials that will be in perma-
nent contact with the body tissues should display low cyto-
toxicity. The MTT assay is a proper method for assessing
cell viability and determination of biomaterial toxicity [29]. The process is based on mitochondrial activity and the
metabolism of cells. In this work, the proliferation/viability
of MCF-7 cells was evaluated by the MTT assay, and the
results are presented in Figure 10. These results are for the
concentration of the cement nanoparticles in the range of
1–500 μg/mL in wells containing the MCF-7 cells and over (b) (a) Figure 5: Digital images of (a) NFC and (b) MTA [24] before and
after soaking in various solutions. not significant. Figure 9(c) presents the microstructure of
NFC immersed in the SBF for 14 days. The picture shows
that maintaining the NFC for 14 days in SBF led to the devel-
opment of significant apatite values on the cement surfaces. BioMed Research International 7 25
20
15
10
5
0
H2O
H2O2
NaCIO
2.3
4.9
3.0
0.4
17.2
20.0
𝛥E
NFC
MTA
Figure 6: Discoloration of NFC and MTA [24] after soaking in
H2O, H2O2, and NaClO. C3S + H2O ⟶C −S −H + Ca OH
ð
Þ2
C2S + H2O ⟶C −S −H + Ca OH
ð
Þ2
ð3Þ 25
20
15
10
5
0
H2O
H2O2
NaCIO
2.3
4.9
3.0
0.4
17.2
20.0
𝛥E
NFC
MTA ð3Þ As hydration reactions progress, the hydrated calcium
silicate gel polymerizes and converts to a solid network. The gel is relatively impermeable to water, and so it slows
down of further reactions [33]. Nanoparticles provide large
surface areas and nucleation sites thereby stimulating the
hydration reactions [34]. At the same time, the milling pro-
cesses create more reactive surfaces [34]. This has facilitated
the progress and completeness of the hydration reactions as
schematically shown in Figure 4. Discoloration: the results of experiments revealed that the
NFC is resistant to discoloration in contact with H2O,
NaClO, and H2O2 solutions. 3. Results Comparison of the results with
Keskin et al.’s experiments [24] on MTA in similar condi-
tions showed that NFC exhibited higher resistance to color
change compared to MTA. The resistance to discoloration
is more pronounced when comparing NFC and MTA in con-
tact with NaClO solution. No color change is seen for NFC in
contact with NaClO, while it led to severe discoloration of
MTA (Figures 5 and 6). The resistance of the NFC to discol-
oration is related to the use of zirconia instead of bismuth
oxide as a contrasting substance. Marciano suggested that
discoloration of MTA in the presence of NaClO is due to a
change from bismuth oxide to bismuth metal, which is inher-
ently black [35]. It seems zirconia is stable in contact with
NaClO and is more suitable for endodontic applications than
bismuth oxide. The exact mechanism of its color stability
needs further investigation. Figure 6: Discoloration of NFC and MTA [24] after soaking in
H2O, H2O2, and NaClO. 24 hours. Although the viability percentage declined from
92% to about 63% by raising the concentration from 1 to
500 μg/mL, the viability is acceptable. The results revealed
that in dilute solution (concentration below 100 μg/mL),
the NFC is nontoxic; in moderate concentration (between
100 and 200 μg/mL), the NFC is nearly nontoxic; and in
high concentrations (500 μg/mL), the NFC is slightly toxic. The improvement in the viability of cells in low concentra-
tions of NFC may be due to reduced toxic compounds in
the cement. 24 hours. Although the viability percentage declined from
92% to about 63% by raising the concentration from 1 to
500 μg/mL, the viability is acceptable. The results revealed
that in dilute solution (concentration below 100 μg/mL),
the NFC is nontoxic; in moderate concentration (between
100 and 200 μg/mL), the NFC is nearly nontoxic; and in
high concentrations (500 μg/mL), the NFC is slightly toxic. The improvement in the viability of cells in low concentra-
tions of NFC may be due to reduced toxic compounds in
the cement. g
Bioactivity: the SBF test of the NFC was performed in this
investigation for the evaluation of bioactivity behavior. Apa-
tite precipitation on the NFC confirmed by XRD, SEM, and
EDX examinations was a strong reason for its proper bioac-
tivity. In explaining this issue, we look at how the body reacts
to an external implant. 3. Results Generally, implantation of a biomate-
rial in the human body may be confronted with four types of
reactions: nearly inert, porous, restorable, and bioactive [36,
37]. In a bioactive material, interfacial bonding of biomaterial
and bones is created via ion-exchange processes between the
implant and surrounding body fluids [38]. The process
causes the development of a biologically active component
named apatite on the implant surface, similar to the mineral
phase in bone concerning chemical and crystallographic
characteristics [39, 40]. The XRD, FTIR, and EDAX exami-
nations detected the formation of the apatite on the speci-
mens. The mechanism’s action can be explained as follows: 3.6. Radiopacity. Radiopacity is a crucial physical characteris-
tic needed in restorative dental materials. A minimal radio-
pacity value is required for the sealer material to be
detected in the root canal and allows the dentist to correct
filling failures before final treatment. To understand the qual-
ity of zirconium oxide in cement detection in restorative den-
tal radiography, the NFC’s radiopacity was obtained. According to the results, the NFC has a radiopacity equiva-
lent to 3.3 mm Al. It is higher than the minimum require-
ments of dental restorative materials, as stated in ISO
6876/2012 [17]. 3.6. Radiopacity. Radiopacity is a crucial physical characteris-
tic needed in restorative dental materials. A minimal radio-
pacity value is required for the sealer material to be
detected in the root canal and allows the dentist to correct
filling failures before final treatment. To understand the qual-
ity of zirconium oxide in cement detection in restorative den-
tal radiography, the NFC’s radiopacity was obtained. According to the results, the NFC has a radiopacity equiva-
lent to 3.3 mm Al. It is higher than the minimum require-
ments of dental restorative materials, as stated in ISO
6876/2012 [17]. 4. Discussion Setting behavior: the setting time of NFC was measured about
15 min that is about 4 times shorter than the prime cement
and by about 15 times shorter than MTA that was reported
by AlAnezi [8] as is given in Table 2. The considerable reduc-
tion in the setting time by decreasing the particle sizes can be
explained through the hydration reaction mechanisms. The
cement consists of tricalcium silicate and dicalcium silicate
that react with water to form a basic solution containing
OH-, Ca2+, and silicate ions [30]. Due to reactions of these
anions and cations in the solution, hydrated calcium silicate
gel (C-S-H) and calcium hydroxyl form on the surface of
cement particles. The reactions can be expressed as [31, 32] As soon as NFC is immersed in SBF, a solid-liquid inter-
face is created between the cement and solution, and hydro-
lysis occurs soon after [41, 42]. Ion exchanges are started
between hydration products or C3S and C2S, where Ca2+
from the cement exchange with H+ from the aqueous solu-
tion form a solid-liquid interface. As a result of the reaction
of Ca2+ ions with hydroxyl ions derived from water calcium
hydroxide or portlandite, the alkaline condition was created. Cation exchange increases OH- concentration of the solu-
tion, and so the surfaces of calcium silicate particles were sur-
rounded by the hydroxyl ions of the solution [43]. Another BioMed Research International 8 8 400
350
300
ZrO
HA
HA
2
ZrO2
C3SZrO2
Ca(OH)2
C3S
C2S
ZrO2
(a)
(b)
(c)
250
200
150
100
50
0
20
25
30
35
40
45
50
55
60
2𝜃 (degree)
a.u
Figure 7: The XRD pattern of (a) NFC before soaking in SBF, (b) NFC after soaking in SBF for 14 days, and (c) pure hydroxyapatite. 400
350
300
ZrO
HA
HA
2
ZrO2
C3SZrO2
Ca(OH)2
C3S
C2S
ZrO2
(a)
(b)
(c)
250
200
150
100
50
0
20
25
30
35
40
45
50
55
60
2𝜃 (degree)
a.u
Figure 7: The XRD pattern of (a) NFC before soaking in SBF, (b) NFC after soaking in SBF for 14 days, and (c) pure hydroxyapatite. Figure 7: The XRD pattern of (a) NFC before soaking in SBF, (b) NFC after soaking in SBF for 14 days, and (c) pure hydroxyapatite. 4. Discussion Good adaptation and sealing capability of the
cement sealer play a crucial role in successfully filling the ≡SiO−+ Ca2+ ⟶≡SiO−⋯Ca2+
ð5Þ ð5Þ 9 9 BioMed Research International cement dentin interface and preventing the risk of
effect of bismuth oxide on the body of osteoblast l
keV
10.000
5000
4000
3000
2000
1000
0
0
5 𝜇m
CaK𝛼
OK𝛼
CaL𝛼
CK𝛼
AIK𝛼
NaK𝛼
SiK𝛼
ZrL𝛼
ZrL𝛽
CaK𝛽
(a)
(a)
ZrL𝛼
MgK𝛼
NaK𝛼
PK𝛼
SiK𝛼
AIK𝛼
ZrL𝛽
PK𝛽
CaK𝛽
keV
10.000
0
0
1000
2000
3000
4000
5000
(b)
5 𝜇m
OK𝛼
CaL𝛼
CK𝛼
CaK𝛼
(b)
4000
OK𝛼
CaK𝛼
ZrL𝛽
ZrL𝛼
SiK𝛼
MgK𝛼
CaL𝛼
PK𝛽
PK𝛼
CaK𝛽
AIK𝛼
CK𝛼
3500
3000
2500
2000
1500
1000
500
0
0
keV
10.000
5 𝜇m
(c)
(c)
M image and EDX analysis of the sample before soaking in SBF (a), after soaking in SBF for 1 day (b), and after soaking i ke
10.000
5000
4000
3000
2000
1000
0
0
CaK𝛼
OK𝛼
CaL𝛼
CK𝛼
AIK𝛼
NaK𝛼
SiK𝛼
ZrL𝛼
ZrL𝛽
CaK𝛽
(a) 5 𝜇m
(a) (a) (a) ZrL𝛼
MgK𝛼
NaK𝛼
PK𝛼
SiK𝛼
AIK𝛼
ZrL𝛽
PK𝛽
CaK𝛽
keV
10.000
0
0
1000
2000
3000
4000
5000
OK𝛼
CaL𝛼
CK𝛼
CaK𝛼
(b) (b)
5 𝜇m (b) (b) 4000
OK𝛼
CaK𝛼
ZrL𝛽
ZrL𝛼
SiK𝛼
MgK𝛼
CaL𝛼
PK𝛽
PK𝛼
CaK𝛽
AIK𝛼
CK𝛼
3500
3000
2500
2000
1500
1000
500
0
0
keV
10.000
5 𝜇m
(c)
(c) 4000
OK𝛼
CaK𝛼
ZrL𝛽
ZrL𝛼
SiK𝛼
MgK𝛼
CaL𝛼
PK𝛽
PK𝛼
CaK𝛽
AIK𝛼
CK𝛼
3500
3000
2500
2000
1500
1000
500
0
0
5 𝜇m
(c)
(c) 0
OK𝛼
CaK𝛼
ZrL𝛽
ZrL𝛼
SiK𝛼
MgK𝛼
CaL𝛼
PK𝛽
PK𝛼
CaK𝛽
AIK𝛼
CK𝛼
0
0
0
0
0
0
0
0
0
keV
10.000
(c) (c) (c) Figure 9: SEM image and EDX analysis of the sample before soaking in SBF (a), after soaking in SBF for 1 day (b), and after soaking in SBF for
14 days (c). effect of bismuth oxide on the body of osteoblast-like cells
while placed aside dicalcium silicate cement [53, 54]. Studies
have shown that bismuth oxide also enhances the cytotoxic-
ity in dental pulp cells when added to Portland cement as a
radiopacifier. On the other hand, studies have revealed that
the body system response to zirconia is nearly neutral. There-
fore, the use of zirconia in NFC makes it preferable to MTA
concerning its low cytotoxicity. 4. Discussion 4000
3600
3200
2800
2400
2000
1600
PO4
Si-O
CO3
Si-O
ZrO2
OH
(a)
(b)
ZrO2
1200
800
400
Wave number (cm –1)
0 day
14 days
Figure 8: FTIR pattern of the NFC (a) before and (b) after soaking in SBF. Figure 8: FTIR pattern of the NFC (a) before and (b) after soaking in SBF. It is a double layer with an equal opposite charge, which
provided suitable conditions for deposits of other substances. On the other hand, the SBF solution contains PO4
3- that is
hydrolyzed as follows [46]: result of hydrolysis is the SiO4
4- group that in alkaline condi-
tions developed calcium silicate hydrate phase with amor-
phous microstructure on the surface of the cement [44]. The calcium silicate hydrate is porous water containing sili-
cate gel film consisting of silanol or Si-OH groups. After-
ward, the Si-OH group in the calcium silicate hydrate phase
loses a proton H+ in an alkaline environment, producing a
negatively charged surface with the SiO- functional group
as [45] H2O + PO3−
4 ⟶≡HPO2−
4 + OH−
ð6Þ ð6Þ Immersion of calcium silicate in a phosphate-containing
solution, SBF, which includes hydrolyzed HPO4
2-, results in
electrostatic interactions between HPO4
2- and Ca2+ on the
surfaces of the cement, and it produces inhomogeneous
nucleation of apatite as [47] ≡SiOH + H2O ↔≡SiO−+ H3O+
ð4Þ ð4Þ The produced negative functional group attracts the pos-
itive calcium ions released in solution under electrostatic
interactions, causing the increase of cations on the cement
surfaces [46]: ≡SiO−⋯Ca2+ + HPO2−
4 ⟶≡SiO−⋯Ca2+ ⋯HPO2−
4
ð7Þ ð7Þ The formation of apatite on the cement is a reason for its
proper adaptation of the NFC in the root canal of the tooth
[48, 49]. 4. Discussion gaps at the cement-dentin interface and preventing the risk of
restoration failure causing bacterial microleakage and subse-
quent clinical problems [50, 51]. The growth of apatite also
indicates the high activity of this dental material in the body
environment [52] and can be considered as a regenerated
material for future investigations. Cytotoxicity: this in vitro study showed that the ability of
NFC to induce promotion in cell culture is significant. In this
novel material, we replaced bismuth oxide with zirconia as a
radiopacifier. Investigations revealed the likely cytotoxic Radiopacity: defects in sealer materials should be well
detected on the radiographic films to prevent the saliva from BioMed Research International 10 0
500
200
100
50
10
1
Concentration (𝜇g/ml)
20
40
60
80
62.7
82.1
88.9
87.17
86.5
92.154
100
120
Viability (%)
Figure 10: The cytotoxic effects of NFC on MCF-7 cell lines cells
under different concentrations. size has been reduced to nanosize via WSMM processes. The final setting time of the developed cement considerably
reduced from 65 to 15 min by reducing particle sizes from
2723 nm to 322 nm. The discoloration of NFC was investi-
gated via spectroscopy examination. It was found that the
combination of NFC/zirconia represents acceptable discolor-
ation. The phase evaluation and FTIR examination revealed
the formation of hydroxyapatite on the soaked samples in
SBF for 1 and 14 days. The hydroxyapatite was also detected
in microstructural observations. This is evidence of the favor-
able bioactivity and biocompatibility of the NFC. The cyto-
toxicity of NFC was investigated by MTT assay on the
MCF-7 cell line. NFC showed a positive biological property
and may be a safe choice for restoration treatment. The
radiopacity of the NFC/zirconia dental material was exam-
ined using a radiographer. It was found that zirconia pro-
vides a radiopacity corresponding to 3.3 mm/Al and meets
the standard requirements. Figure 10: The cytotoxic effects of NFC on MCF-7 cell lines cells
under different concentrations. penetrating and causing infection. Radiopacity examination
reveals that defects in combination of NFC/zirconia are well
recognizable. Zirconium oxide is used as a radiopacifier in
NFC contrary to MTA where bismuth oxide is considered
for such performance. The idea for such choice might be
due to some investigations which revealed that zirconium
oxide presents biocompatible behavior and is shown as a
bioinert material with desirable corrosion resistance and
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Classroom Assessment Techniques: An Assessment and Student Evaluation Method
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Creative Education
2012. Vol.3, Special Issue, 903-907
Published Online October 2012 in SciRes (http://www.SciRP.org/journal/ce) Creative Education
2012. Vol.3, Special Issue, 903-907
Published Online October 2012 in SciRes (http://www.SciRP.org/journal/ce) http://dx.doi.org/10.4236/ce.2012.326136 http://dx.doi.org/10.4236/ce.2012.326136 Assessment Assessment can provide a framework for sharing educational
objectives with students and for mapping their progress. For
these reasons there is strong support for assessment to be part
of the learning process (Dochy & McDowell, 1997). In general,
assessment is divided into two concepts: formative and summa-
tive. Formative assessment is intended to assist student learning
via deep learning approaches. Summative assessment on the
other hand, e.g. assessments involving short questions, multiple
choice or unseen exams, checks the level of learning at the end
of a course/module and often takes the form of an exam or
piece of course work which is graded. Exams lend themselves
to rote learning, or surface approaches by encouraging students
to concentrate on performance goals (passing the test) rather
than learning goals (understanding the subject) (Dweck, 1999). This leads some to argue that summative assessment in itself
can control, and arbitrarily classify students whilst impairing
the student’s own sense of self and leads to a limitation of their
educational development (Barnett, 2007). Therefore it is argued
that formative assessment should be an integral part of teaching
and learning in HE and that it should be systematically embed-
ded in curriculum practices (Juwah et al., 2004). Introduction to learning and contributes towards positive student motivation
by allowing students to be in charge of their learning environ-
ment (Markett et al., 2006). A key strength of classroom inter-
action is that it provides scaffolding which allows the student to
develop content into context, therefore developing cognitive
structures (Moore, 1989). Therefore to promote deep learning,
there has to be dialogue and an interactive classroom, and also
great care needs to be given when choosing assessment tech-
niques to prevent surface learning (Table 1 compares and con-
trasts these two approaches to learning). Appropriate assessment in Higher Education (HE) is a topic
which has been debated and researched over the years, as not
only is assessment respected as a necessary method of quanti-
fying students, but it is also required by clients themselves,
both students and employers. One of the major problems with
assessment is how to make it meaningful, and in a manner
which promotes deep learning to develop independent and self
motivated thinkers, whilst also fulfilling the assessment criteria. This is often achieved by providing thorough feedback in a
timely manner after the assessment, which in large classes can
be difficult to the lecturer. Another area of much debate in HE
is how to evaluate what is taught. Student evaluation of teach-
ing and modules is prone to criticism; therefore many sugges-
tions of evaluation methods to improve accuracy have been put
forward. The present paper aims to draw on previous theories
about: 1) assessment, i.e. summative or formative; 2) feedback;
and 3) student evaluated teaching, to propose an assessment
method, which also combines an evaluation method. This is often achieved by providing thorough feedback in a
timely manner after the assessment, which in large classes can
be difficult to the lecturer. Another area of much debate in HE
is how to evaluate what is taught. Student evaluation of teach-
ing and modules is prone to criticism; therefore many sugges-
tions of evaluation methods to improve accuracy have been put
forward. The present paper aims to draw on previous theories
about: 1) assessment, i.e. summative or formative; 2) feedback;
and 3) student evaluated teaching, to propose an assessment
method, which also combines an evaluation method. Classroom Assessment Techniques: An Assessment and
Student Evaluation Method Dawn-Marie Walker
University of Nottingham, Nottingham, UK
Email: dawn-marie.walker@nottingham.ac.uk Received August 9th, 2012; revised September 10th, 2012; accepted September 24th, 2012 Some of the challenges that face Higher Education are how to ensure that assessment is meaningful and
that feedback is prompt in order to promote learning. Another issue is how to provide lecturers with feed-
back regarding their efficacy, in a timely and non-judgmental manner. This paper proposes that Class-
room Assessment Techniques (Angelo and Cross, 1993), maybe a good way of answering both of those
issues. They are quick and easy tasks set within the lecture, which tests the students’ knowledge, provid-
ing an immediate opportunity for further elaboration if needed by the lecturer, therefore providing imme-
diate feedback to the students. It also ensures that the lecturer has delivered the most salient messages,
therefore also providing feedback to the lecturer. Keywords: Assessment; Student Evaluation; Feedback; Classroom Assessment Techniques Copyright © 2012 SciRes. Feedback Feedback is information about how the student’s present
state (of learning and performance) relates to the desired goals
and standards (Nicol & Macfarlane-Dick, 2006) and systematic
reviews show that effective feedback leads to learning gains
(Black & William, 1998). Lecturer feedback serves as an au-
thoritative external reference point against which students can
evaluate, and self-correct their progress and their own internal
goals (Juwah et al., 2004). Hence the main aim of feedback is
in developing self regulated students, which requires them to
internalize personal goals against which their performance can
be compared and assessed by themselves (Nicol & Macfarlane-
Dick, 2006). However providing meaningful feedback in a
timely manner can be difficult. Although there has been ex-
panding numbers of students attending HE, the actual resource
allocated per student in the largest classes may be much less
than ten years ago (Gibbs, 2006). The work load of lecturers is
often calculated by “class contact hour” which ignores class
size, therefore assessment loads are sometimes ignored (Gibbs,
2006). These time constraints, together with modularization of
degrees, often without any increase in staffing, can increase the
utilization of summative assessment (Gibbs, 2006) and there-
fore leads to a decrease in timely and relevant feedback which
would have enhanced learning. Therefore HE establishments are wrong if they quantify
teaching effectiveness on SET, or see students as customers,
and shape their educational provision to meet their wishes or
evaluations, as students objectives centre around getting the
highest grades with the least amount of effort, or time (Chad-
wick & Ward, 1987). Therefore good lecturers who use tech-
niques to promote deep approaches to learning, which are by
their nature, often harder work and more difficult tasks than
surface approaches, may be looked upon less favorably than a
teacher who “spoon feeds” information to the students (Platt,
1993). The author has some unpublished data from staff and stu-
dents at the University of Nottingham where she is based re-
garding the SET procedure. Significantly more students than
staff thought the SET aimed to maintain/improve teaching stan-
dards, and to help initiate dialogue between the staff and stu-
dents. Although is within the SET remit, the fact that staff are
less likely to agree with these statements, means that the SET is
not fulfilling its capabilities. Student Evaluated Teaching The need for greater accountability and improvement in the
quality of teaching has become a major issue in HE in recent
years (Coaldrake & Stedman, 1998; Ballantyne et al., 2000). Therefore SET has become an integral part of HE’s approach to
maintaining teaching standards via a summative method: to
gain data for administrative purposes, to provide information to
students and to meet government guidelines; and a formative
purpose: giving diagnostic feedback to lecturers about their
teaching effectiveness (Marsh, 1987). SET is often the only
measure of teaching effectiveness (Perry, 1997), so it is of pa-
ramount importance that the students give meaningful input. Literature however, suggests that SET is currently not fulfilling
all its objectives as there doesn’t appear to be a consensus as to
what “effective teaching” includes (Shelvin et al., 2000). For
example, Lowman and Mathie (1993) identifies lecturers’ ef-
fectiveness, as comprising 1 intellectual excitement; and 2 in-
terpersonal rapport; whilst Swartz et al. (1990) view it as com-
posing: a) clear instructional presentation; and b) good man-
agement of student behavior. However in reality it’s probably
all of these items compounded with others such as encouraging
students to have self worth (Covington, 1997), etc. Other prob-
lems with this system relates to the validity of the student
evaluations as it is human nature to be subjective in voting, for
example Shelvin et al. (2000) found that student evaluation
frequently measures other factors such as 63% of the variance
of the “lecturer effectiveness” score being accounted for by
charisma. quired of them to gain a top mark and enables them to gain
feedback, via reflection on their own work when compared with
the criteria, and so will encourage deep learning (Norton et al.,
2001). Feedback is an extremely important part of learning and
the assessment process. For any assessment to be useful to the
student in their personal development there needs to be a timely
feedback loop that will encourage the student to learn from the
process, to reflect on their work and to assimilate the knowl-
edge for future practice. When assessment (often formative)
encompasses a feedback loop, it results in positive benefits on
learning and achievement across all content areas; knowledge,
skills and levels of education (Black & William, 1998). Table 1. Table 1. Compare and contrast deep learning with surface learning (based on
Ramsden, 1992). standing of expectations and standards, to correct misunder-
standings and to get an immediate response to difficulties
(Freeman & Lewis, 1998). It can also inform the lecturers as to
whether they are teaching appropriately and whether it is at the
right level, therefore providing an immediate opportunity for
realignment of their teaching. A common method of closing the
loop and providing feedback to the lecturer is “Student Evalu-
ated Teaching (SET)”. Deep learning
Takes a broad view
Surface learning
Takes a narrow view
Looks for meaning
Relies on rote learning
Focuses on the concepts and
arguments to solve the problem
Focuses on the formula to solve
the problem
Relates new knowledge to
previously learnt knowledge
Focuses on learning unrelated bits
of a task
Relates knowledge across mod-
ules/courses
Information is memorized solely
for assessment
Relates theory to practice
Theory is not reflected upon in
real life
Evidence and argument between
theories is developed
No cross referencing between
theories
Emphasis is student centered
Emphasis is external, i.e. assessment driven Copyright © 2012 SciRes. Approaches to Learning The deep approach to learning which is what HE strives to
achieve, involves the critical analysis of new ideas, with the
student relating their own previous knowledge to the new
knowledge, theoretical ideas, and evidence. This in turn leads to
understanding and long-term retention of concepts so that they
can be used for problem solving in unfamiliar contexts. The
surface approach to learning is the unquestioning acceptance
and memorization of information as isolated and unlinked facts
which lead to rote learning for examinations, most of which are
promptly forgotten about following the exam (Marton & Saljo,
1976; Biggs, 1987; Biggs, 1993; Ramsden, 1992), i.e. “brain
dump”. Deep learning is driven by challenging, open-ended
problems with lecturers acting as facilitators in an interactive
classroom. An interactive classroom promotes deep approaches To optimize the learning from the assessment procedure the
marking criteria for that assessment should be transparent and
explicit, as this will enable students to understand what is re- 903 D.-M. WALKER Table 1. Classroom Assessment Techniques The use of Classroom Assessment Techniques (CATs) is one
way of resolving all of these problems. CATs offer an egalitar-
ian and productive method of student evaluation, gives the op-
portunity for immediate formative feedback to both students
and staff, and is also a formative assessment, therefore pro-
motes deep learning techniques, and thus enhancing knowledge
and motivation. CATs were first presented and described in
detail in a book by Angelo and Cross in 1993. CATs are quick
and simple activities which are designed to give both the lec-
turer and the students’ useful, immediate feedback. They also
assess the teaching-learning process rather than other con-
founding issues such as the charisma of the lecturer, or how
easy the course is. They are defined as “small-scale assessments
conducted continually in college classrooms by discipline-
based teachers to determine what students are learning in that
class”, (Cross & Steadman, 1996: p. 8). There are various types of CATs one can adopt (Table 2) al-
though perhaps the most commonly used one is the “one-min-
ute paper,” where students are asked to write down answers to
questions such as, “What was the most important thing you
learned during this class?” or “What questions do you still have
on this topic?” This type of technique enables the lecturer to
discover how the students are processing and synthesizing the
presented material as well as which points need to be reiterated
or elaborated on before progressing. Therefore this method
assesses student knowledge and also offers the lecturer imme-
diate feedback regarding whether the students have grasped the
most salient pieces of information from the lecture giving an
opportunity to recap on any misunderstood items. Although,
arguably, some CATs could be regarded as summative in nature,
such as the minute paper, because of the immediate feedback
and dialogue ensuing, they therefore become formative. CATs
differ from tests and other forms of student assessment in that it
provides timely opportunity for course improvement, with the
goal of understanding the students’ learning and therefore im-
proving teacher effectiveness. Another benefit of this system is CATs are sometimes called test-feedback cycles, and imple-
mentation of them allows teachers and students to share, on a
regular basis, their conceptions about both the goals and proc-
esses of learning (Stefani & Nicol, 1997) thereby opening up
dialogue opportunities. Feedback Another telling analysis is that
SET procedures do not seem to be followed, such as students
are significantly less likely to believe that enough time has been
set aside for this task, and that the feedback loop is not closed
with dialogue from the lecturer to the students. Due to the lack
of feedback, it appears that the students believe that SET is just It is also important that the feedback is in a loop and is part
of a dialogue which encourages engagement. Dialogue between
the lecturer and student will help develop the student’s under- Copyright © 2012 SciRes. 904 D.-M. WALKER to fulfill government requirements, although they maintain that
teaching needs to be evaluated significantly more than the staff. So it appears that students value this process, but become disil-
lusioned by the lack of feedback/impact, and not giving enough
time to complete the form thoughtfully. students to take them seriously (Enerson et al., 2007). CATs
rely on self-assessment, thus promoting the internal resources
necessary for lifelong learning, and autonomy which enhances
the learning process. In an evaluation of CATs use forty-five
out of forty-six faculties in a university setting reported that
there were no negative experiences associated with their use of
CATs (Catlin & Kalina, 1993), although there is still some de-
bate regarding their efficacy as Cottell & Harwood (1998)
found no difference in grades, participation, or perceptions of
learning between students who used CATs and those who
didn’t. Classroom Assessment Techniques They are usually not graded to enable
the student to interact with the feedback, rather than become
obsessed with the grade. However some authors argue that even
making CATs count for 1% of the final grade will encourage Table 2. Table 2. Examples of CATs (adapted from a table on the National Teaching and Learning Forum, 2008). CAT
Method
Feedback
Effort
Knowledge probe
At the beginning of class as
students to answer preset questions (open, or
multiple choice) to assess students existing
knowledge. If multiple choice, use vote pads for
immediate discussion. Note any
weaknesses in knowledge for
elaboration. If open ended, could also
utilize peer assessment. Prep: low
In class: medium
Analysis: low
Minute paper
At the end of class ask student to write
“what is the most important point you
learned today?” and “What is the least clear
to you?”
Collect and review responses. Ensure that they have obtained the
correct message. In the next class
comment on the findings. Or, ask for
peer review and swop with partner. Discuss any discrepancies. Prep: low
In class: low if collected, higher
if peer assessed
Analysis: low
One-sentence summary
Can be used at any time during class to test
knowledge about an important topic you
expect them to be able to summaries. Ensure the students have the
message. Can be done with a vote pad. Prep: low
In class: low
Analysis: low
Directed paraphrasing
Ask students to write a layman’s summary
of any principle taught. This assesses their
ability to comprehend and transfer concepts. Peer or teacher assessed. Ensure the
salient points are covered. Prep: low
In class: medium
Analysis: medium
Application cards
Ask students to write down on real-world
application for a theory, principle or
procedure you have just covered. Collect and pick out a broad range of
examples to present to the class. Or
peers assess and discuss. Prep: low
In class: low
Analysis: med
Muddiest point
Ask students to write down the “muddiest
point” of the lecture, i.e., the concept they
feel they haven’t understood. Collect written answers or get them to
discuss with their peers. Or have them
vote on predetermined items using
hand held voting systems
Prep: low
In class: medium
Analysis: low Table 2. Examples of CATs (adapted from a table on the National Teaching and Learning Forum, 2008). At the beginning of class as
students to answer preset questions (open, or
multiple choice) to assess students existing
knowledge. Collect and review responses. Ensure that they have obtained the
correct message. In the next class
comment on the findings. Or, ask for
peer review and swop with partner. Discuss any discrepancies. Table 2. Prep: low
In class: low if collected, higher
if peer assessed
Analysis: low At the end of class ask student to write
“what is the most important point you
learned today?” and “What is the least clear
to you?” 905 Copyright © 2012 SciRes. D.-M. WALKER groups of students, so that they can design a suitable CAT for
their target lecture. This involves meeting with the students
shortly after their target lecture to discuss what they believe
were the salient points and how they might assess the student’s
grasp of them. Working in their small groups they then design
the CAT they feel would be the most appropriate (or design a
new one), and carry it out at the start of the next lecture. They
then collect the data back from the students and review it in
their groups and report back to the author with any deficits in
the learning identified. If any deficits are observed, some ideas
from them about how these could be remedied such as re-
sources which they could be referred to for further reading,
typed up study notes, etc. are required from them. These re-
sources are then given back to the class by the students, and
feedback obtained e.g. whether other students knew of any
further useful resources which were omitted, etc. To ensure com-
mitment, the author has allocated 5% to this task. This task not
only promotes deep learning (to both “teachers” and “students”),
but also encourages team work and hones their teaching/public
speaking ability. For the author, it also ensures some student
designed teaching, from which she can also learn. Although it
seems to have worked out well, it does take some organization,
such as getting students to form groups, and staggering them
throughout the module. However the feedback from all students
was positive so far. that there is very little time investment when compared to more
traditional assessment such as essays or exams, especially when
one bears in mind the time taken to provide feedback. This method also fosters open dyadic communication and
good rapport. CATs can be used within any size of classroom,
large lectures or small seminars, and can personalize learning
and lend themselves to peer led teaching/feedback. They have
also been used in e-learning/distance formats (Henderson, 2001)
and so are extremely versatile. Table 2. They are well suited to the ad-
vent of the Interactive Voting Systems that many universities
have adopted. These are systems that can be built into Power-
Point presentations and which use individual voting pads. The
lecturer can then build a CAT into their presentation, ask the
students to vote with their key pad and the system will then
calculate the results immediately, presenting them on the screen
for the lecturer and students to analyze. Mobile phones and
SMS technology have also been shown to work when used in
this manner (Markett et al., 2006). Using media in this way can
enhance the learning experience as it is interactive therefore
promoting deep learning. For example, Laurillard (1996) claims
that by changing the media used in class, the student activity is
changed and hence improves the learning situation i.e. “peda-
gogical re-engineering” (enhancing learning by changing the
balance or combination of the components used) (Collis, 1996). Conclusion In the author’s own teaching, she has used CATs with great
effect. In a module consisting of approximately 10 lectures, she
built in around 5 CATs. The students were not told which lec-
tures the CATs would appear in prior. This ensured that atten-
tion was maintained throughout the module. She used a CAT
when there was an important theory/fact for the students to
understand due to the ensuing lectures/work developing on
from it. As she wanted to make the use of CATs fun, she de-
cided not to mark them, but rather got students to debate around
the topics with students next to them. Dependent upon when the
author needed feedback about her teaching, and which impor-
tant theory the students needed to grasp, informed which CAT
was used, and also where in the lecture. She found that using
voting systems built into the PowerPoint presentation engaged
the students and gave immediate feedback about whether they
were correct or not. She also found that students discussing
CATs in small groups, such as the one-sentence summary pro-
moted deep learning. The students would then write down the
agreed answer on a card anonymously which were then col-
lected so that the author would get feedback regarding the ef-
fectiveness of her teaching. CATs encourage the view that teaching and learning is a
formative process that evolves over time. By being able to react
swiftly to student answers, they provide the opportunity for
immediate feedback to the lecturer which can be promptly
acted upon, therefore giving the chance to the teacher to close
the feedback loop. It encourages self-assessment by the student
and reflection amongst both the lecturers and students. How-
ever care must be taken in choosing the appropriate CAT and
also allowing enough time in class to ensure that they are
worthwhile. It may also be a good idea to give the CATs a
nominal grade of 5% or 10% to ensure that the students value
them. Tips for successful use of CATs (Angelo & Cross, 1993): Don’t ask for feedback on things you can’t or won’t
change; Don’t collect more feedback than you can analyze and re-
spond to by the next lecture; Before you use a CAT, ask yourself: How might responses
to this question(s) help me and my students improve? Conclusion If you
can’t answer that question, don’t do the assessment; Don’t use too many different CAT techniques in one se-
mester. Student responses are more useful when the stu-
dents are comfortable with a particular technique and un-
derstand it (Martin, 2011). Don’t use too many different CAT techniques in one se-
mester. Student responses are more useful when the stu-
dents are comfortable with a particular technique and un-
derstand it (Martin, 2011). With virtual learning environments (VLE) become more in-
tegrated into HE teaching, the author has also used CATs
within the VLE used at the University of Nottingham. Along-
side putting the PowerPoint slides and associated handouts up
online, she has found success with an online survey replicating
the knowledge probe CAT which asks one or two questions. It
appears that the students value the engagement that using CATs
offer, as the SET scores for her modules are always high and
the pass rate of assessments are also high. The author also val-
ues the timely feedback on her teaching, so she can detect any
problems early and give her opportunity to approach the theory
in another manner, encourage peer teaching and learning, and
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International Ocean Discovery Program Expedition 360 Scientific Prospectus Southwest Indian Ridge Lower Crust and MohoThe nature of the lower crust and Moho at slower spreading ridges (SloMo-Leg 1)
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International Ocean Discovery Program
Expedition 360 Scientific Prospectus
Southwest Indian Ridge Lower Crust and Moho
The nature of the lower crust and Moho at slower
spreading ridges (SloMo-Leg 1) Published by
International Ocean Discovery Program Published by
l O
i Published by y
International Ocean Discovery Program y
International Ocean Discovery Program Disclaimer Any opinions, findings, and conclusions or recommendations expressed in this publication are those
of the author(s) and do not necessarily reflect the views of the participating agencies, Texas A&M
University, or Texas A&M Research Foundation. Portions of this work may have been published in whole or in part in other IODP documents or
publications. This IODP Scientific Prospectus is based on precruise Science Advisory Structure panel discussions and
scientific input from the designated Co-Chief Scientists on behalf of the drilling proponents. During
the course of the cruise, actual site operations may indicate to the Co-Chief Scientists, the Staff
Scientist/Expedition Project Manager, and the Operations Superintendent that it would be
scientifically or operationally advantageous to amend the plan detailed in this prospectus. It should
be understood that any proposed changes to the science deliverables outlined in the plan presented
here are contingent upon the approval of the JRSO Science Services Director. Publisher’s notes This publication was prepared by the JOIDES Resolution Science Operator (JRSO) at Texas A&M
University as an account of work performed under the International Ocean Discovery Program
(IODP). Funding for the program is provided by the following international partners and
implementing organizations: National Science Foundation (NSF), United States Ministry of Education, Culture, Sports, Science and Technology (MEXT), Japan
European Consortium for Ocean Research Drilling (ECORD)
Ministry of Science and Technology (MOST), People’s Republic of China
Korea Institute of Geoscience and Mineral Resources (KIGAM)
Australian Research Council (ARC) and GNS Science (New Zealand), Australian/New Zealand
Consortium (ANZIC) Ministry of Education, Culture, Sports, Science and Technology (MEXT), Japan Ministry of Earth Sciences (MoES), India Coordination for Improvement of Higher Education Personnel, Brazil Citation: Dick, H.J.B, MacLeod, C.J., and Blum, P., 2015. Southwest Indian Ridge lower crust and Moho: the
nature of the lower crust and Moho at slower spreading ridges (SloMo-Leg 1). International Ocean
Discovery Program Scientific Prospectus, 360. http://dx.doi.org/10.14379/iodp.sp.360.2015 Copyright Except where otherwise noted, this work is licensed under a Creative Commons Attribution
License. Unrestricted use, distribution, and reproduction is permitted, provided the original author
and source are credited. Abstract International Ocean Discovery Program (IODP) Expedition 360 will form the first leg
of a multiphase drilling project that aims to drill through the crust/mantle boundary
at the ultraslow-spreading Southwest Indian Ridge and investigate the nature of the International Ocean Discovery Program (IODP) Expedition 360 will form the first leg
of a multiphase drilling project that aims to drill through the crust/mantle boundary
at the ultraslow-spreading Southwest Indian Ridge and investigate the nature of the
Mohorovičić seismic discontinuity (Moho). Expedition 360 is expected to drill
~1300 m into lower crustal gabbro and is unlikely to penetrate the crust–mantle tran
sition or recover a significant amount of peridotite. Drilling will be sited at Atlantis
Bank, on an elevated wave-cut platform on the east flank of the Atlantis II Transform. Previous drilling and mapping shows that Atlantis Bank is a large oceanic core com
plex, exposing a tectonic window of deep crustal and lithospheric mantle exhumed
on the footwall of an oceanic detachment fault. The shallowest part of Atlantis Bank,
at 700 m water depth, consists of a ~25 km2 wave-cut platform rimmed by a thin bio
clastic limestone cap. The platform is part of a continuous gabbro massif ~40 km long
by 30 km wide, overlying granular mantle peridotite that forms the lower slopes of
the eastern wall of the Atlantis II Transform. Mapping shows that basement on the
wave-cut platform consists largely of shallow-dipping amphibolitized gabbro mylo
nite generated by detachment faulting. This fault rooted near-continuously into par
tially crystalline gabbro for >4 million years. The mylonite exposed on the platform,
and by cross-faulting and landslips on the sides of Atlantis Bank, both cut and are cut
by steeply north dipping greenschist-facies diabase dikes. Thus, the gabbro crystal
lized at depth was uplifted into the zone of diking at the ridge axis, creating, in effect,
the equivalent to the base of a dike–gabbro transition seen in many ophiolites. Previous Ocean Drilling Program (ODP) operations at Atlantis Bank drilled the
1508 m deep Hole 735B and 150 m deep Hole 1105A, both recovering long sections
of gabbro. During Expedition 360, we propose to drill to a nominal depth of 1.3 km
at a site on the northern edge of the Atlantis Bank platform, ~1 km north-northeast
of Hole 1105A and ~2 km northeast of Hole 735B. ISSN World Wide Web: 2332-1385 February 2015 Expedition 360 Scientific Prospectus Abstract A future drilling expedition,
SloMo-Leg 2, aims to deepen the hole to ~3 km, with the overall goal of penetrating
the crust–mantle transition, which is believed to be ~2.5 km above the seismically de
termined Moho. Specific objectives of Expedition 360 include establishing the lateral
continuity of the igneous, metamorphic, and structural stratigraphies previously
drilled to the southwest, testing the nature of a magnetic polarity transition, and in
vestigating the biogeochemistry of the lower crust. 3 Expedition 360 Scientific Prospectus Schedule for Expedition 360 Expedition 360 is based on Integrated Ocean Discovery Program (IODP) drilling Pro
posal 800-Full (available at www.iodp.org/ active-proposals). Following ranking by
the IODP Scientific Advisory Structure, the expedition was scheduled for the R/V JOI
DES Resolution, operating under contract with the JOIDES Resolution Science Operator
(JRSO). At the time of publication of this Scientific Prospectus, the expedition is
scheduled to start in Colombo, Sri Lanka, on 30 November 2015 and to end in Port
Louis, Mauritius, on 30 January 2016 (total days = 61). Accounting for 5 days of port
call and 14 days of transit, a total of 42 days will be available for the drilling, coring,
and downhole measurements described in this prospectus (for the current detailed
schedule, see iodp.tamu.edu/ scienceops/). Further details about the facilities aboard
the JOIDES Resolution can be found at www.iodp.tamu.edu/ publicinfo/
drillship.html. Introduction The IODP Science Plan 2013–2023 sets a number of basic challenges for the next de
cade of planetary exploration. It recognizes that in order to understand the inherent
connections between the Earth’s interior and its surface environment we must ad
dress fundamental questions about basic plate tectonic processes. Central among
these questions are how seafloor spreading and mantle melting lead to the creation
of oceanic lithosphere at mid-ocean ridges, and what controls the architecture of the
ocean crust thus formed (IODP Science Plan Challenge 9). Constraining the compo
sition, diversity, and architecture of the lower ocean crust and shallow mantle is crit
ical to understanding the global geochemical cycle, particularly the exchange of heat,
mass, and volatiles between the Earth’s interior, oceans, and atmosphere. Crust formed at mid-ocean ridges extends across three-fifths of the Earth’s surface,
comprising ~60% by area and ~30% by volume of the Earth’s crust. The ocean crust,
as determined by seismic refraction studies, is typically ~6–7 km thick and apparently
relatively uniform. The lower portion, corresponding to seismic Layer 3, is widely as
sumed to consist of gabbroic rocks formed in a magma chamber beneath the ridge
axis. Layer 3 is separated from the mantle beneath by the Mohorovičić seismic dis
continuity (Moho) and is conventionally regarded as the boundary between the igne
ous crust above and tectonized mantle peridotite beneath. Alternative interpretations
are, however, possible: seawater penetration into peridotite causes partial alteration 4 Expedition 360 Scientific Prospectus to serpentinite and reduces its velocity to that comparable to gabbro; hence, the seis
mic structure of Layer 3 in itself gives us little information as to its lithology. The
Moho could equally represent an alteration front boundary between altered and un
altered peridotites and need not coincide with the crust/mantle boundary at all. In
stead, the Moho could lie well within Layer 3. If this is the case, we know less about
the architecture and composition of the ocean lithosphere than we thought we did
and very much less about global magmatic, volatile, and heat budgets. Until the advent of ocean drilling, the stratigraphy of Layer 3, the lower crustal layer,
was largely unknown and widely misinterpreted. Even to date, only two penetrations
of the lower crust >200 m have been attempted, and these ended no deeper than
~1508 m. Our direct knowledge, therefore, remains remarkably limited. Introduction What we
have learned from deep drilling in the Indian Ocean and the Atlantic (e.g., Dick et al.,
2000; Blackman et al., 2011), when compared to the shallow (~100–200 m deep) sec
tions drilled at the East Pacific Rise (EPR; Gillis, Mével, Allan, et al., 1993; Gillis et al.,
2014), is that the mechanisms of formation of the gabbroic lower crust at slow- and
fast-spreading ridges differ profoundly (e.g., Sinton and Detrick, 1992; Coogan,
2014). At slow and ultraslow ridges, which represent ~60% of the global ridge system,
tectonic stretching is recognized to be an integral part of the seafloor spreading pro
cess (e.g., Tucholke and Lin, 1994; Tucholke et al., 1998; Escartín and Canales, 2011). A consequence of this discovery is that tectonic windows exposing lower crust on the
seafloor are widespread at slow and ultraslow ridges. In practice, they are the only
places at which the crust/mantle boundary is likely to be accessible by drilling with
current technology. Rationale for the SloMo project The aim of SloMo (shorthand for “The nature of the lower crust and Moho at slower
spreading ridges”) is simple: to drill as deeply as possible through Layer 3 in order to
set the stage for the first ever penetration of the crust/mantle boundary (SloMo-Leg
2). Thus SloMo will test the hypothesis that the Moho, at least at slow and ultraslow
ridges, represents an alteration boundary rather than the igneous crust–mantle tran
sition. In doing so it will also be able to address key questions, including determining
how magnetic reversal boundaries are expressed in the lower crust, assessing the role
of the lower crust and shallow mantle in the global carbon cycle, and constraining
the extent and nature of life at deep levels within the ocean lithosphere. 5 Expedition 360 Scientific Prospectus Deep drilling on Atlantis Bank will also provide an important step toward the long-
term objective of drilling a total crustal penetration in fast-spreading ocean crust in
the Pacific Ocean by providing critically needed experience in engineering a deep
hole in lower crustal rocks. SloMo is not simply about drilling the crust/mantle boundary but is as much about
the journey on the way there. By recovering a near-complete section of the igneous
lower crust and crust–mantle transition at Atlantis Bank, we will be able to address
many of the important questions posed in the IODP Science Plan’s Challenge 9, de
veloped further in Scientific objectives. At slow- and ultraslow-spreading ridges, the
lower crust uniquely preserves that critical link where magmatic and tectonic pro
cesses directly reflect plate dynamics, melt input, and the pattern of mantle flow. We
now understand that at such ridges a substantial portion of plate spreading is accom
modated in the lower crust by tectonic extension due to faulting and, in places, duc
tile deformation. Large-offset “detachment” normal faults exert strong control on
melt distribution and transport in the lower crust and delivery to the seafloor. This is
in marked contrast to fast-spreading ridges, where it is accepted that the crust princi
pally undergoes magmatic accretion by the injection of melt into the lower crust, dik
ing, and eruption of magmas on the seafloor; thus, rollover and corner flow by ductile
flow accompanying mantle upwelling and plate spreading is believed largely limited
to the mantle. Rationale for the SloMo project However, at slower spreading ridges, which are cooler and support only
ephemeral magma chambers, the lower crust can potentially support a shear stress. As a consequence, with lower rates of magma supply, and colder, stronger lithosphere
formed directly beneath the ridge axis, slower spreading ridges have very different
morphologies and crustal architectures. Thus, as stated in Challenge 9, a full picture
of crustal architecture and accretion can only be drawn if both fast- and slow-spread
ing environments are addressed. Geological setting The Southwest Indian Ridge (SWIR) lies at the slow end of the mid-ocean-ridge
spreading-rate spectrum, with a full spreading rate of 14 mm/y. The ridge trends ap
proximately southwest–northeast for most of its length, spreading almost due north–
south. Between ~52°E and 60°E, it is offset by a series of closely spaced, long-offset
transform faults. One of these, the Atlantis II Transform at 57°E, offsets the SWIR si
nistrally by 200 km (Engel and Fisher, 1975) (Figure F1). Between this and the Novara
Transform, ~140 km to the east, the spreading axis is divided into two segments, sep 6 6 Expedition 360 Scientific Prospectus arated by a nontransform discontinuity at 57°35′E (Hosford et al., 2003). The spread
ing rate here is asymmetric: at the short westerly Segment AN-1, adjacent to the
northern ridge/transform intersection of the Atlantis II Transform, magnetic anoma
lies reveal rates of 8.5 mm/y to the south and 5.5 mm/y to the north (Hosford et al.,
2003); in consequence, the transform has been lengthening by 3 mm/y for at least the
past 20 million years (Dick et al., 1991b; Hosford et al., 2003). At ~20 Ma, a 10° coun
terclockwise change in regional spreading direction put the Atlantis II Transform into
transtension for a period of ~12 million years (Dick et al., 1991b, Hosford et al., 2003;
Baines et al., 2007, 2008). Immediately to the east of the Atlantis II Transform, parallel to it and on a flow-line
directly south of spreading Segment AN-1, is an elevated transverse ridge (Figure F1)
consisting of a series of uplifted blocks connected by saddles that rise to as little as
700 m below sea level (Engel and Fisher, 1975; Dick et al., 1991b). Atlantis Bank, at
32°43′S, 57°17′E, forms the shallowest and northernmost portion of this ridge, 95 km
south of the axis of the SWIR. The bank consists of a raised dome ~40 km long by
~30 km wide, rising from 5700 m depth at the base of the transform wall to 700 m on
a ~25 km2 flat-topped platform at its crest and then drops to 4300 m on its eastern
flank across two prominent transform-parallel east-dipping normal faults (Baines et
al., 2003; Hosford et al., 2003) (Figures F1, F2). Geological setting ROV survey results show the central pavement to be bare
rock, locally knobby igneous outcrop surrounded on its periphery by a pavement of
limestone (in some places ripple marked) and carbonate-cemented pebble conglom
erate. Using the British Geological Survey’s 5 m diamond rock drill and 1 m BRIDGE ori
ented corer, MacLeod et al. (1998) drilled 42 successful cores on the surface of this
platform region, recovering 33 igneous rocks (Figure F3). They reveal continuous gab
bro outcrop on the platform surface, including at proposed drill Site AtBk6 (Figure F4)
but pass into serpentinized peridotite and pillow-basalt breccia at its southern tip,
where the flat platform narrows into a north–south spine (32°44.5′S). The dredging
and submersible studies, conducted over a broader ~700 km2 area, showed that gab
bro is present for >35 km parallel to the spreading direction (Figure F2B), suggesting
that accretion of a continuous gabbroic layer persisted for at least 4 million years
(Dick et al., 1991a; Matsumoto et al., 2002). Many of the gabbroic rocks in the shallow drill cores and seen in ROPOS ROV footage
from the surface of the Atlantis Bank platform are mylonitic, displaying intense crys
tal-plastic deformation with subhorizontal fabrics. In Hole 735B, amphibolite facies
crystal-plastic deformation of oxide gabbro and olivine gabbro was likewise found to
be strong in the uppermost 500 m but diminished markedly downhole (Robinson,
Von Herzen, et al., 1989; Cannat et al., 1991; Dick et al., 1991a; Miranda and John,
2010). Considered together, it is apparent that the upper surface of Atlantis Bank rep
resents a detachment fault zone, effectively a high-temperature “plutonic growth
fault” active (for >4 million years) during the accretion of the gabbroic lower crust
and responsible for its exhumation. This “hot”’ detachment must have rooted in or
near a melt lens at the top of a continuously replenished magma chamber/mush
zone, close to the midpoint of the AN-1 spreading ridge (Dick et al., 1991a, 2000; Nat
land and Dick, 2001, 2002). Oceanic detachment faults are now known to be widespread along slow- and ul
traslow-spreading ridges (e.g., Escartín et al., 2008; Sauter et al., 2013), often respon
sible for exhuming elevated oceanic core complex massifs that expose mantle
peridotite and/or gabbro on the seafloor. Oceanic core complexes at the Mid-Atlantic
Ridge (MAR) typically display prominent spreading-direction-parallel corrugations on
their flat-topped or domal upper surfaces (Cann et al., 1997; Tucholke et al., 1998). Geological setting Immediately to the east of the Atlantis II Transform, parallel to it and on a flow-line
directly south of spreading Segment AN-1, is an elevated transverse ridge (Figure F1)
consisting of a series of uplifted blocks connected by saddles that rise to as little as
700 m below sea level (Engel and Fisher, 1975; Dick et al., 1991b). Atlantis Bank, at
32°43′S, 57°17′E, forms the shallowest and northernmost portion of this ridge, 95 km
south of the axis of the SWIR. The bank consists of a raised dome ~40 km long by
~30 km wide, rising from 5700 m depth at the base of the transform wall to 700 m on
a ~25 km2 flat-topped platform at its crest and then drops to 4300 m on its eastern
flank across two prominent transform-parallel east-dipping normal faults (Baines et
al., 2003; Hosford et al., 2003) (Figures F1, F2). Hole 735B is located at the southwest corner of the flat surface of the Atlantis Bank
platform, at 731 m water depth (32°43.395′S; 57°15.959′E) (Figures F2, F3). During
ODP Legs 118 and 176, the hole was drilled to a total 1508 m below seafloor (mbsf),
with 87% core recovery, all in gabbro (sensu lato) ~11 Ma in age (Robinson, Von Her
zen, et al., 1989; Dick et al., 2000). Further operations during Leg 179 drilled the
160 m deep Hole 1105A in the center of the platform (32°43.13′S; 57°16.65′E) (Petti
grew, Casey, Miller, et al., 1999), also in gabbro and with similar overall core recovery
rates. Site surveys of the Atlantis Bank area have included multibeam, magnetic, and gravity
surveys and rock sampling using seabed rock coring, remotely operated vehicle
(ROV), submersible dives, and dredging (Dick et al., 1991b; MacLeod et al., 1998; Arai
et al., 2000; Kinoshita et al., 1999; Matsumoto et al., 2002). A high-resolution bathy
metric map of the ~25 km2 summit region compiled from narrow-beam echo sound
ings (Dick et al., 1999) shows the platform to consist of a broadly flat pavement
ranging from ~750 to 689 m water depth). Proposed deep drill Site AtBk6 is located at
the center of the platform, ~1 km north-northeast of Hole 1105A and 2 km northeast 7 Expedition 360 Scientific Prospectus of Hole 735B (Figure F3). Geological setting Sampling of fault rock from the detachment fault zones themselves shows that defor
mation typically localized on weak, low-temperature secondary minerals such as talc, 8 Expedition 360 Scientific Prospectus derived primarily from alteration of peridotite (Dick et al., 2001, 2008; MacLeod et al.,
2002; Escartín et al., 2003; Schroeder and John, 2004). Where gabbro is present in the
detachment footwall it may be unaffected or barely affected by crystal-plastic defor-
mation (e.g. 15°45′N on the MAR: MacLeod et al., 2002, and Escartín et al., 2003; At-
lantis Massif: Ildefonse et al., 2007), whereas elsewhere it is heavily deformed, as at
Kane Megamullion on the MAR (Dick et al., 2008) and at Atlantis Bank. Submersible observations at Atlantis Bank (Kinoshita et al., 1999; Matsumoto et al.,
2002) show that the detachment fault surface is preserved over large regions in the
deeper waters on both sides of the platform. The damage zone and underlying gabbro
are well exposed by high-angle normal faulting on the eastern side of the complex
and in headwalls of large landslips on the western flank. Here, lower temperature
fault rocks are present in addition to the amphibolite facies mylonite. These chlori-
tized and weathered fault gouge and talc-serpentine schists, preserved locally on the
fault surface (Dick et al., 2001; Miranda and John, 2010), are closely comparable to
fault rocks found on the MAR core complexes (e.g., MacLeod et al., 2002; Escartín et
al., 2003, Schroeder and John, 2004; Dick et al., 2008). The absence of the low-temperature fault rocks on the flat surface of the Atlantis Bank
platform compared to its flanks suggests they have been removed, a deduction en-
tirely consistent with the long-held belief (Dick et al., 1991b; Palmiotto et al., 2013)
that Atlantis Bank was once an ocean island, and its flat top results from erosion, be-
fore later subsiding to its present level. Shallow drilling and dredging on the summit
and uppermost flanks of the Atlantis Bank platform amply verified this. Indurated
carbonates were drilled at 24 sites from the periphery of the Atlantis Bank platform
and were also recovered in dredges from its flanks (MacLeod et al., 1998, 2000; Palmi-
otto et al., 2013). Although some (probably recent) carbonate sand was recovered,
most of the sediment is indurated bioclastic limestone (skeletal packstone to wacke-
stone; MacLeod et al., 2000) of Miocene to Pleistocene age (Palmiotto et al., 2013). Geological setting This sediment contains an abundant macrofauna, primarily bryozoans, mollusks, al-
gal nodules, and echinoids but also some solitary corals. Benthic and, in some in-
stances, large planktonic foraminifers are common. Whereas Palmiotto et al. (2013)
suggest a water depth of ~100–200 m based upon assemblages in dredged carbonates
from the flanks of the platform, green algal (dasyclad) assemblages in drill cores from
the platform summit (G. Della Porta and V.P. Wright, pers. comm., 1999) indicate wa-
ter depths at wave base or shallower, demonstrating that the platform was at sea level,
and probably above. How much material has been removed by subaerial erosion is
not known, potentially 100–200 m with reference to the inferred thickness of the de- 9 9 Expedition 360 Scientific Prospectus tachment fault damage zone. On the basis of pitted gabbro outcrops to ~1500 m be
low sea level that may reflect preferential subaerial weathering of plagioclase,
Palmiotto et al. (2013) speculate that the Atlantis Bank island could have been ele
vated to as much as 1 km above sea level. ROV observations of steep sides up to 10 m,
locally even 50 m, at the flanks of the gabbro pavement on the summit of the plat
form may represent coastal cliffs and small sea stacks resulting from the dispersal of
wave energy on the flanks of the island during erosion. The Atlantis II Transform transverse ridge, on which Atlantis Bank lies, is clearly anal
ogous to oceanic core complex massifs found on the MAR (e.g., Cann et al., 1997;
Tucholke et al., 1998; Dick et al., 2008), although here, as elsewhere along the SWIR
(Cannat et al., 2006; Sauter et al., 2013), the prominent spreading-direction-parallel
corrugations that are characteristic of the flat surfaces of the Atlantic oceanic core
complexes are not so obvious and potentially present only on the down-dropped ter
race on the eastern side of Atlantis Bank (Figure F2A). The Atlantis II Transform trans
verse ridge has, furthermore, clearly been uplifted far above the surrounding seafloor. Whereas flexural uplift of detachment fault footwalls to form oceanic core complexes
is typically 1 ± 0.5 km (Tucholke et al., 1998; Lavier et al., 1999), the Atlantis II Trans
form transverse ridge has been uplifted by 3 km relative to surrounding seafloor of
similar age (Baines et al., 2003). Dick et al. (1991b) and Baines et al. Geological setting (2003) propose
that the original detachment-related uplift at the ridge/transform intersection was ac
centuated by an additional phase of flexural uplift, imparted upon the transform in
response to the change of spreading direction on the SWIR at 19.5 Ma, and accom
modated by the reactivation as normal faults of originally transform-related north–
south structures. One consequence of the relative uplift of the Atlantis II transverse ridge is that the
crust/mantle boundary, as mapped by dredging and submersible traverses, is exposed
along its western wall for a distance of nearly 40 km (Figure F2B). This boundary was
traversed at two locations by Shinkai 6500 Dives 466 and 458 at 4500 and 4650 m wa
ter depth, respectively. Dives 467 and 459 immediately above each of them found the
detachment surface at 3000 and 1755 m, respectively, potentially indicating gabbro
layer thicknesses as little as 1500 and 2895 m. Elsewhere along the western flank of
Atlantis Bank, serpentinized peridotite was recovered in dredges from depths as shal
low as 2000 m water depth (Dredge JR31-DR8), though in other nearby places only at
>3000 m (Figure F2B). At the southern end of the platform itself, serpentinized harz
burgite was drilled at 839 mbsf (Site JR31-BGS12). Peridotite sampled at several loca
tions above the contact mapped on the transform wall consists largely of talc- 10 Expedition 360 Scientific Prospectus serpentine schist that likely overlies the gabbro massif. This and serpentine pebbles
found in beach conglomerates overlying gabbro near the crest of the platform indi
cate that a discontinuous talc-serpentine sheet was associated with the detachment
fault at shallow levels and is now locally preserved on the detachment surface. The
serpentinite drilled at the southern end of the platform, however, is relatively massive
harzburgite with well-preserved pseudomorphs of pyroxene. Possible origins of these
include a peridotite screen in gabbro, similar to those drilled at Atlantis Massif in Hole
U1309D, an enclave of less deformed and altered serpentinized peridotite in the orig
inal detachment fault shear zone, or juxtaposition through a northward-dipping
ridge-parallel normal fault that demarcates the southernmost end of the flat platform
at 32°44.4′S (Figure F3). A wide-angle seismic refraction survey of the Atlantis II Transform region found the
Moho at 5 ± 1 km beneath Atlantis Bank (Muller et al., 1997, 2000; Minshull et al.,
1998) (Figure F5). Geological setting The direct geological constraints outlined above offer strong sup
port to the inference that the seismic Moho cannot therefore represent the crust/
mantle boundary in this region. Whereas Muller, Minshull, and colleagues also con
cluded that it was likely a serpentinization front, they based this conclusion on the
geochemical argument that the original igneous crustal thickness there was originally
~4 km (based upon rare-earth element inversions), and with the basaltic carapace re
moved by detachment faulting, the remainder was likely to be ~2–2.5 km thick. How
ever, they admit this interpretation is nonunique, primarily because of the overlap in
P-wave seismic velocity between gabbro and ~20%–40% partially serpentinized peri
dotite (e.g., Miller and Christensen, 1997). At what level is the crust/mantle boundary likely to lie beneath Atlantis Bank? Pro
jecting the detachment surface to the locations of the traversed crust/mantle bound
ary described above indicates that the crustal thickness at these points prior to mass
wasting on the transform wall was significantly <2000 m, whereas the depth to Moho
below the transform wall remains ~5 km (Figure F5). Given that the elevated core
complex massif is produced by flexure during uplift into the rift-mountains due to a
spreading direction change (Baines et al., 2003), it seems reasonable to conclude that
the mapped boundary is most likely to project approximately subhorizontally be
neath the center of Atlantis Bank, consistent with the igneous crustal thickness of 2–
2.5 km suggested by Minshull et al. (1998). 11 11 Expedition 360 Scientific Prospectus 2. How much mantle is incorporated into the lower crust? An unanticipated finding in the cores from Hole 1309D at the Atlantis Massif in the
north Atlantic was the incorporation of significant volumes of hybridized mantle per
idotite (Blackman, Ildefonse, John, Ohara, Miller, MacLeod, and Expedition. 304/305
Scientists; Blackman et al., 2011; Drouin et al., 2009) (Figure F6). Comparable screens
of mantle rock were not found in either Holes 735B or 1105A. This could reflect dif
ferences in accretion due to different magma budgets, or it could simply be happen
stance, whereby further drilling will encounter equivalent ultramafic horizons at
Atlantis Bank. 1. What is the igneous stratigraphy of the lower ocean crust? The drilling will determine if the igneous, metamorphic, and structural stratigraphy
found for Holes 735B and 1105A is laterally continuous across the wave-cut platform
on Atlantis Bank. In combination with Holes 735B and 1105A and the existing sur
face mapping, this will provide a four-dimensional view of the lateral continuity and
evolution of the lower crust and the process of emplacement in space and time. 2. How much mantle is incorporated into the lower crust? Scientific objectives Expedition 360 represents the first leg of the SloMo Project, which seeks to use the
tectonic window into the lower crust at Atlantis Bank to recover the full lower section
of the ocean crust, core through the igneous crust–mantle transition, determine if
Moho represents a serpentinization front and, ultimately, core through the Moho
(~5.5 km at an ultraslow-spreading ocean ridge). SloMo has two phases. Phase I uses
the JOIDES Resolution to drill to 3 km to test the hypothesis that the Moho represents
a serpentinization front and to recover the full lower crustal section and crust–mantle
transition zone. Phase II will utilize the riser D/V Chikyu to drill down ~5.5 km
through the seismic Moho itself. In order to achieve the Phase I objective, two expe
ditions will be needed. Expedition 360 will need to properly establish the borehole
for Leg 2 and thereafter drill as deep as possible. Given optimal conditions, a depth
of at least 1300 mbsf, with continuous coring, should be achievable. Operations during Expedition 360 should allow us to address the following: 3. What are the modes of melt transport into and through the lower crust? Several different modes of melt transport were identified in the Hole 735B cores. These included small intrusive bodies of cumulates, larger intrusive units on the scale 12 Expedition 360 Scientific Prospectus of hundreds of meters, anastomosing channels produced by focused flow and melt-
rock reaction, and compaction of late iron titanium–rich melts into shear zones
where they hybridized olivine gabbro to iron titanium oxide–rich gabbro and gab
bronorite. The continuity and scale of these features cannot be determined from a sin
gle deep hole. Thus, drilling during Expedition 360 seeks to further document these
features in a younger section of the massif. 4. How does the lower crust shape the composition of mid-ocean-ridge basalt (MORB)? The complex stratigraphies seen in Holes 735B and U1309D (Figure F6) differ in sig
nificant ways. What common factors, however, influence the composition of MORB? Recent work on gabbroic sections from the EPR has shown that the lower crust acted
as a reactive porous filter homogenizing diverse melts that were intruded into it and
modifying their trace element contents prior to their eruption to the seafloor (Lissen
berg et al., 2013). To what extent do such processes operate at slower spreading rates? . What is the strain distribution in the lower crust during asymmetric seafloor spreading? 5. What is the strain distribution in the lower crust during asymmetric seafloor spreading? Asymmetric spreading produced by detachment faulting is now recognized as one of
three major accretionary modes at slow-spreading ridges (symmetric, asymmetric,
and amagmatic rifting). Although each of these is important, little is known of how
magmatism and tectonism interact, and hence how lower crustal accretion differs in
these environments. At present, two deep holes in oceanic core complexes, Holes
735B and U1309D, allow us to determine strain distribution with depth. The distri
bution of strain documented in these two locations differs significantly, with far more
intense crystal-plastic deformation being found in the upper 500 m of Hole 735B
than in Hole U1309D. We cannot assess the nature, extent, and role played by high-
temperature deformation during lower crustal accretion with isolated, one-dimen
sional sections. Offsetting and drilling to the north of Hole 735B will allow us to de
termine the continuity of the strain distribution from Hole 735B across the Atlantis
Bank core complex and thereby assess the role and broader significance of synmag
matic deformation in this tectonic environment. 6. What is the nature of magnetic anomalies? Magnetic anomaly “stripes” are detectable across the Atlantis II Transform transverse
ridge, including the Atlantis Bank platform itself (Dick et al., 1991b; Allerton and
Tivey, 2001; Hosford et al., 2003; Baines et al., 2007, 2008). Whereas most of the plat
form is reversely magnetized, as are the gabbro intervals of Holes 735B and 1105A (Ki 13 Expedition 360 Scientific Prospectus kawa and Pariso, 1991), a narrow normally polarized zone ~2 km wide is present near
its northern end. This is equated to Anomaly C5r.1n (11.476–11.531 Ma) (Allerton
and Tivey, 2001; Baines et al., 2008) (Figure F7). It is detectable on surface (Dick et al.,
1991b; Hosford et al., 2003) and deep-towed magnetic profiles (Allerton and Tivey,
2001) and in the JR31 seabed drill cores; however, the precise location of the bound-
ary in each case is slightly offset (Figure F7). Because the sea-surface magnetization
signal is derived from a much greater volume of rock than the near-bottom signal in
the cores, Allerton and Tivey (2001) deduced from the sense of offset that the mag-
netic anomaly boundaries are inclined. They modeled the southern limit of the
anomaly as a planar boundary dipping ~25° toward the south, suggesting that the sur-
face represented either an isotherm corresponding to the Curie point or the edge of
an intrusion (Figure F7). Alternatively, the form of the southern edge of the anomaly
may have been modified by faulting: extensive brittle deformation and cataclasis is
observed in shallow drill cores from the location of the southern reversal boundary,
probably corresponding to a northward-dipping normal fault at the kink/narrowing
of the platform summit at 32°41.8′S. If so, the reversal boundary is likely to dip more
steeply than the 25° proposed by Allerton and Tivey (2001). An important objective of Expedition 360 is to drill through normal polarity Chron
C5r.1n to determine the nature of its boundaries and what controls magnetic anom-
alies in plutonic rocks. 7. Is there life in the lower crust and hydrated mantle? A primary objective of the SloMo Project is to determine the microbiology of the
lower crust, the potential serpentinized mantle above Moho, and the underlying
mantle, to address IODP Science Plan Challenge 6 “What are the limits of life in the
subseafloor?” For this purpose, Expedition 360 will assess the microbiology of the up-
per portion of the lower crust. 8. What is the role of the lower crust and shallow mantle in the global carbon cycle? Serpentinization and weathering of ultramafic rocks as well as alteration of basalts are
known, under the right conditions, to cause the formation of carbonates. Such car-
bonates are present in the form of extensive veining in serpentinized peridotites at
the southern edge of the Atlantis Bank platform (shallow drill Site JR31-BGS-12 and
contingency drill Site AtBk4). 14 Expedition 360 Scientific Prospectus The extent of these reactions in the lower crust is, to date, largely unknown. Although
we do not expect that carbon sequestration will be a significant process in the lower
ocean crust based on Holes 735B and U1309D, the possibility exists that Expedition
360 may penetrate the base of the lower ocean crust and thus offer the first opportu
nity to determine if carbon sequestration is significant below it. Drilling and coring strategy The JOIDES Resolution will move directly to proposed Site AtBk6, lower the subsea
camera, and do a short survey to find a flat and solid-looking plutonic rock surface
suitable for deployment of a reentry system. Prior site survey data indicates a flat bare-
rock gabbro pavement at this precise location (proposed Site JR31-BR-8) (Figure F4). If the weather is suitable (<1 m heave), we will deploy a reentry system and complete
the primary hole as described below. If the weather is initially unsuitable for deploy
ment of a reentry system but acceptable for drilling, we will instead proceed to con
tingency proposed Site AtBk4 at the southern end of the platform, where prior seabed
rock drilling during the JR31 site survey cruise cored serpentinite. There we would ini
tiate a bare-rock spud in and drill a single-bit hole until weather improves or until bit
destruction. In the event that the weather remains unsuitable for the deployment of
the reentry system, we will proceed to the second contingency proposed Site AtBk2
immediately east of the Atlantis Bank wave-cut platform and drill a single-bit hole
where the original, uneroded detachment surface was down-dropped by a 1000 m off
set east-facing normal fault. This would recover the uppermost section of the core
complex that is missing at proposed Site AtBk6 due to erosion. If unsuitable weather
continues, we will proceed to the third contingency proposed Site AtBk5 and drill an
other single-bit hole until the weather improves. At the primary proposed Site AtBk6, deployment of a reentry system will be initiated
as soon as weather permits. Reentry system Plan A begins with drilling-in a reentry
cone with a 15 m long conductor casing (13.375 inches) using a mud motor. Two
such systems will be carried on board. The conductor casing will be cemented in place
and the cement plug will be drilled out before coring begins. If Plan A fails, we will
proceed with Plan B: drilling an 18.5 inch hole, lowering a 16 inch casing into the
open hole (15 m), and then deploying a free-fall hammer funnel (hard rock reentry
system [HRRS]-type) over the 16 inch casing. Following deployment of the reentry 15 Expedition 360 Scientific Prospectus system, we will core with the rotary core barrel (RCB) to 220 m, log the hole, open the
hole to a 12.5 inch diameter, and install 200 m of 10.75 inch casing. Drilling and coring strategy We will then drill
as deep as time allows, reserving ~2 days for logging prior to departure. system, we will core with the rotary core barrel (RCB) to 220 m, log the hole, open the
hole to a 12.5 inch diameter, and install 200 m of 10.75 inch casing. We will then drill
as deep as time allows, reserving ~2 days for logging prior to departure. From 220 m downhole, our intention is to core continuously. However, the primary
objective of SloMo Project Phase I is to drill to 3 km, requiring that we drill as deep a
hole as possible on Expedition 360 to enable a second expedition (SloMo-Leg 2) to
achieve this objective. A conservative estimate of what can be drilled with continuous
coring during Leg 1 is 1300 m, which is short of what is needed on Leg 1 to achieve
the objectives of Leg 2. Accordingly, once penetration to a few hundred meters below
the magnetic transition is achieved, and if time is an issue to achieve the primary ob
jective, we will consider alternating four-cone coring bit runs with tricone drilling bit
runs to achieve greater depth, alternating coring and drilling without coring between
bit runs. A rough estimate is that drilling without coring would be nearly twice as fast
due to the heavier weight that can be placed on a more robust tricone drill bit and no
wireline time to retrieve core. If the stratigraphy of the lower kilometer is similar to
Hole 735B, this would not greatly affect the overall science objectives, as the lower
half of Hole 735B exhibited far less variability than the upper portion. If and when
the hole reaches 1400 m, we would resume continuous coring as we entered depths
deeper than Hole 735B. Logging/downhole measurements strategy Wireline logging will form an essential component of the operations at Atlantis Bank
during Expedition 360. Downhole measurements of the in situ physical properties of
the formation will complement and extend those measured on cores, assist in char
acterizing the nature of incompletely recovered intervals, and thereby help in refin
ing the igneous, metamorphic, and structural stratigraphies of the borehole(s). Borehole wall imaging will be of great importance in establishing the true geometry
of features such as lithological contacts, veins, and fractures; furthermore, by match
ing distinctive features in cores with their representations on borehole wall images,
core pieces may subsequently be reoriented to geographical coordinates. This can in
turn allow spatially anisotropic properties of cores, such as magnetic remanence di
rections, igneous petrofabrics, fault kinematics, and so on, to be considered in the
geographic reference frame and allow upscaling and integration of data from the drill
site with regional-scale geological and geophysical information. 16 Expedition 360 Scientific Prospectus At the primary proposed Site AtBk6, we intend to conduct wireline logging operations
in two phases. The first phase will be after coring the hole to 220 mbsf and before de
ploying 200 m of 10.75 inch casing. This first set of logs from ~30 to ~220 mbsf is pro
jected to take <1 day. The second phase of downhole logging will take place at the end of Expedition 360
and will cover the interval from 200 mbsf to the bottom of the hole, projected to be
at ~1300 mbsf. This should take ~2 days. At the beginning of each logging phase, the hole will be filled with freshwater; based
on experience from previous expeditions this enhances the quality of Formation
MicroScanner (FMS) electrical borehole wall imagery (Blackman, Ildefonse, John,
Ohara, Miller, MacLeod, and Expedition. 304/305 Scientists, 2006). In both phases of downhole logging, we anticipate making three separate logging
runs with the following tool configurations, in order: (1) triple combination (triple
combo), (2) FMS-sonic, and (3) Ultrasonic Borehole Imager (UBI). In the second log
ging phase, the Versatile Seismic Imager (VSI) will be added as a fourth run. The triple combo tool string consists of six separate probes: • The Accelerator Porosity Sonde (APS) uses an electronic neutron source to mea-
sure the porosity of the formation. • The Hostile Environment Litho-Density Sonde (HLDS) measures bulk density. Logging/downhole measurements strategy The tool employs a single-arm caliper to push the sonde against the borehole
wall and, by so doing, giving a measurement of borehole size. • The Hostile Environment Natural Gamma Ray Sonde (HNGS) measures the nat-
ural radioactivity of the formation, including indications of the concentrations
of Th, U, and K. • The High Resolution Laterolog Array Tool (HRLA) measures the electrical resis-
tivity of the formation at two different invasion depths. • The Phasor Dual-Induction Spherically-Focused Resistivity Tool (DIT). • The Magnetic Susceptibility Sonde (MSS-B) measures borehole magnetic suscep-
tibility at two different vertical resolutions and depths of investigation. The FMS-sonic tool string combines the FMS, Dipole Sonic Imager (DSI), and General
Purpose Inclinometry Tool (GPIT) tools. It also carries an HNGS sonde to allow direct
correlation with the data from other logging runs. The FMS consists of four orthogo The FMS-sonic tool string combines the FMS, Dipole Sonic Imager (DSI), and General
Purpose Inclinometry Tool (GPIT) tools. It also carries an HNGS sonde to allow direct
correlation with the data from other logging runs. The FMS consists of four orthogo 17 Expedition 360 Scientific Prospectus nal pads with 16 electrodes on each pad mounted on arms that are pressed against
the borehole wall. Resistivity measurements from the electrodes are combined to gen
erate high-resolution electrical images of strips of the borehole wall (a single pass im
ages ~22% of the circumference of the hole). In practice FMS images are particularly
useful for the identification of (the orientation of) planar features such as faults, frac
tures, veins, borehole breakouts, and lithologic variations in the borehole wall. The
images can resolve millimeter-scale features if they have sufficient resistivity contrast. They are oriented to the geographical reference frame by means of the GPIT. If dis
tinctive planar features in the core can be matched directly to their representations
on the FMS imagery, the cores may be reoriented to geographical coordinates. The DSI
records a full set of acoustic waveforms to measure the compressional and shear-wave
velocity of the formation (VP and VS). VP can be combined with the density log to gen
erate synthetic seismograms and provide high-resolution seismic-borehole integra
tion. The UBI tool measures the amplitude and transit time of an acoustic wave propagated
into the formation. It provides medium–high resolution acoustic images of the bore
hole wall, which are geographically oriented by means of a GPIT sonde. Logging/downhole measurements strategy Although of
lower resolution than the FMS images, UBI data have the advantage of providing
100% coverage of the borehole wall. UBI and FMS images are utilized in a similar
manner. The VSI is a well seismic geophone used in conjunction with an air gun source at the
surface to help constrain the velocity structure of the vicinity of the borehole. Mea
surements are made with the tool held at different depths within the borehole, typi
cally 50 m apart. In addition to the above, it is possible that borehole fluid temperatures may be mea
sured on one or more occasions by deploying the Sediment Temperature Tool (SET),
holding the drill bit just above the bottom of the hole, and allowing temperatures to
equilibrate. This may be considered near the end of the expedition to ascertain for
mation temperatures at the base of the hole. We may also consider deploying the core
orientation tool ; although useless in hard rock/RCB coring operations for orienting
the core itself, the information would give a direct measure of borehole deviation. More information about the capabilities of the downhole logging tools is available at
iodp.tamu.edu/tools/logging/index.html. 18 Expedition 360 Scientific Prospectus Risks and contingency The biggest imponderable and probably greatest risk to the successful implementa
tion of the drilling plan is the weather. Although at a latitude of 32°S, Atlantis Bank
lies to the north of the edge of the Antarctic Circumpolar Current and Southern
Ocean and can be affected by storms and poor sea states at any time of year. This has
occasionally affected scientific operations during previous research cruises. As de
tailed in Operations plan, we have identified several contingency sites where we
could drill single-bit bare-rock spud-in rotary-cored holes until the weather improves. These operations should be possible in sea states greater than the ≤1 m heave condi
tions required to set the hard-rock drill-in reentry system at the primary proposed Site
AtBk6. It should be noted that these contingency sites are not envisaged as alternate
deep-penetration sites. In marginal conditions there is a risk that the HRRS will not
be drilled in perfectly vertically, which may cause problems for the setting of the cas
ing strings and, ultimately, successful deep penetration during Expedition 360 and fu
ture drilling expeditions. A complete backup drill-in reentry system will be carried, as
well as a less sophisticated drilling/casing system (Plan B), as outlined in Operations
plan. It should be noted that once the reentry system and casing strings have been
installed, coring operations should be much less vulnerable to adverse weather con
ditions. Hole conditions and core recovery in Holes 735B and 1105A on Atlantis Bank have
been exceptional (average 87% recovery over >1500 m in Hole 735B); accordingly, we
do not anticipate the difficult hole conditions encountered at almost all other ODP/
IODP ocean basement drill sites. Overall, we have allowed 3.8 days for weather contingency. If this is not required
during Expedition 360, we will simply drill deeper at the primary proposed Site AtBk6. Site survey data The supporting site survey data for Expedition 360 are archived at the IODP Site Sur
vey Data Bank. 19 Expedition 360 Scientific Prospectus References Allerton, S., and Tivey, M.A., 2001. Magnetic polarity structure of the lower oceanic crust. Geophysical Research Letters, 28(3):423–426. http://dx.doi.org/10.1029/2000GL008493 Arai, S., Dick, H.J.B., and Scientific Party, 2000. Cruise Report, Mode 2000 (Kairei/Kaiko KR00-
06): Yokosuka, Japan (Japanese Agency for Marine-Earth Science and Technology). Baines, A.G., Cheadle, M.J., Dick, H.J.B., Hosford Scheirer, A., John, B.E., Kusznir, N.J., and
Matsumoto, T., 2003. Mechanism for generating the anomalous uplift of oceanic core
complexes: Atlantis Bank, Southwest Indian Ridge. Geology, 31(12):1105–1108. http://
dx.doi.org/10.1130/G19829.1 Baines, A.G., Cheadle, M.J., Dick, H.J.B., Hosford Scheirer, A., John, B.E., Kusznir, N.J., and
Matsumoto, T., 2007. The evolution of the Southwest Indian Ridge from 55°45′E–62°E:
changes in plate-boundary geometry since 26 Ma. Geochemistry, Geophysics, Geosystems,
8(6):Q06022. http://dx.doi.org/10.1029/2006GC001559 Baines, A.G., Cheadle, M.J., John, B.E., and Schwartz, J.J., 2008. The rate of oceanic detach
ment faulting at Atlantis Bank, SW Indian Ridge. Earth and Planetary Science Letters,
273(1–2):105–114. http://dx.doi.org/10.1016/j.epsl.2008.06.013 Blackman, D.K., Ildefonse, B., John, B.E., Ohara, Y., Miller, D.J., Abe, N., Abratis, M., Andal,
E.S., Andreani, M., Awaji, S., Beard, J.S., Brunelli, D., Charney, A.B., Christie, D.M., Col
lins, J., Delacour, A.G., Delius, H., Drouin, M., Einaudi, F., Escartín, J., Frost, B.R., Früh-
Green, G., Fryer, P.B., Gee, J.S., Godard, M., Grimes, C.B., Halfpenny, A., Hansen, H.-E.,
Harris, A.C., Tamura, A., Hayman, N.W., Hellebrand, E., Hirose, T., Hirth, J.G., Ishimaru,
S., Johnson, K.T.M., Karner, G.D., Linek, M., MacLeod, C.J., Maeda, J., Mason, O.U.,
McCaig, A.M., Michibayashi, K., Morris, A., Nakagawa, T., Nozaka, T., Rosner, M., Searle,
R.C., Suhr, G., Tominaga, M., von der Handt, A., Yamasaki, T., and Zhao, X., 2011. Drill
ing constraints on lithospheric accretion and evolution at Atlantis Massif, Mid-Atlantic
Ridge, 30°N. Journal of Geophysical Research: Solid Earth, 116(B7):B07103. http://
dx.doi.org/10.1029/2010JB007931 Blackman, D.K., Ildefonse, B., John, B.E., Ohara, Y., Miller, D.J., MacLeod, C.J., and the Expe
dition 304/305 Scientists, 2006. Proceedings of the Integrated Ocean Drilling Program, 304/
305: College Station, TX (Integrated Ocean Drilling Program Management International,
Inc.). http://dx.doi.org/10.2204/iodp.proc.304305.2006 Cann, J.R., Blackman, D.K., Smith, D.K., McAllister, E., Janssen, B., Mello, S., Avgerinos, E.,
Pascoe, A.R., and Escartin, J., 1997. Corrugated slip surfaces formed at ridge–transform
intersections on the Mid-Atlantic Ridge. Nature, 385(6614):329–332. http://dx.doi.org/
10.1038/385329a0 Cannat, M., Mével, C., and Stakes, D., 1991. Normal ductile shear zones at an oceanic spread
ing ridge: tectonic evolution of Site 735 gabbros (southwest Indian Ocean). Sampling and data sharing strategy Shipboard and shore-based scientists participating in the Expedition 360 project
should refer to the IODP Sample, Data, and Obligations Policy and Implementation
Guidelines posted on the Web at www.iodp.org/program-documents/. This docu
ment outlines the policy for distributing IODP samples and data to research scientists,
curators, and educators. The document also defines the obligations that sample and
data recipients incur. The Sample Allocation Committee (SAC), composed of Co-
Chief Scientists, EPM/Staff Scientist, and IODP Curator (on shore) and curatorial rep
resentative (on board ship) will work with the entire scientific party to formulate a
formal expedition-specific sampling plan for shipboard and postcruise sampling. Shipboard scientists are expected to submit research proposals and associated sample
requests (web.iodp.tamu.edu/sdrm/) ~3–6 months before the beginning of the ex
pedition (exact timeline to be announced by the EPM/Staff Scientist). Based on the
shore-based and shipboard sample requests submitted by this deadline, the SAC will
prepare a tentative expedition sampling plan, which will be subject to modification
depending upon the actual material recovered and collaborations that may evolve be
tween scientists during the expedition. Modification of the sampling strategy during
the expedition must be approved by the SAC. The archive section half will not be sampled, except for a limited number of whole
rounds if these are required to meet primary project objectives. Shipboard samples
will be taken from the working section half, sparing the equivalent of one half of the
section half (a quarter round) in all intervals if possible. All sample frequencies and
sizes must be justified on a scientific basis and approval will depend to some degree
on core recovery, the full spectrum of other requests, and the cruise objectives. Some
redundancy of measurement is unavoidable or even desirable, but minimizing the du
plication of measurements among the shipboard party and identified shore-based col
laborators will be a factor in evaluating sample requests. If critical intervals with particularly high sampling demand are recovered, special de
cisions may be required, including reduced sample size, collaborations and sharing of
samples and/or measurements results. A sampling plan coordinated by the SAC is typ
ically required before critical intervals are sampled. The actual sampling of critical in
tervals may be postponed and carried out in the shore repository after the cruise. 20 Expedition 360 Scientific Prospectus References In Von Her
zen, R.P., Robinson, P.T., et al., Proceedings of the Ocean Drilling Program, Scientific Results,
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10.2973/odp.proc.sr.118.157.1991 Cannat, M., Sauter, D., Mendel, V., Ruellan, E., Okino, K., Escartin, J., Combier, V., and Baala,
M., 2006. Modes of seafloor generation at a melt-poor ultraslow-spreading ridge. Geology,
34(7):605–608. http://dx.doi.org/10.1130/G22486.1 Coogan, L.A., 2014. The lower oceanic crust. In Rudnick, R.L. (Ed.), Treatise on Geochemistry
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(Elsevier), 497–541. http://dx.doi.org/10.1016/B978-0-08-095975-7.00316-8 21 Expedition 360 Scientific Prospectus Dick, H.J.B., Arai, S., Hirth, G., John, B.J., and KROO-06 Scientific Party, 2001. A subhorizon
tal cross-section through the crust mantle boundary at the SW Indian Ridge. Geophysical
Research Abstracts, 3. Dick, H.J.B., MacLeod, C.J., Robinson, P.T., Allerton, S., and Tivey, M.A., 1999. Bathymetry of
Atlantis Bank—Atlantis II Fracture Zone: Southwest Indian Ridge. In Dick, H.J.B., Nat
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odp.proc.ir.176.104.1999 Dick, H.J.B., Meyer, P.S., Bloomer, S., Kirby, S., Stakes, D., and Mawer, C., 1991a. Lithostrati
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odp.proc.sr.118.128.1991 Dick, H.J.B., Natland, J.H., Alt, J.C., Bach, W., Bideau, D., Gee, J.S., Haggas, S., Hertogen,
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E., Kingdon, A., LeRoux, P.J., Maeda, J., Meyer, P.S., Miller, D.J., Naslund, H.R., Niu, Y.-L.,
Robinson, P.T., Snow, J., Stephen, R.A., Trimby, P.W., Worm, H.-U., and Yoshinobu, A.,
2000. A long in situ section of the lower ocean crust: results of ODP Leg 176 drilling at
the Southwest Indian Ridge. Earth and Planetary Science Letters, 179(1):31–51. http://
dx.doi.org/10.1016/S0012-821X(00)00102-3 Dick, H.J.B., Natland, J.H., Miller, D.J., et al., 1999. Proceedings of the Ocean Drilling Program,
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10.2973/odp.proc.ir.176.1999 Dick, H.J.B., Schouten, H., Meyer, P.S., Gallo, D.G., Bergh, H., Tyce, R., Patriat, P., Johnson,
K.T.M., Snow, J., and Fisher, A., 1991b. Tectonic evolution of the Atlantis II Fracture Zone. In Von Herzen, R.P., Robinson, P.T., et al., Proceedings of the Ocean Drilling Program, Scien
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dx.doi.org/10.2973/odp.proc.sr.118.156.1991 Dick, H.J.B., Tivey, M.A., and Tucholke, B.E., 2008. Plutonic foundation of a slow-spreading
ridge segment: oceanic core complex at Kane Megamullion, 23°30′N, 45°20′W. Geochemis
try, Geophysics, Geosystems, 9(5). http://dx.doi.org/10.1029/2007GC001645 Drouin, M., Godard, M., Ildefonse, B., Bruguier, O., and Garrido, C.J., 2009. Geochemical and
petrographic evidence for magmatic impregnation in the oceanic lithosphere at Atlantis
Massif, Mid-Atlantic Ridge (IODP Hole U1309D, 30°N). Chemical Geology, 264(1–4):71–88. http://dx.doi.org/10.1016/j.chemgeo.2009.02.013 Engel, C.G., and Fisher, R.L., 1975. Granitic to ultramafic rock complexes of the Indian Ocean
Ridge system, western Indian Ocean. Geological Society of America Bulletin, 86(11):1553–
1578. http://dx.doi.org/10.1130/0016-7606(1975)86<1553:GTURCO>2.0.CO;2 Escartín, J., and Canales, J.-P., 2011. Detachments in oceanic lithosphere: deformation, mag
matism, fluid flow, and ecosystems. Eos, Transactions of the American Geophysical Union,
92(4):31. http://dx.doi.org/10.1029/2011EO040003 Escartín, J., Mével, C., MacLeod, C.J., and McCaig, A.M., 2003. Constraints on deformation
conditions and the origin of oceanic detachments: the Mid-Atlantic Ridge core complex
at 15°45′N. Geochemistry, Geophysics, Geosystems, 4(8):1067. http://dx.doi.org/10.1029/
2002GC000472 22 Expedition 360 Scientific Prospectus Escartín, J., Smith, D.K., Cann, J., Schouten, H., Langmuir, C.H., and Escrig, S., 2008. Central
role of detachment faults in accretion of slow-spreading oceanic lithosphere. Nature,
455(7214):790–794. http://dx.doi.org/10.1038/nature07333 Gillis, K., Mével, C., Allan, J., et al., 1993. Proceedings of the Ocean Drilling Program, Initial
Reports, 147: College Station, TX (Ocean Drilling Program). http://dx.doi.org/10.2973/
odp.proc.ir.147.1993 Gillis, K.M., Snow, J.E., Klaus, A., Abe, N., Adrião, Á.B., Akizawa, N., Ceuleneer, G., Cheadle,
M.J., Faak, K., Falloon, T.J., Friedman, S.A., Godard, M., Guerin, G., Harigane, Y., Horst,
A.J., Hoshide, T., Ildefonse, B., Jean, M.M., John, B.E., Koepke, J., Machi, S., Maeda, J.,
Marks, N.E., McCaig, A.M., Meyer, R., Morris, A., Nozaka, T., Python, M., Saha, A., and
Wintsch, R.P., 2014. Primitive layered gabbros from fast-spreading lower oceanic crust. Nature, 505(7482):204–207. http://dx.doi.org/10.1038/nature12778 Hosford, A., Tivey, M., Matsumoto, T., Dick, H., Schouten, H., and Kinoshita, H., 2003. Crustal magnetization and accretion at the Southwest Indian Ridge near the Atlantis II
Fracture Zone, 0–25 Ma. Journal of Geophysical Research: Solid Earth, 108(B3):2169. http://
dx.doi.org/10.1029/2001JB000604 Ildefonse, B., Blackman, D.K., John, B.E., Ohara, Y., Miller, D.J., MacLeod, C.J., and Integrated
Ocean Drilling Program Expeditions 304/305 Science Party, 2007. Oceanic core com
plexes and crustal accretion at slow-spreading ridges. Geology, 35(7):623–626. http://
dx.doi.org/10.1130/G23531A.1 Kikawa, E., and Pariso, J.E., 1991. Magnetic properties of gabbros from Hole 735B, Southwest
Indian Ridge. References In Von Herzen, R.P., Robinson, P.T., et al., Proceedings of the Ocean Drilling
Program, Scientific Results, 118: College Station, TX (Ocean Drilling Program), 285–307. http://dx.doi.org/10.2973/odp.proc.sr.118.148.1991 Kinoshita, J., Dick, H., and Shipboard Party JAMSTEC/WHOI, 1999. Deep sea diving expedi
tion in SW Indian Ridge (paper presented in honor of Don Heinrichs for his dedication in
Marine Geosciences of NSF), Eos, Transactions of the American Geophysical Union,
80(46):F526. Lavier, L., Buck, W.R., and Poliakov, A.N.B., 1999. Self-consistent rolling-hinge model for the
evolution of large-offset low-angle normal faults. Geology, 27(12):1127–1130. http://
dx.doi.org/10.1130/0091-7613(1999)027<1127:SCRHMF>2.3.CO;2 Lissenberg, C.J., MacLeod, C.J., Howard, K.A., and Godard, M., 2013. Pervasive reactive melt
migration through fast-spreading lower oceanic crust (Hess Deep, equatorial Pacific
Ocean). Earth and Planetary Science Letters, 361:436–447. http://dx.doi.org/10.1016/
j.epsl.2012.11.012 MacLeod, C.J., Dick, H.J.B., Allerton, S., Robinson, P.T., Coogan, L.A., Edwards, S.J., Galley, A.,
Gillis, K.M., Hirth, G., Hunter, A.G., Hutchinson, D., Kvassnes, A.J., Natland, J.H., Salis
bury, M., Schandl, E.S., Stakes, D.S., Thompson, G.M., and Tivey, M.A., 1998. Geological
mapping of slow-spread lower ocean crust: a deep-towed video and wireline rock drilling
survey of Atlantis Bank (ODP Site 735, SW Indian Ridge). InterRidge News, 7(2):39–43. MacLeod, C.J., Escartin, J., Banerji, D., Banks, G.J., Gleeson, M., Irving, D.H.B., Lilly, R.M.,
McCaig, A.M., Niu, Y., Allerton, S., and Smith, D.K., 2002. Direct geological evidence for
oceanic detachment faulting: the Mid-Atlantic Ridge, 15°45′N. Geology, 30(10):879–882. http://dx.doi.org/10.1130/0091-7613(2002)030<0879:DGEFOD>2.0.CO;2 MacLeod, C.J., Wright, V.P., Perry, C.T., and Dick, H.J., 2000. Tectonic evolution and uplift/
subsidence history of Atlantis Bank, a transverse ridge near the Atlantis II Fracture Zone,
SW Indian Ridge. Eos, Transactions of the American Geophysical Union, 81:1129. http://
abstractsearch.agu.org/meetings/2000/FM/sections/T/sessions/T62B/abstracts/
T62B-08.html 23 Expedition 360 Scientific Prospectus Matsumoto, T., Dick, H.J.B., and Scientific Party, 2002. Investigation of Atlantis Bank and the
SW Indian Ridge from 568E to 588E: Preliminary Report: Tokyo (Japanese Agency for
Marine-Earth Science and Technology). Miller, D.J., and Christensen, N.I., 1997. Seismic velocities of lower crustal and upper mantle
rocks from the slow-spreading Mid-Atlantic Ridge, south of the Kane Transform Zone
(MARK). In Karson, J.A., Cannat, M., Miller, D.J., and Elthon, D. (Eds.), Proceedings of the
Ocean Drilling Program, Scientific Results, 153: College Station, TX (Ocean Drilling Pro
gram), 437–454. http://dx.doi.org/10.2973/odp.proc.sr.153.043.1997 Minshull, T.A., Muller, M.R., Robinson, C.J., White, R.S., and Bickle, M.J., 1998. Is the oceanic
Moho a serpentinization front? In Mills, R.A., and Harrison, K. (Eds.), Modern Ocean Floor
Processes and the Geological Record. Geological Society Special Publications, 148(1):71–80. References http://dx.doi.org/10.1144/GSL.SP.1998.148.01.05 Miranda, E.A., and John, B.E., 2010. Strain localization along the Atlantis Bank oceanic
detachment fault system, Southwest Indian Ridge. Geochemistry, Geophysics, Geosystems,
11(4):Q04002. http://dx.doi.org/10.1029/2009GC002646 Muller, M.R., Minshull, T.A., and White, R.S., 2000. Crustal structure of the Southwest Indian
Ridge at the Atlantis II Fracture Zone. Journal of Geophysical Research: Solid Earth,
105(B11):25809–25828. http://dx.doi.org/10.1029/2000JB900262 Muller, M.R., Robinson, C.J., Minshull, T.A., White, R.S., and Bickle, M.J., 1997. Thin crust
beneath Ocean Drilling Program Borehole 735B at the Southwest Indian Ridge? Earth and
Planetary
Science
Letters,
148(1–2):93–107. http://dx.doi.org/10.1016/
S0012-821X(97)00030-7 Natland, J.H., and Dick, H.J.B., 2001. Formation of the lower ocean crust and the crystalliza
tion of gabbroic cumulates at a very slowly spreading ridge. Journal of Volcanology and
Geothermal
Research,
110(3–4):191–233. http://dx.doi.org/10.1016/S0377-
0273(01)00211-6 Natland, J.H., and Dick, H.J.B., 2002. Stratigraphy and composition of gabbros drilled in
Ocean Drilling Program Hole 735B, Southwest Indian Ridge: a synthesis of geochemical
data. In Natland, J.H., Dick, H.J.B., Miller, D.J., and Von Herzen, R.P. (Eds.), Proceedings of
the Ocean Drilling Program, Scientific Results, 176: College Station, TX (Ocean Drilling Pro
gram), 1–69. http://dx.doi.org/10.2973/odp.proc.sr.176.002.2002 Palmiotto, C., Corda, L., Ligi, M., Cipriani, A., Dick, H.J.B., Douville, E., Gasperini, L., Mon
tagna, P., Thil, F., Borsetti, A.M., Balestra, B., and Bonatti, E., 2013. Nonvolcanic tectonic
islands in ancient and modern oceans. Geochemistry, Geophysics, Geosystems, 14(10):4698–
4717. http://dx.doi.org/10.1002/ggge.20279 Pettigrew, T.L., Casey, J.F., Miller, D.J., et al., 1999. Proceedings of the Ocean Drilling Program,
Initial Reports, 179: College Station, TX (Ocean Drilling Program). http://dx.doi.org/
10.2973/odp.proc.ir.179.1999 Robinson, P.T., Von Herzen, R., et al., 1989. Proceedings of the Ocean Drilling Program, Initial
Reports, 118: College Station, TX (Ocean Drilling Program). http://dx.doi.org/10.2973/
odp.proc.ir.118.1989 Sauter, D., Cannat, M., Rouméjon, S., Andreani, M., Birot, D., Bronner, A., Brunelli, D., Car
lut, J., Delacour, A., Guyader, V., MacLeod, C.J., Manatschal, G., Mendel, V., Ménez, B.,
Pasini, V., Ruellan, E., and Searle, R., 2013. Continuous exhumation of mantle-derived
rocks at the Southwest Indian Ridge for 11 million years. Nature Geoscience, 6(4):314–320. http://dx.doi.org/10.1038/ngeo1771 24 Expedition 360 Scientific Prospectus Schroeder, T., and John, B.E., 2004. Strain localization on an oceanic detachment fault sys
tem, Atlantis Massif, 30°N, Mid-Atlantic Ridge. Geochemistry, Geophysics, Geosystems,
5:Q11007. http://dx.doi.org/10.1029/2004GC000728 Schroeder, T., and John, B.E., 2004. Strain localization on an oceanic detachment fault sys
tem, Atlantis Massif, 30°N, Mid-Atlantic Ridge. Geochemistry, Geophysics, Geosystems,
5:Q11007. http://dx.doi.org/10.1029/2004GC000728 Sinton, J.M., and Detrick, R.S., 1992. Mid-ocean ridge magma chambers. Journal of Geophysi
cal Research: Solid Earth, 97(B1):197–216. Schroeder, T., and John, B.E., 2004. Strain localization on an oceanic detachment fault sys
tem, Atlantis Massif, 30°N, Mid-Atlantic Ridge. Geochemistry, Geophysics, Geosystems,
5:Q11007. http://dx.doi.org/10.1029/2004GC000728 References http://dx.doi.org/10.1029/91JB02508 Sinton, J.M., and Detrick, R.S., 1992. Mid-ocean ridge magma chambers. Journal of Geophysi
cal Research: Solid Earth, 97(B1):197–216. http://dx.doi.org/10.1029/91JB02508 Tucholke, B.E., and Lin, J., 1994. A geological model for the structure of ridge segments in
slow spreading ocean crust. Journal of Geophysical Research: Solid Earth, 99(B6):11937–
11958. http://dx.doi.org/10.1029/94JB00338 Tucholke, B.E., and Lin, J., 1994. A geological model for the structure of ridge segments in
slow spreading ocean crust. Journal of Geophysical Research: Solid Earth, 99(B6):11937–
11958. http://dx.doi.org/10.1029/94JB00338 Tucholke, B.E., Lin, J., and Kleinrock, M.C., 1998. Megamullions and mullion structure defin
ing oceanic metamorphic core complexes on the Mid-Atlantic Ridge. Journal of Geophysi
cal Research: Solid Earth, 103(B5):9857–9866. http://dx.doi.org/10.1029/98JB00167 Tucholke, B.E., Lin, J., and Kleinrock, M.C., 1998. Megamullions and mullion structure defin
ing oceanic metamorphic core complexes on the Mid-Atlantic Ridge. Journal of Geophysi
cal Research: Solid Earth, 103(B5):9857–9866. http://dx.doi.org/10.1029/98JB00167 25 Expedition 360 Scientific Prospectus
Table T1. Operations plan for proposed sites, Expedition 360. RCB = rotary core barrel, UBI = Ultrasonic Borehole Imager, FMS = Formation MicroScanner, MSS = magnetic susceptibility sonde, VSI = Versatile
Sonic Imager. Begin Expedition
5.0
10.8
AtBk-6
32° 42.3402' S
706
2.6
EPSP
57° 16.6910' E
approved to
5.6
TBD
Wireline log pilot hole with Triple Combo w/ UBI, FMS-Sonic
0.8
Open hole to 14" diameter and run 10 3/4" casing string to ~200 mbsf
3.6
23.6
Wireline log pilot hole with Triple Combo w/ UBI, FMS-Sonic, MSS
2.0
4.0
Sub-Total Days On-Site:
42.2
3.0
End Expedition
13.8
39.4
2.8
5.0
42.2
Weather Contingency
and cement casing. RCB core from ~220 mbsf to ~1300 mbsf
& VSI Tool Strings from 200 mbsf to ~1300 mbsf. Hole A: Drill in reentry cone with ~15 m of 13 3/8" 54.5 lb/ft conductor casing
and cement reentry system in place. Drill out cement and RCB core to ~220 mbsf
and MSS Tool Strings from 30 mbsf to ~220 mbsf. Transit 2710 nmi from Colombo to Site AtBk-1a @ 10.5 knots
Exp-360 Indian Ridge Lower Crust and Moho (Pro800)
Operations Plan Summary
S. Midgley, 16 October 2014
Site No. Location
(Latitude
Longitude)
Seafloor
Depth
(mbrf)
Operations Description
Transit
(days)
Drilling
Coring
(days)
WL Log
(days)2
Colombo, Sri Lanka
Port Call Days
56.0
Sub-Total On-Site:
Total Expedition:
61.0
Transit 762 nmi from AtBk-1a to Port Louis @ 10.5 knots
Port Louis, Mauritius
Port Call:
Total Operating Days: Expedition 360 Scientific Prospectus Expedition 360 Scientific Prospectus
Table T1. Figure F1. 3-D perspective view of the Atlantis II Transform, looking north-northeast. Data com-
piled from multibeam data collected during Conrad Cruise C2709, James Clark Ross Cruise JR31, and
Yokosuka and Kairei site survey cruises, combined with satellite gravity seafloor data and the Global
Multi Resolution Bathymetry database. References Operations plan for proposed sites, Expedition 360. RCB = rotary core barrel, UBI = Ultrasonic Borehole Imager, FMS = Formation MicroScanner, MSS = magnetic susceptibility sonde, VSI = Versatile
Sonic Imager. Begin Expedition
5.0
10.8
AtBk-6
32° 42.3402' S
706
2.6
EPSP
57° 16.6910' E
approved to
5.6
TBD
Wireline log pilot hole with Triple Combo w/ UBI, FMS-Sonic
0.8
Open hole to 14" diameter and run 10 3/4" casing string to ~200 mbsf
3.6
23.6
Wireline log pilot hole with Triple Combo w/ UBI, FMS-Sonic, MSS
2.0
4.0
Sub-Total Days On-Site:
42.2
3.0
End Expedition
13.8
39.4
2.8
5.0
42.2
Weather Contingency
and cement casing. RCB core from ~220 mbsf to ~1300 mbsf
& VSI Tool Strings from 200 mbsf to ~1300 mbsf. Hole A: Drill in reentry cone with ~15 m of 13 3/8" 54.5 lb/ft conductor casing
and cement reentry system in place. Drill out cement and RCB core to ~220 mbsf
and MSS Tool Strings from 30 mbsf to ~220 mbsf. Transit 2710 nmi from Colombo to Site AtBk-1a @ 10.5 knots
Exp-360 Indian Ridge Lower Crust and Moho (Pro800)
Operations Plan Summary
S. Midgley, 16 October 2014
Site No. Location
(Latitude
Longitude)
Seafloor
Depth
(mbrf)
Operations Description
Transit
(days)
Drilling
Coring
(days)
WL Log
(days)2
Colombo, Sri Lanka
Port Call Days
56.0
Sub-Total On-Site:
Total Expedition:
61.0
Transit 762 nmi from AtBk-1a to Port Louis @ 10.5 knots
Port Louis, Mauritius
Port Call:
Total Operating Days: able T1. Operations plan for proposed sites, Expedition 360. RCB = rotary core barrel, UBI = Ultrasonic Borehole Imager, FMS = Formation MicroScanner, MSS = magnetic susceptibility sonde, VSI = Versatile
Sonic Imager. RCB = rotary core barrel, UBI = Ultrasonic Borehole Imager, FMS = Formation MicroScanner, MSS = magnetic susceptibility sonde, VSI = Versatile
Sonic Imager. 26 Expedition 360 Scientific Prospectus Figure F1. 3-D perspective view of the Atlantis II Transform, looking north-northeast. Data com-
piled from multibeam data collected during Conrad Cruise C2709, James Clark Ross Cruise JR31, and
Yokosuka and Kairei site survey cruises, combined with satellite gravity seafloor data and the Global
Multi Resolution Bathymetry database. u t
eso ut o
at y
et y database. AN-1
AN-2
Novara
fault zone
Atlantis II Transform
Atlantis Bank
33°S, 57°E
32°S, 57°E
34°S, 57°E
32°S, 58°E
33°S, 58°E
N 27 27 Expedition 360 Scientific Prospectus Figure F2. A. References Bathymetry of the Atlantis Bank area, with past and proposed drill sites marked. B. Summary of geological mapping of the Atlantis Bank area, with geological interpretation. Figure F2. A. Bathymetry of the Atlantis Bank area, with past and proposed drill sites marked. B. Summary of geological mapping of the Atlantis Bank area, with geological interpretation. -7500
-6750
-6000
-5250
-4500
-3750
-3000
-2250
-1500
-750
0
Depth (m)
655
652
652
650
646
466
467
458
459
648
462
461
460
644
651
653
647
645
173
174
643
649
1105A
735B
172
AtBk6
21’E
57°10’
57°20’
34’
19’
29’
22’
53’
37’
0
5
10 km
? ? ? ? ? ? ? ? ? Core complex margin
Normal fault
Detachment
fault
ROV/DSRV
track
Pillow basalt
Dikes/Gabbro
Gabbro
Metaperidotite
Peridotite
Dikes/Peridotite
Dredge haul
Diabase
Talc-serpentine
schist patch
Sediment/
clueless
Slump
deposit
57°10’E
32°40’
32°50’
32°30’
S
57°20’
735B
AtBk6
1105A
AtBk5
AtBk2
AtBk4
B
A -7500
-6750
-6000
-5250
-4500
-3750
-3000
-2250
-1500
-750
0
57°10’E
32°40’
32°50’
32°30’
S
57°20’
735B
AtBk6
1105A
AtBk5
AtBk2
AtBk4
A B 655
652
652
650
646
466
467
458
459
648
462
461
460
644
651
653
647
645
173
174
643
649
1105A
735B
172
AtBk6
21’E
57°10’
57°20’
34’
19’
29’
22’
53’
37’
0
5
10 km
? ? ? ? ? ? ? ? ? Core complex margin
Normal fault
Detachment
fault
ROV/DSRV
track
Pillow basalt
Dikes/Gabbro
Gabbro
Metaperidotite
Peridotite
Dikes/Peridotite
Dredge haul
Diabase
Talc-serpentine
schist patch
Sediment/
clueless
Slump
deposit
B 655
652
652
650
646
466
467
458
459
648
462
461
460
644
651
653
647
645
173
174
643
649
1105A
735B
172
AtBk6
21’E
57°10’
57°20’
34’
19’
29’
22’
53’
37’
0
5
10 km
? ? ? ? ? ? ? ? ? Core complex margin
Normal fault
Detachment
fault
ROV/DSRV
track
Pillow basalt
Dikes/Gabbro
Gabbro
Metaperidotite
Peridotite
Dikes/Peridotite
Dredge haul
Diabase
Talc-serpentine
schist patch
Sediment/
clueless
Slump
deposit
B Depth (m) 28 Expedition 360 Scientific Prospectus Figure F3. High-resolution contoured narrow-beam bathymetry map of Atlantis Bank wave-cut plat-
form, showing remotely operated vehicle (ROV) and submersible dive tracks plus locations of shal-
low and deep drill cores. Primary proposed drill site is AtBk6; contingency Sites AtBk4 and AtBk5 are
also marked. also marked. Figure F4. Bottom photo of primary deep drill proposed Site AtBk6, showing flat bare-rock pave-
ment (with echinoid) and thin carbonate in distance. The leg of the BRIDGE seabed rock drill is in
the foreground; drilling here (Site JR31-BR-8) yielded olivine gabbro with mylonitic shear bands.
Field of view is ~4–5 m. References 57°17’
57°18’
32°40’
S
32°44’
32°45’
57°15’E
57°16’
32°43’
32°42’
32°41’
16
53
24
35
20
34
17
735B
1105A
AtBk6
AtBk5
AtBk4
JR31 dredges
53
Shinkai 6500
462
461
Limestone
Pillow basalt
Diabase
Gabbro
Serpentine-talc
JR31 drill cores
Hydrothermal
Last cap on
gabbro
ODP/IODP
drill sites
430
435
437
438
425
434
426
429
433
436
Off-bottom
N
Atlantis Bank
Cruise JR31 narrow-beam
bathymetry
Contour interval: 5 m
Previous
Proposed
1 km
-1280
-1260
-1240
-1220
-1200
-1180
-1160
-1140
-1120
-1100
-1080
-1060
-1040
-1020
-1000
-980
-960
-940
-920
-900
-880
-860
-840
-820
-800
-780
-760
-740
-720
-700
-680
-660
-640
meters
ROPOS ROV 24 29 Expedition 360 Scientific Prospectus Figure F4. Bottom photo of primary deep drill proposed Site AtBk6, showing flat bare-rock pave-
ment (with echinoid) and thin carbonate in distance. The leg of the BRIDGE seabed rock drill is in
the foreground; drilling here (Site JR31-BR-8) yielded olivine gabbro with mylonitic shear bands. Field of view is ~4–5 m. Figure F4. Bottom photo of primary deep drill proposed Site AtBk6, showing flat bare-rock pave-
ment (with echinoid) and thin carbonate in distance. The leg of the BRIDGE seabed rock drill is in
the foreground; drilling here (Site JR31-BR-8) yielded olivine gabbro with mylonitic shear bands. Field of view is ~4–5 m. 30 Expedition 360 Scientific Prospectus Figure F5. Velocity models for north–south seismic Line CAM101 over Atlantis Bank, together with
principal proposed drill sites, modified after Muller et al. (2000). Green line = target depth of pro-
posed Site AtBk6 drilled during Expedition 360, orange line = projected penetration during SloMo-
Leg 2, red line = projected penetration during SloMo-Leg 2 (riser drilling). Velocity contours are
0.4 km/s. Upper panel shows an undifferentiated Layer 3; lower panel shows a lower serpentinized
mantle Layer 3 and an upper gabbroic Layer 3. The models fit the data equally well. Triangles mark
ocean-bottom hydrophones. Proposed Site AtBk6 lies on the line, and Hole 735B is projected from a
kilometer to the west. Moho gaps are due to ocean bottom seismometer placement and are not real. Figure F5. Velocity models for north–south seismic Line CAM101 over Atlantis Bank, together with
principal proposed drill sites, modified after Muller et al. (2000). References Green line = target depth of pro-
posed Site AtBk6 drilled during Expedition 360, orange line = projected penetration during SloMo-
Leg 2, red line = projected penetration during SloMo-Leg 2 (riser drilling). Velocity contours are
0.4 km/s. Upper panel shows an undifferentiated Layer 3; lower panel shows a lower serpentinized
mantle Layer 3 and an upper gabbroic Layer 3. The models fit the data equally well. Triangles mark
ocean-bottom hydrophones. Proposed Site AtBk6 lies on the line, and Hole 735B is projected from a
kilometer to the west. Moho gaps are due to ocean bottom seismometer placement and are not real. 0
15
14
13
12
11
10
9
8
7
2
4
6
8
0
0
20
40
60
2
4
6
8
Depth (km)
Distance (km)
Approximate Age (Ma)
Layer 2
Layer 3
Layer 2
Layer 3
Upper
Lower
South
North
Volcanic
Ridge
Normal
Faults
6
6
6.8
6.8
7.8
7.8
Mo
ho
R
e
fle
ctor
Moho
735B
AtBk6 0
15
14
13
12
11
10
9
8
7
2
4
6
8
0
0
20
40
60
2
4
6
8
Depth (km)
Distance (km)
Approximate Age (Ma)
Layer 2
Layer 3
Layer 2
Layer 3
Upper
Lower
South
North
Volcanic
Ridge
Normal
Faults
6
6
6.8
6.8
7.8
7.8
Mo
ho
R
e
fle
ctor
Moho
735B
AtBk6 Depth (km) 31 Expedition 360 Scientific Prospectus Figure F6. Lithostratigraphy of ODP Hole 735B and comparison with IODP Hole U1309D from the
Mid-Atlantic Ridge at 30°N, modified from Dick et al. (2000) and Blackman et al. (2006, 2011). Lith-
ologies are running 20 m downhole averages of the rock proportions, with those for Hole 735B nor-
malized to 100% recovery, whereas those for Hole U1309D are shown as a proportion of the
intervals drilled. Different symbols for the points in the whole rock Mg# diagram are for different
lithologies based on modal mineralogy and can be found in the ODP Legs 118 and 176 Initial Reports
volumes and IODP Expedition 304/305 reports (Robinson, Von Herzen, et al., 1989; Dick, Natland,
Miller, et al., 1999; Blackman, Ildefonse, John, Ohara, Miller, MacLeod, and Expedition. 304/305
Scientists, 2006). These sections represent the descriptions of two different scientific parties, and
whereas both followed AGI conventions on nomenclature, the exact definitions for each lithology
described may vary. References The red line at Mg# 80 is to emphasize the overall chemical differences in the
sections. Primary melts emerging from the mantle would be in equilibrium with gabbroic cumulates
and dunites with an Mg# ≥90, which are largely missing in both sections. and dunites with an Mg# ≥90, which are largely missing in both sections. 30
50
70
90
Depth (mbsf)
0
200
400
600
800
1000
1200
1400
Oxide gabbro
Gabbro, gabbronorite
Basalt/Diabase
Olivine gabbro,
troctolitic gabbro
Olivine-rich troctolite,
dunite, wehrlite,
harzburgite
Troctolite
Troctolitic gabbro
Olivine gabbro
Gabbro, gabbronorite
Disseminated
oxide gabbro
Oxide gabbro
0
100%
Hole 735B, Atlantis Bank, Southwest Indian Ridge
Hole U1309D, Atlantis Massif, Mid-Atlantic Ridge
No Hole
5
0
Whole-rock Mg/(Mg + Fe)
Lithology
Plastic
deformation
Whole-rock Mg/(Mg + Fe)
Lithology
Plastic
deformation
30
50
70
90
0
100%
5
0 30
50
70
90
Depth (mbsf)
0
200
400
600
800
1000
1200
1400
Oxide gabbro
Gabbro, gabbronorite
Basalt/Diabase
Olivine gabbro,
troctolitic gabbro
Olivine-rich troctolite,
dunite, wehrlite,
harzburgite
Troctolite
Troctolitic gabbro
Olivine gabbro
Gabbro, gabbronorite
Disseminated
oxide gabbro
Oxide gabbro
0
100%
Hole 735B, Atlantis Bank, Southwest Indian Ridge
Hole U1309D, Atlantis Massif, Mid-Atlantic Ridge
No Hole
5
0
Whole-rock Mg/(Mg + Fe)
Lithology
Plastic
deformation
Whole-rock Mg/(Mg + Fe)
Lithology
Plastic
deformation
30
50
70
90
0
100%
5
0 Hole 735B, Atlantis Bank, Southwest Indian Ridge Hole U1309D, Atlantis Massif, Mid-Atlantic Ridge Depth (mbsf) 32 Expedition 360 Scientific Prospectus Figure F7. A. Location and magnetization of Atlantis Bank platform drill cores. B. Contoured deep-
towed magnetization. C. References Magnetic anomaly models with positions of Hole 735B and proposed Site
AtBk6 700
800
800
800
900
900
900
1000
1000
1000
1100
1100
1100
1200
1200
1200
1300
1300
1400
735B
1105A
AtBk6
Drill Cores
BR reversed
BGS reversed
BR normal
BGS normal
32°40’S
32°44’
32°42’
57°14’E
57°16’
57°18’
57°16’E
57°18’
1105A
AtBk6
735B
−5
0
5
10
C5n.2n
C5r.1n
C5r.2n
C5An
Magnetization (A/m)
−500
0
500
C5n.2n
C5r.1n
C5r.2n
C5An
Magnetic field (nT)
C5n.2n
C5r.2n
C5An
North
South
735B
AtBk6
C5r.1n
38
40
41
42
43
44
45
46
47
48
49
−2
−1.5
−1
−0.5
0
Latitude 32°S (minutes)
Depth (km)
Sea-surface magnetization
Near-bottom magnetic field
Bathymetry
C
A
B
39 57°16’E
57°18
1105A
AtBk6
735B
B B −5
0
5
10
C5n.2n
C5r.1n
C5r.2n
C5An
Magnetization (A/m)
−500
0
500
C5n.2n
C5r.1n
C5r.2n
C5An
Magnetic field (nT)
C5n.2n
C5r.2n
C5An
North
South
735B
AtBk6
C5r.1n
38
40
41
42
43
44
45
46
47
48
49
−2
−1.5
−1
−0.5
0
Latitude 32°S (minutes)
Depth (km)
Sea-surface magnetization
Near-bottom magnetic field
Bathymetry
C
39 0C A 700
800
800
800
900
900
900
1000
1000
1000
1100
1100
1100
1200
1200
1200
1300
1300
1400
735B
1105A
AtBk6
Drill Cores
BR reversed
BGS reversed
BR normal
BGS normal
32°40
32°44
32°42
57°14’E
57°16’
57°18’
A Magnetization (A/m) 33 Expedition 360 Scientific Prospectus
Site summaries
Site AtBk6
Site AtBk4
Priority:
1
Position:
32°42.3402’S; 57°16.6910’E
North-central part of Atlantis Bank wave-cut platform
Water depth (m):
695
Target drilling depth (mbsf):
As deep as possible (>3 km)
Approved maximum
penetration (mbsf):
To be agreed; but >3 km
Survey coverage (track map,
seismic profile):
Seabed drill core Site JR31-BR-8
Objective(s):
Drill deep section through gabbro to crust–mantle transition
Drilling program:
Re-entry system:
Plan A: 15-m long 13.375-inch drill-in casing
Plan B conventional 15-m long 16-inch casing. RCB core to 220 mbsf; set 200-
m long 10.75 inch casing (after logging). RCB core as deep as time permits. Log. Logging/downhole
measurements program:
Three runs with triple combo, FMS-sonic, and UBI before setting 200 m long
10.75 inch casing; same three runs plus VSI from 200 mbsf to maximum
depth achieved. References Nature of rock anticipated:
Gabbro, possible rare diabase; ultimately serpentinized
and thence fresh peridotite
Priority:
2 (weather contingency)
Position:
32°44.6643’S; 57°17.0384’E
Southern end of Atlantis Bank wave-cut platform
Water depth (m):
839
Target drilling depth (mbsf):
~150 (single bit)
Approved maximum
penetration (mbsf):
To be agreed
Survey coverage (track map;
seismic profile):
Seabed drill core Site JR31-BGS-12
Objective(s):
Drill short section of serpentinized peridotite
Drilling program:
Single-bit bare-rock spud-in
Logging/downhole
measurements program:
None
Nature of rock anticipated:
Serpentinized peridotite Expedition 360 Scientific Prospectus Expedition 360 Scientific Prospectus
Site summaries
Site AtBk6
Priority:
1
Position:
32°42.3402’S; 57°16.6910’E
North-central part of Atlantis Bank wave-cut platform
Water depth (m):
695
Target drilling depth (mbsf):
As deep as possible (>3 km)
Approved maximum
penetration (mbsf):
To be agreed; but >3 km
Survey coverage (track map,
seismic profile):
Seabed drill core Site JR31-BR-8
Objective(s):
Drill deep section through gabbro to crust–mantle transition
Drilling program:
Re-entry system:
Plan A: 15-m long 13.375-inch drill-in casing
Plan B conventional 15-m long 16-inch casing. RCB core to 220 mbsf; set 200-
m long 10.75 inch casing (after logging). RCB core as deep as time permits. Log. Logging/downhole
measurements program:
Three runs with triple combo, FMS-sonic, and UBI before setting 200 m long
10.75 inch casing; same three runs plus VSI from 200 mbsf to maximum
depth achieved. References Nature of rock anticipated:
Gabbro, possible rare diabase; ultimately serpentinized
and thence fresh peridotite Site summaries Site AtBk4
Priority:
2 (weather contingency)
Position:
32°44.6643’S; 57°17.0384’E
Southern end of Atlantis Bank wave-cut platform
Water depth (m):
839
Target drilling depth (mbsf):
~150 (single bit)
Approved maximum
penetration (mbsf):
To be agreed
Survey coverage (track map;
seismic profile):
Seabed drill core Site JR31-BGS-12
Objective(s):
Drill short section of serpentinized peridotite
Drilling program:
Single-bit bare-rock spud-in
Logging/downhole
measurements program:
None
Nature of rock anticipated:
Serpentinized peridotite 34 Expedition 360 Scientific Prospectus p
p
Site summaries (continued)
Site AtBk5
Site AtBk2
Priority:
2 (weather contingency)
Position:
32°40.8244’S; 57°17.5431’E
Northernmost part of Atlantis Bank wave-cut platform
Water depth (m):
709
Target drilling depth (mbsf):
~150 (single bit)
Approved maximum
penetration (mbsf):
To be agreed
Survey coverage (track map;
seismic profile):
Seabed drill core Site JR31-BGS-20
Objective(s):
Drill short section of gabbro
Drilling program:
Single-bit bare-rock spud-in
Logging/downhole
measurements program:
None
Nature of rock anticipated:
Gabbro
Priority:
2 (weather contingency)
Position:
32°41.00’S; 57°20.35’E
Water depth (m):
1700
Target drilling depth (mbsf):
~150 (single bit)
Approved maximum
penetration (mbsf):
To be agreed
Survey coverage (track map;
seismic profile):
Objective(s):
Core the dike–gabbro transition
Drilling program:
Single-bit bare-rock spud-in
Logging/downhole
measurements program:
None
Nature of rock anticipated:
Gabbro, diabase p
p
Site summaries (continued)
Site AtBk5
Priority:
2 (weather contingency)
Position:
32°40.8244’S; 57°17.5431’E
Northernmost part of Atlantis Bank wave-cut platform
Water depth (m):
709
Target drilling depth (mbsf):
~150 (single bit)
Approved maximum
penetration (mbsf):
To be agreed
Survey coverage (track map;
seismic profile):
Seabed drill core Site JR31-BGS-20
Objective(s):
Drill short section of gabbro
Drilling program:
Single-bit bare-rock spud-in
Logging/downhole
measurements program:
None
Nature of rock anticipated:
Gabbro Site summaries (continued) Site AtBk2
Priority:
2 (weather contingency)
Position:
32°41.00’S; 57°20.35’E
Water depth (m):
1700
Target drilling depth (mbsf):
~150 (single bit)
Approved maximum
penetration (mbsf):
To be agreed
Survey coverage (track map;
seismic profile):
Objective(s):
Core the dike–gabbro transition
Drilling program:
Single-bit bare-rock spud-in
Logging/downhole
measurements program:
None
Nature of rock anticipated:
Gabbro, diabase 35 Expedition 360 Scientific Prospectus Expedition scientists and scientific participants Expedition scientists and scientific participants The current list of participants for Expedition 360 can be found at iodp.tamu.edu/science-
ops/precruise/indianridge/participants.html. 36
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Influência da queima e aditivos químicos e bacterianos na composição química de silagens de cana-de-açúcar
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Archivos de zootecnia
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Siqueira, G.R.1,2, R.A. Reis2, R.P. Schocken-Iturrino2, T.F. Bernardes2, A.J.V. Pires3,
M.T.P. Roth2 e R.C. Amaral2 1Agência Paulista de Tecnologia dos Agronegócios (APTA). Pólo Regional de Desenvolvimento dos
Agronegócios da Alta Mogiana. Av. Rui Barbosa, s/n. C.P. 35. CEP 14770-000 Colina-SP. Brasil. siqueiragr@aptaregional.sp.gov.br 2Faculdade de Ciências Agrárias e Veterinárias. UNESP. Jaboticabal-SP. Brasil. 3Universidade Estadual do Sudoeste da Bahia. Itapetinga-BA. Brasil. RESUMO Objetivou-se avaliar o efeito da queima e do
tratamento com aditivos químicos (uréia, benzoato
de sódio e hidróxido de sódio) e inoculantes
microbiológicos (Propionibacterium acidipro-
pionici + Lactobacillus plantarum e Lactobacillus
buchneri) na ensilagem da cana-de-açúcar, utili-
zando o esquema fatorial 2 (cana-de-açúcar crua
e queimada) x 6 (cinco aditivos uréia, benzoato de
sódio, hidróxido de sódio, Propionibacterium
acidipropionici + Lactobacillus plantarum e
Lactobacillus buchneri mais o grupo controle). Avaliou-se a composição química da forragem
antes de ensilar e após a abertura dos silos. Observou-se concentração dos teores de FDN
em todas as silagens, de 51,3% (antes da
ensilagem) para 67,8% após a abertura dos silos. Maiores recuperações da matéria seca digestível
verdadeira, 83,6 e 79,8% foram observadas nas
silagens de cana-de-açúcar queimada e tratadas
com NaOH ou com L. buchneri, respectivamente. Observou-se elevação da recuperação da matéria
seca digestível de 45% nas silagens de cana crua
controle para 74,3% nas silagens tratadas com L. buchneri. Nas silagens de cana queimada as
melhores recuperações dessa fração foram ob-
servadas nas silagens tratadas com NaOH (83,6%)
e nas com L. buchneri (79,8%). Os aditivos NaOH
e L. buchneri foram os mais eficientes em contro- lar as perdas qualitativas durante o processo
fermentativo da ensilagem da cana-de-açúcar
crua ou queimada. Additives. Fermentation. Inoculants. Silage. Additives. Fermentation. Inoculants. Silage. Aditivos. Fermentação. Inoculantes. Silagem. Additives. Fermentation. Inoculants. Silage. Arch. Zootec. 58 (221): 43-54. 2009. Recibido: 4-6-06. Aceptado: 5-11-07. INTRODUÇÃO comparada à silagem controle, não foi veri-
ficada diferença estatística em relação às
perdas de matéria seca, sendo os resultados
encontrados de 31,6 e 30,2% nas silagens
controle e tratadas com 0,5% de uréia, res-
pectivamente. Na década de 70 vários autores realizaram
pesquisas com uso de aditivos químicos na
ensilagem da cana-de-açúcar, objetivando
melhorar o perfil de fermentação e controlar
a população de leveduras (Nussio e Schmidt,
2004). Recentemente, alguns aditivos
voltaram a serem utilizados em pesquisas
no Brasil, mostrando a retomada do interesse
da comunidade científica pela pesquisa com
silagem de cana-de-açúcar. Nussio e Schmidt
(2004) mencionam que o interesse da pes-
quisa brasileira sobre a ensilagem de cana-
de-açúcar vem crescendo ano a ano. Na ensilagem da cana-de-açúcar a
utilização do hidróxido de sódio foi avaliada
por Castrillón et al. (1978), os autores
observaram redução no conteúdo de etanol
de 5,1 para 0,85% e aumento do ácido lático
de 2,1 para 10,2%, quando procederam-se
ao tratamento da cana-de-açúcar com 4% de
NaOH na matéria seca. A utilização de inoculantes bacterianos
na ensilagem sempre foi baseada em
microrganismos homoláticos, apresentando
como principais características: rápida
redução do pH e alta produção de ácido
lático (Costa et al., 2001). No entanto, pro-
blemas relacionados à estabilidade aeróbia
das silagens geraram buscas por micror-
ganismos com características distintas
daquelas antes desejadas (Filya et al., 2004). Resultados de pesquisa têm apontado
que o principal problema na ensilagem da
cana-de-açúcar é a fermentação alcoólica
realizada por leveduras durante o período
de armazenamento, com conseqüente
redução do conteúdo de carboidratos
solúveis (Bernardes et al., 2007; Pedroso et
al., 2007 e Siqueira et al., 2007). Esses
mesmos autores afirmam em seus trabalhos
a importância da busca por aditivos com
potencial para o controle desses micror-
ganismos. Neste cenário, a bactéria Lactobacillus
buchneri começou a ser utilizada por
pesquisadores dos EUA e da Europa a partir
do final dos anos 90. O intuito de sua
utilização foi o controle da instabilidade
aeróbia causada por leveduras e fungos em
silagens de alto valor nutritivo (Weinberg e
Muck, 1996). Weinberg et al. (2002)
avaliando silagens de trigo, observaram
elevação no teor de ácido acético, redução
no teor de ácido lático, sendo que esses
acontecimentos reduziram a população de
leveduras de 3,7 (silagem controle) para
<2,0 log ufc/g de matéria seca de silagem. Nesse sentido, pesquisa pioneira na
utilização do L. SUMMARY The objective of this trial was to evaluate the
effect of the chemical (urea, sodium benzoate,
and sodium hydroxide) and microbiological
(Propionibacterium acidipropionici + Lactoba-
cillus plantarum, and Lactobacillus buchneri)
additives on the sugarcane nutritive value, ensiled
crude or after burned, using a factorial scheme 2
(burned or crude sugar cane) x 6 (five additives
urea, sodium benzoate, sodium hydroxide,
Propionibacterium acidipropionici + Lactobaci-
llus plantarum, and Lactobacillus buchneri plus
control). It was evaluated the sugar cane chemical
composition, before and after ensilage. The sugar
cane NDF contents increased (51.3%, before
ensilage) to 67.8% after fermentation period. The
highest true digestible dry matter recovery values,
83.6 and 79.8% were observed on the burned
sugar cane silage treated with NaOH or L. buchneri,
respectively. The NaOH, and L. buchneri showed
more efficiency in reducing nutritive looses during
the fermentation phase of the crude or burned
sugar cane silage. Arch. Zootec. 58 (221): 43-54. 2009. Arch. Zootec. 58 (221): 43-54. 2009. Recibido: 4-6-06. Aceptado: 5-11-07. Archivos de zootecnia vol. 58, núm. 221, p. 44. MATERIAL E MÉTODOS A cana-de-açúcar (Saccharum offici-
narum L.) utilizada foi o cultivar SP70-1143,
proveniente da Usina Andrade Açúcar e
Álcool. A cultura foi adubada com 400 kg/
ha do formulado 20-05-20, após o terceiro
corte e o controle de invasoras foi realizado
com o herbicida Platô. A colheita manual
procedeu-se no mês de Outubro de 2003,
quando a cana-de-açúcar apresentava-se
apta para o quarto corte, com produção de
80 t MV/ha aos 15 meses de crescimento
vegetativo e com 16% de pol. Segundo Weinberg e Muck (1996), o
uso de microrganismos alternativos, que
são produtores de ácidos orgânicos consi-
derados fracos (acético ou propiônico), no
que se refere à eficiência em reduzir o pH da
massa ensilada, podem ter a ação sobre o
metabolismo de leveduras e fungos fila-
mentosos (Moon, 1983 e McDonald et al.,
1991). A forragem foi cortada e transportada
até as dependências da Unesp-Jaboticabal. No dia posterior ao corte parte da cana-de-
açúcar foi queimada, e colocada em forma de
pilhas. A forragem foi processada em pica-
dora estacionária em partículas de 1 a 3 cm. )
As bactérias Propionibacterium acidi-
propionici e o Lactobacillus buchneri en-
tre outros compostos produzem principal-
mente ácido propiônico e ácido acético,
respectivamente (Dawson et al., 1998 e
Danner et al., 2003). Esses ácidos em pH
inferior ao seu pKa (4,87 e 4,73 dos ácidos
propiônico e acético, respectivamente),
ficam na forma não dissociada, sendo a
membrana dos microrganismos permeável a
eles, conseqüentemente a entrada do ácido
é realizada via transporte passivo. Dentro
das células, eles são dissociados (RCOO- e
H+) devido ao pH interno do microrganismo
ser por volta de 7,0 (superior ao pKa), libe-
rando íons H+, conseqüentemente ocorre
rápida redução do pH intracelular. Para ele-
var novamente o pH, o microrganismo tem
que expulsar os íons H+, implicando em
gasto de energia, por se tratar de um processo
de transporte ativo, retardando o cresci-
mento e podendo causar a morte celular
(McDonald et al., 1991). Utilizaram-se um esquema fatorial 2 (for-
mas: cana-de-açúcar crua e queimada) x 6
aditivos (cinco aditivos uréia, benzoato de
sódio, hidróxido de sódio, Propionibac-
terium acidipropionici + Lactobacillus
plantarum e Lactobacillus buchneri mais o
grupo controle) num total de 12 tratamentos
com três repetições. QUEIMA E ADITIVOS E COMPOSIÇÃO DE SILAGENS DE CANA-DE-AÇÚCAR produção de ácido propiônico. Filya et al. (2004) avaliaram a inoculação do P. acidipropionici, L. plantarum e a associa-
ção dos dois microrganismos na ensilagem
de trigo, sorgo e milho. A concentração de
ácido propiônico foi superior em todas as
silagens inoculadas apenas com P. acidipro-
pionici e a população de leveduras foi redu-
zida da faixa de 5,5 a 5,8 para <2,0 log ufc/g
de silagem e a população de mofos de 4,1 a
5,0 também para <2,0 log ufc/g de silagem. propionici + Lactobacillus plantarum e
Lactobacillus buchneri) sobre a composição
química na ensilagem da cana-de-açúcar. propionici + Lactobacillus plantarum e
Lactobacillus buchneri) sobre a composição
química na ensilagem da cana-de-açúcar. INTRODUÇÃO buchneri na ensilagem da
cana-de-açúcar foi desenvolvida por
Pedroso et al. (2007). Neste estudo o autor
observou redução nas perdas por gases e
melhores recuperações de matéria seca. A utilização de aditivos químicos ou
bacterianos visa o controle de leveduras
durante o período fermentativo das silagens. Lättemäe e Lingvall (1996) avaliaram o efeito
do benzoato de sódio na fermentação de
silagens de gramíneas (azevém perene e
festuca) e observaram redução na população
de leveduras quando se adicionou benzoato
de sódio na ensilagem. O uso da uréia na ensilagem da cana-de-
açúcar foi estudado por Schmidt et al. (2004)
e Pedroso et al. (2007), não sendo observa-
da tendência definida da utilização desse
aditivo, quanto à redução de perdas ocasio-
nadas por leveduras. Pedroso et al. (2007)
observou redução das perdas de matéria
seca de 18,2% (controle) e de até 6,56% nas
silagens com 1,5% de uréia. No entanto, não
houve efeito sobre o teor de etanol das
silagens. Todavia, no estudo de Schmidt et
al. (2004) usando a dose de 0,5% de uréia Outro grupo de microrganismos que vêm
sendo estudado com finalidade semelhante
ao L. buchneri é o gênero Propionibac-
terium que têm como característica a Archivos de zootecnia vol. 58, núm. 221, p. 44. Archivos de zootecnia vol. 58, núm. 221, p. 45. SIQUEIRA, REIS, SCHOCKEN-ITURRINO, BERNARDES, PIRES, ROTH E AMARAL hidróxido de sódio (NaOH) foi utilizado em
solução de 33,3%. Imediatamente após a
aplicação dos aditivos a cana-de-açúcar foi
ensilada. seca foi determinada pelo método de Tilley
e Terry (Silva e Queiroz, 2002). Determinaram-se as recuperações dos
CNF e da matéria seca digestível verdadeira,
pela equação descrita abaixo: Utilizou-se como silos experimentais
foram utilizados canos de PVC de 50 cm de
altura e 10 cm de diâmetro, com tampas com
válvulas de Bunsen para permitir o escape
do gás. A ensilagem foi realizada com auxílio
de bastões de ferro, objetivando alcançar a
densidade de 650 kg de forragem/m3. Foi
determinado o volume de cada silo experi-
mental e pesou-se a quantidade de forragem
necessária para obter a densidade desejada. Após a compactação da forragem com
bastões de cano ferro e concreto na ponta,
os silos foram vedados com fita adesiva,
pesados e armazenados à temperatura am-
biente. Decorridos 60 dias de fermentação
os silos foram novamente pesados. Rec= (MSF * CFf) / (MSI * CFi) * 100
sendo: Rec= (MSF * CFf) / (MSI * CFi) * 100
sendo: Rec: recuperação da fração X (% da fração X), MSF: matéria seca no momento da abertura
(quantidade de forragem (kg) * teor de matéria
seca (%)), MSF: matéria seca no momento da abertura
(quantidade de forragem (kg) * teor de matéria
seca (%)), CFf: concentração da fração X, no momento da
abertura, CFf: concentração da fração X, no momento da
abertura, MSI: matéria seca ensilada (quantidade de forragem
(kg) * teor de matéria seca (%)), MSI: matéria seca ensilada (quantidade de forragem
(kg) * teor de matéria seca (%)), CFi: concentração da fração X, no momento da
ensilagem. CFi: concentração da fração X, no momento da
ensilagem. CFi: concentração da fração X, no momento da
ensilagem. O delineamento experimental utilizado
foi inteiramente casualizado em esquema
fatorial (2 x 6), com três repetições. Os fatores
estudados são descritos a seguir: queima
(cana-de-açúcar crua, cana-de-açúcar
queimda) e aditivos (controle, benzoato de
sódio, uréia, hidróxido de sódio, P. acidipro-
pionici + L.plantarum e L. buchneri). Antes da ensilagem e após a aplicação
dos referidos inoculantes e/ou aditivos a
forragem foi amostrada três vezes em cada
tratamento. Sendo que de cada amostra foi
fragmentada ainda em duas sub-amostras. SIQUEIRA, REIS, SCHOCKEN-ITURRINO, BERNARDES, PIRES, ROTH E AMARAL Uma sub-amostra foi destinada à determi-
nação do pH segundo Silva e Queiroz (2002),
a outra sub-amostra foi pesada e levada
para estufa de ventilação forçada a 55ºC
durante 72 horas (Silva e Queiroz, 2002). p
p
)
Os dados foram submetidos à análise de
variância pelo procedimento de Modelos
Lineares Gerais (Proc GLM - General Linear
Models Procedures). As médias foram ajus-
tadas pelo método dos quadrados mínimos
(LSMEANS, least squares means). As
análises estatísticas foram efetuadas utili-
zando o programa SAS (1999). Determinaram-se os teores de matéria
seca (MS), matéria orgânica (MO), matéria
mineral (MM), proteína bruta (PB), nitro-
gênio ligado à fibra em detergente neutro
(N-FDN) e extrato etéreo (EE) segundo os
métodos descritos por Silva e Queiroz (2002). Os teores de fibra em detergente neutro
(FDN), fibra em detergente ácido (FDA)
foram avaliados pelo método seqüencial
segundo as técnicas descritas por Van Soest
et al. (1991). Para determinação da celulose
foi utilizado o ácido sulfúrico a 72% (Van
Soest, 1994), enquanto os teores de lignina
foram calculados por diferença entre FDA e
celulose. O teor de carboidratos não
fibrosos (CNF) foi calculado pela expressão
(CNF = 100 – (FDN + MM + PB + EE)). A
digestibilidade verdadeira in vitro da matéria MATERIAL E MÉTODOS Os microrganismos Propionibacterium
acidipropionici (Cepa MS 01) e Lacto-
bacillus plantarum (Cepa MA 18/50) utili-
zados são encontrados no inoculante co-
mercial Propiolact® (PROP), o micror-
ganismo Lactobacillus buchneri (Cepa
NCIMB 40788) é encontrado no inoculante
comercial LalsilCana® (BUCH). Os inocu-
lantes bacterianos foram aplicados confor-
me recomendações dos fabricantes obser-
vando as doses e diluições. A aplicação dos
aditivos químicos foi calculada com base na
matéria natural da forragem. A uréia foi
diluída em água e aplicada em solução de 35
l/t de forragem, o benzoato de sódio foi
aplicado através de solução de 15 l/t e o No presente trabalho objetivou-se
avaliar o efeito da queima e do tratamento
com aditivos químicos (uréia, benzoato de
sódio e hidróxido de sódio) e inoculantes
microbiológicos (Propionibacterium acidi- Archivos de zootecnia vol. 58, núm. 221, p. 46. QUEIMA E ADITIVOS E COMPOSIÇÃO DE SILAGENS DE CANA-DE-AÇÚCAR doses de uréia (0, 2 e 4%) observaram
elevação do pH de 3,87 para 4,07 e 4,28 em
função das doses. produzidos. Castrillón et al. (1978) trataram
a cana-de-açúcar com 4% de NaOH na
matéria seca e observaram que as silagens
controle tiveram 1,6% enquanto as tratadas
apresentaram 12,2% de ácido lático, mesmo
com essa alta produção de ácido lático as
silagens tratadas apresentaram pH de 4,41,
enquanto as não tratadas 4,12. O NaOH tem grande capacidade de ele-
var o pH, haja visto, os valores obtidos na
cana-de-açúcar antes de ensilar. Aliado a
esse fato tem-se a elevação do poder tampão,
propiciando assim os maiores valores de pH
após a abertura. No entanto, ao se comparar
a redução do pH das silagens controle (2,1
unidades de pH) com a redução das silagens
tratadas com NaOH (7 unidades de pH),
infere-se que nas silagens tratadas com
NaOH ocorreu maior extensão de fermen-
tação, pois o pH após a abertura é fruto do
pH antes de ensilar associado ao poder
tampão e modificado pelos ácidos orgânicos Observa-se pequena diferença entre a
cana-de-açúcar crua e queimada antes da
ensilagem (tabela I). O processo de queima
elimina a palhada da cana-de-açúcar, mate-
rial esse que possui alto teor de MS,
conseqüentemente há redução do teor de
MS na cana-de-açúcar queimada. Entre os
aditivos, não houve diferença estatística no
teor MS (p>0,05). Após a abertura dos silos Tabela I. Valores de pH e teores de matéria seca da cana-de-açúcar antes da ensilagem e após
a abertura dos silos em função do efeito da queima e do tratamento com aditivos químicos
e bacterianos. (Values of pH, and dry matter of the sugarcane and sugarcane ensiled after burning
or bacterial inoculants addition). Archivos de zootecnia vol. 58, núm. 221, p. 47. RESULTADOS E DISCUSSÃO A queima antes da ensilagem, propiciou
valores de pH estatisticamente inferiores
(p<0,05), no entanto, diferenças de pequena
magnitude (tabela I). Diferenças estatísticas
em relação à queima também foram observa-
das após a abertura, todas inferiores a 0,2
unidades de pH. Em relação aos aditivos
obteve-se os maiores valores nas silagens
tratadas com NaOH seguidas das aditivadas
com uréia. Hill e Leaver (2002) estudando a
ensilagem da planta de trigo tratada com Archivos de zootecnia vol. 58, núm. 221, p. 46. Médias seguidas da mesma letra, maiúscula na linha e minúscula na coluna, não diferiram estatisticamente
pelo teste Tukey (p<0,05). QUEIMA E ADITIVOS E COMPOSIÇÃO DE SILAGENS DE CANA-DE-AÇÚCAR Tratamentos
Antes da ensilagem
Após a ensilagem
Crua
Queimada
Média
Crua
Queimada
Média
Valores de pH
Controle
5,9
5,7
5,8b
3,75Ac
3,72Ac
3,73c
Benzoato (0,1%)
6,0
5,7
5,8b
3,65Acd
3,72Ac
3,69cd
Uréia (1,5%)
5,8
5,7
5,8b
4,24Ab
4,05Bb
4,1b
NaOH (1,0%)
11,7
11,7
11,7a
4,64Ba
4,86Aa
4,75a
PROP1
5,6
5,7
5,7b
3,55Bce
3,66Acd
3,60d
BUCH2
5,7
5,6
5,7b
3,43Ae
3,52Ad
3,48e
Média
6,8A
6,7B
6,7
3,88B
3,92A
3,9
CV (%)
1,88
1,47
Teores de MS (%)
Controle
35,2
34,1
34,6a
27,4Bc
29,2Abc
28,3d
Benzoato (0,1%)
35,2
34,4
34,8a
29,4Bb
30,7Ab
30,0bc
Uréia (1,5%)
35,8
33,1
34,5a
29,1Ab
29,1Abc
29,1cd
NaOH (1,0%)
36,8
34,5
35,6a
29,1Bb
32,7Aa
30,9b
PROP1
35,6
34,4
35,0a
28,0Abc
28,0Ac
28,0d
BUCH2
35,1
34,4
34,7a
31,9Ba
33,4Aa
32,7a
Média
35,6A
34,1B
34,9
29,1B
30,5A
29,8
CV (%)
2,69
2,21
Médias seguidas da mesma letra, maiúscula na linha e minúscula na coluna, não diferiram estatisticamente
pelo teste Tukey (p<0,05). 1Propionibacterium acidipropionici + Lactobacillus plantarum; 2Lactobacillus buchneri. Archivos de zootecnia vol. 58, núm. 221, p. 48. Médias seguidas da mesma letra, maiúscula na linha e minúscula na coluna, não diferiram estatisticamente
pelo teste Tukey (p<0,05). p
y (p
,
)
1Propionibacterium acidipropionici + Lactobacillus plantarum; 2 Lactobacillus buchneri. SIQUEIRA, REIS, SCHOCKEN-ITURRINO, BERNARDES, PIRES, ROTH E AMARAL observou-se redução em todos os teores de
MS. Excetuando as silagens tratadas com
PROP e uréia, todas as demais apresentaram
maiores teores de MS quando a cana-de-
açúcar foi queimada, devido a interação
ocorrida entre aditivos e forma de manejo
(crua ou queimada). Destacam-se os teores
de MS das silagens tratadas com BUCH
(crua e queimada) e das silagens de cana-
de-açúcar queimada tratadas com NaOH. Na ensilagem da cana-de-açúcar ocorre gran-
de redução dos teores de MS durante a
armazenagem (Siqueira et al., 2007). Aditi-
vos que impedem este fato propiciam dimi-
nuição das perdas ocorridas na armazenagem. mada, tratadas com uréia foram superiores
aos demais (p<0,05) (tabela II). A uréia é um
ingrediente rico em nitrogênio não protéico
(45% de N na MS), sendo assim já era espe-
rado essa superioridade em relação aos
teores de PB. observou-se redução em todos os teores de
MS. Excetuando as silagens tratadas com
PROP e uréia, todas as demais apresentaram
maiores teores de MS quando a cana-de-
açúcar foi queimada, devido a interação
ocorrida entre aditivos e forma de manejo
(crua ou queimada). Destacam-se os teores
de MS das silagens tratadas com BUCH
(crua e queimada) e das silagens de cana-
de-açúcar queimada tratadas com NaOH. Na ensilagem da cana-de-açúcar ocorre gran-
de redução dos teores de MS durante a
armazenagem (Siqueira et al., 2007). Aditi-
vos que impedem este fato propiciam dimi-
nuição das perdas ocorridas na armazenagem. Observa-se que após a abertura houve
elevação numérica em todos os teores de
PB, comparado aos teores de antes da
ensilagem. Esse aumento está associado à
concentração do nutriente devido às perdas
de MS. A uréia aplicada na ensilagem pode
ser perdida no decorrer do processo
fermentativo. Nussio e Schmidt (2004) em
revisão sobre ensilagem da cana de açúcar
reportaram que a recuperação do nitrogênio
aplicado na forma de uréia é da ordem de p
g
Os teores de proteína bruta (PB) das
silagens e da cana-de-açúcar crua e quei- Tabela II. Teores de proteína bruta (PB), nitrogênio ligado à fibra em relação ao nitrogênio
total (N-FDN ) da cana-de-açúcar antes da ensilagem e após a abertura dos silos em função
do efeito da queima e do tratamento com aditivos químicos e bacterianos. (Crude protein (PB),
neutral detergent insoluble nitrogen related to the total nitrogen (N-FDN) of the sugarcane and sugarcane
ensiled after burning or bacterial inoculants addition). Tabela II. Archivos de zootecnia vol. 58, núm. 221, p. 49. SIQUEIRA, REIS, SCHOCKEN-ITURRINO, BERNARDES, PIRES, ROTH E AMARAL Teores de proteína bruta (PB), nitrogênio ligado à fibra em relação ao nitrogênio
total (N-FDN ) da cana-de-açúcar antes da ensilagem e após a abertura dos silos em função
do efeito da queima e do tratamento com aditivos químicos e bacterianos. (Crude protein (PB),
neutral detergent insoluble nitrogen related to the total nitrogen (N-FDN) of the sugarcane and sugarcane
ensiled after burning or bacterial inoculants addition). Tabela II. Teores de proteína bruta (PB), nitrogênio ligado à fibra em relação ao nitrogênio
total (N-FDN ) da cana-de-açúcar antes da ensilagem e após a abertura dos silos em função
do efeito da queima e do tratamento com aditivos químicos e bacterianos. (Crude protein (PB),
neutral detergent insoluble nitrogen related to the total nitrogen (N-FDN) of the sugarcane and sugarcane
ensiled after burning or bacterial inoculants addition). Tratamentos
Antes da ensilagem
Após a ensilagem
Crua
Queimada
Média
Crua
Queimada
Média
PB (%)
Controle
1,5
1,3
1,4b
1,7
2,3
2,0b
Benzoato (0,1%)
1,3
1,2
1,3b
1,8
2,1
2,0b
Uréia (1,5%)
12,4
12,5
12,5a
13,9
14,1
14,0a
NaOH (1,0%)
1,4
1,3
1,4b
2,0
1,9
2,0b
PROP1
1,4
1,4
1,4b
2,0
2,8
2,4b
BUCH2
1,5
1,4
1,4b
1,9
2,1
2,0b
Média
3,3A
3,2A
3,2
3,9B
4,2A
4,1
CV (%)
12,07
8,35
N-FDN (% NT)
Controle
45,4Bc
51,1Ab
48,2b
55,8Aa
47,7Ba
51,8a
Benzoato (0,1%)
47,3Abc
48,6Ab
48,0b
37,5Abc
40,1Ab
38,8b
Uréia (1,5%)
5,3Ad
6,2Ac
5,8c
8,7Ad
7,9Ad
8,3d
NaOH (1,0%)
51,6Bbc
59,1Aa
55,3a
58,4Aa
39,5Bb
48,9a
PROP1
50,0Abc
53,0Ab
51,5ab
42,4Ab
37,5Bbc
39,9b
BUCH2
55,7Aa
50,9Bb
53,3a
35,1Ac
33,4Ac
34,3c
Média
42,6b
44,8A
43,7
39,6A
34,4B
37,0
CV (%)
5,00
5,28
Médias seguidas da mesma letra, maiúscula na linha e minúscula na coluna, não diferiram estatisticamente
pelo teste Tukey (p<0,05). 1Propionibacterium acidipropionici + Lactobacillus plantarum; 2 Lactobacillus buchneri. QUEIMA E ADITIVOS E COMPOSIÇÃO DE SILAGENS DE CANA-DE-AÇÚCAR 70%, no presente estudo observou-se
recuperação do nitrogênio total nas silagens
tratadas com uréia de 82%. nitrogênio solúvel, sendo assim, mesmo se
a cana-de-açúcar apresenta-se teores de N-
FDN semelhantes, ocorreria diluição desse
devido à inclusão de nitrogênio solúvel. Os teores de nitrogênio ligado a FDN em
relação ao N total (N-FDN) foram apresen-
tados na tabela II. Observa-se que as
forragens tratadas com uréia tiveram os
menores valores, pois a uréia é fonte de Antes da ensilagem os valores de fibra
em detergente neutro (FDN) na cana-de-
açúcar queimada foram inferiores aos teores
na cana-de-açúcar crua (tabela III). Ao Tabela III. Teores de fibra em detergente neutro (FDN), fibra em detergente ácido (FDA) e
lignina (LIG) da cana-de-açúcar antes da ensilagem e após a abertura dos silos em função
do efeito da queima e do tratamento com aditivos químicos e bacterianos. (Values of the neutral
detergent fiber (FDN), acid detergent fiber (FDA) and lignin (LIG) of the sugarcane and sugarcane ensiled
after burning or bacterial inoculants addition). Tratamentos
Antes da ensilagem
Após a ensilagem
Crua
Queimada
Média
Crua
Queimada
Média
FDN (%)
Controle
54,7
49,8
52,3bc
75,1Aa
74,4Aab
74,8a
Benzoato (0,1%)
53,0
48,3
50,7c
68,4Ab
68,1Ac
68,2b
Uréia (1,5%)
53,6
49,3
51,5bc
70,8Aab
71,6Abc
71,2b
NaOH (1,0%)
49,3
45,1
47,2d
59,5Ac
47,7Be
53,6d
PROP1
53,8
51,1
52,5ab
74,1Aa
76,2Aa
75,1a
BUCH2
56,5
51,5
54,0a
66,7Ab
61,4Bd
64,1c
Média
53,5A
49,2B
51,3
69,1A
66,6B
67,8
CV (%)
1,86
2,63
FDA (%)
Controle
34,8
31,0
32,9a
48,7Ba
52,2Ab
50,5b
Benzoato (0,1%)
35,0
30,4
32,7a
44,6Ac
46,3Ac
45,5c
Uréia (1,5%)
35,2
29,4
32,3a
45,8Aab
47,9Ac
46,8c
NaOH (1,0%)
35,8
30,8
33,3a
41,1Ac
37,6Bc
39,3d
PROP1
35,6
30,8
33,2a
48,2Ba
57,5Aa
52,9a
BUCH2
35,0
31,6
33,3a
45,6Aab
47,7Ac
46,6c
Média
35,2A
30,7B
33,0
45,7B
48,2A
46,9
CV (%)
3,07
2,77
LIG (%)
Controle
6,9Bbc
8,7Aa
7,8ab
8,1Bb
9,9Aa
9,0b
Benzoato (0,1%)
9,6Aa
8,1Ba
8,9a
7,8Ab
8,1Ab
8,0bc
Uréia (1,5%)
6,6Bc
8,0Aa
7,3b
7,3Ab
7,9Ab
7,6c
NaOH (1,0%)
8,0Aabc
5,9Bb
7,0b
7,1Ab
5,8Bc
6,4d
PROP1
8,7Aab
8,0Aa
8,4ab
9,8Ba
10,9Aa
10,4a
BUCH2
7,7Aabc
7,2Aab
7,4b
8,2Ab
8,0Ab
8,1bc
Média
7,9A
7,6A
7,8
8,0A
8,4A
8,2
CV (%)
10,22
7,38
Médias seguidas da mesma letra, maiúscula na linha e minúscula na coluna, não diferiram estatisticamente
pelo teste Tukey (p<0,05). 1Propionibacterium acidipropionici + Lactobacillus plantarum; 2Lactobacillus buchneri. Tabela III. SIQUEIRA, REIS, SCHOCKEN-ITURRINO, BERNARDES, PIRES, ROTH E AMARAL queimar a cana-de-açúcar ocorre a elimi-
nação da palha, que é uma porção da planta
rica em FDN. Outro resultado, que vale ser
salientado, é a redução da FDN pelo uso de
NaOH mesmo antes da ensilagem. Balieiro
Neto et al. (2007) avaliando a ensilagem de
cana-de-açúcar tratadas com aditivos
alcalinos, observou redução da FDN de
55,48% para 45,36% quando se adicionou
2% de CaO na forragem antes da ensilagem. Resultados semelhantes foram observados
por Pedroso et al. (2007) na ensilagem da
cana-de-açúcar, onde observou redução da
FDN de 64,5% para 55,4% nas forragens
tratadas com 1% de NaOH, antes da
ensilagem. pode ter sido perdido, além da intensa perda
na forma de CO2 durante a fermentação por
leveduras, elevando assim a concentração
da FDN. Em relação à fibra em detergente ácido
(FDA) antes da ensilagem, verificou-se
diferença estatística apenas no efeito da
queima (p<0,05). Como foi relatado na FDN,
o processo de queima eliminou a presença
de palhas que por sua vez é uma parte da
planta rica em FDA. Os teores de FDA após
a abertura foram numericamente superiores
aos observados antes da ensilagem. A se-
melhança do ocorrido com a FDN pode atri-
buir a elevação da FDA ao consumo de
carboidratos solúveis durante a fermen-
tação. g
Após a abertura observou-se elevação
nos teores de FDN em todas as silagens. Esse fato é conseqüência do consumo de
conteúdo celular, notadamente carboidratos
solúveis pelos microrganismos durante a
ensilagem, principalmente leveduras. Pode-
se associar a elevação da FDN às perdas de
matéria seca, destaca-se nesse sentido, os
teores de FDN das silagens de cana-de-
açúcar queimada e tratada com NaOH, que
além de sofrerem o processo de hidrólise
alcalina da fibra (Tetlow e Mason, 1987),
pode ter havido maior fermentação homo-
lática, e conseqüentemente houve maior
produção de ácido lático que não é perdido
por volatilização e redução na produção de
CO2, diminuindo assim o efeito de concen-
tração da FDN. Os teores de lignina (LIG) não seguiram
a mesma tendência da FDN e da FDA, pois
não tiveram comportamento consistente
durante o processo de ensilagem, ocorren-
do, elevação, redução e manutenção dos
teores. A porção de carboidratos representa
cerca de 90% da planta da cana-de-açúcar,
sendo fragmentado em dois grandes gru-
pos: carboidratos fibrosos, representados
pela FDN e carboidratos não fibrosos (CNF). QUEIMA E ADITIVOS E COMPOSIÇÃO DE SILAGENS DE CANA-DE-AÇÚCAR Teores de fibra em detergente neutro (FDN), fibra em detergente ácido (FDA) e
lignina (LIG) da cana-de-açúcar antes da ensilagem e após a abertura dos silos em função
do efeito da queima e do tratamento com aditivos químicos e bacterianos. (Values of the neutral
detergent fiber (FDN), acid detergent fiber (FDA) and lignin (LIG) of the sugarcane and sugarcane ensiled
after burning or bacterial inoculants addition). Tabela III. Teores de fibra em detergente neutro (FDN), fibra em detergente ácido (FDA) e
lignina (LIG) da cana-de-açúcar antes da ensilagem e após a abertura dos silos em função
do efeito da queima e do tratamento com aditivos químicos e bacterianos. (Values of the neutral
detergent fiber (FDN), acid detergent fiber (FDA) and lignin (LIG) of the sugarcane and sugarcane ensiled
after burning or bacterial inoculants addition). Archivos de zootecnia vol. 58, núm. 221, p. 50. QUEIMA E ADITIVOS E COMPOSIÇÃO DE SILAGENS DE CANA-DE-AÇÚCAR IV). Os maiores teores de CNF foram obtidos
nas silagens tratadas com NaOH, seguidas
pelas silagens inoculadas com BUCH. Os
teores de CNF estão intimamente relaciona-
dos com os teores de FDN, pois são calcu-
lados pela subtração da FDN do teor de carboidratos totais. Conseqüentemente,
quanto mais alto o teor de FDN, elevado
pela perda de carboidratos solúveis, menor
será o teor de CNF, constatação essa que
pode ser comprovada pela análise conjunta
das tabelas III e IV. Tabela IV. Teores de carboidratos não fibrosos (CNF %) e valores de digestibilidade
verdadeira in vitro da matéria seca (DVIVMS %) da cana-de-açúcar antes da ensilagem e
após a abertura dos silos e recuperações dos carboidratos não fibrosos (Rec CNF) e da
matéria seca digestível verdadeira (Rec MSDV), em percentagem da fração ensilada,em
função do efeito da queima e do tratamento com aditivos químicos e bacterianos. (Values of
the no fiber carbohydrate (CNF %), and dry matter true in vitro digestibility (DVIVMS %) of the sugarcane
and sugarcane silage, no fiber carbohydrates recovery (Rec. CNF) and digestible dry matter recovery
(Rec. MSDV) related to the ensiled portion in function of the burning or bacterial inoculants addition). Tabela IV. Teores de carboidratos não fibrosos (CNF %) e valores de digestibilidade
verdadeira in vitro da matéria seca (DVIVMS %) da cana-de-açúcar antes da ensilagem e
após a abertura dos silos e recuperações dos carboidratos não fibrosos (Rec CNF) e da
matéria seca digestível verdadeira (Rec MSDV), em percentagem da fração ensilada,em
função do efeito da queima e do tratamento com aditivos químicos e bacterianos. (Values of
the no fiber carbohydrate (CNF %), and dry matter true in vitro digestibility (DVIVMS %) of the sugarcane
and sugarcane silage, no fiber carbohydrates recovery (Rec. CNF) and digestible dry matter recovery
(Rec. MSDV) related to the ensiled portion in function of the burning or bacterial inoculants addition). SIQUEIRA, REIS, SCHOCKEN-ITURRINO, BERNARDES, PIRES, ROTH E AMARAL Os CNF possuem alta digestibilidade, acima
de 90% (Costa, 2002) e podem ser conside-
rados, uma porção de grande importância
no valor nutritivo da cana-de-açúcar. Na
tabela IV estão apresentados os teores de
CNF antes e após a ensilagem. Antes da
ensilagem vê-se que o efeito da queima
elevou os teores de CNF, conseqüência da
redução dos teores da FDN. Entre as silagens
aditivadas, as tratadas com uréia apre-
sentaram os menores teores de CNF, pois no
cálculo deste parâmetro desconta-se o teor
de proteína, sendo a uréia uma fonte de
nitrogênio não protéico, o teor de CNF fica
subestimado nestas silagens, pois 1 g de
nitrogênio não protéico advindo da uréia
representa em desconto na formula de CNF
o valor de 6,25 g. Outro valor relevante foi observado na
silagem de cana-de-açúcar queimada e ino-
culada com BUCH. No processo de ensila-
gem da cana-de-açúcar e ou de outras forra-
gens com presença do BUCH ocorre efetivo
consumo de carboidratos solúveis (Pedroso
et al., 2007 e Nishino et al., 2003). Entretan-
to, a concentração da FDN nessas silagens
de cana-de-açúcar foi menor que naquelas
tratadas com uréia, PROP e não tratadas,
pois possivelmente ocorreu predominância
de produção de ácido acético com conse-
qüente redução da produção de etanol. Sendo o etanol um produto volátil esse Após a ensilagem houve redução do
teor de CNF em todas as silagens (tabela Archivos de zootecnia vol. 58, núm. 221, p. 50. Archivos de zootecnia vol. 58, núm. 221, p. 51. SIQUEIRA, REIS, SCHOCKEN-ITURRINO, BERNARDES, PIRES, ROTH E AMARAL Pedroso et al. (2007) avaliando o teor de
carboidratos solúveis no perfil de fer-
mentação na ensilagem da cana-de-açúcar
observou redução de 23,3% para 9,13 e
5,69% nas silagens controle e inoculadas
com L. buchneri, respectivamente. Wein-
berg et al. (2002) também observaram
maiores consumos de carboidratos solúveis
em silagem de milho inoculadas com L. buchneri, quando comparado às silagens
controle ou silagens inoculadas com L. plantarum. Ressalva-se que a interpretação
dos resultados de CNF em termos relativos
pode ser associada aos carboidratos
solúveis, porém no que diz respeito aos
valores absolutos deve ser diferenciada
daquela realizada pelos valores de car-
boidratos solúveis, pois na fração de CNF,
inserem-se produtos da fermentação pre-
sentes na matéria seca, enquanto carboi-
dratos solúveis representam um grupo es-
pecífico de carboidratos. CNF, todos esses baseados na inibição da
fermentação por leveduras e no caso do
NaOH outro fator contribuinte na elevação
da DVIVMS foi a solubilização da fração
fibrosa. A recuperação de CNF (tabela IV)
fornece um indicativo de preservação da
constituição original da forragem estudada,
no entanto além da conservação do material
original faz-se necessário conhecer ou
mesmo inferir sobre os produtos oriundos
da fermentação. Destacam-se os valores de
recuperação de CNF das silagens tratadas
com NaOH e inoculadas com BUCH, princi-
palmente nas silagens de cana-de-açúcar
queimada. Segundo McDonald et al. (1991)
na fermentação por leveduras ocorre perda
de 48% da matéria seca fermentada, consi-
derando que as leveduras fermentam
carboidratos solúveis que estão contidos
na fração de CNF, infere-se que, ocorreram
nessas silagens inibição da atuação de
leveduras mais pronunciadas que nas
demais silagens. A digestibilidade verdadeira in vitro da
matéria seca (DVIVMS) da cana-de-açúcar
antes de ensilar foi superior na cana-de-
açúcar queimada, provavelmente devido à
eliminação da palha. Destaca-se ainda, a
superioridade dos valores de DVIVMS na
cana-de-açúcar tratada com NaOH antes da
ensilagem. No estudo de Tetlow e Mason
(1987) foi observada elevação da diges-
tibilidade in vitro das culturas de centeio,
cevada e trigo antes de ensilar quando essas
foram tratadas com NaOH. Resultados semelhantes à recuperação
de CNF foram observados nas recuperações
da matéria seca digestível verdadeira (tabela
IV). A análise desse parâmetro traduz-se em
indicativo de perdas quantitativas e
qualitativas. A explicação para esses resul-
tados baseia-se nas perdas quantitativas,
bem como pelas alterações químicas como a
elevação da FDN. QUEIMA E ADITIVOS E COMPOSIÇÃO DE SILAGENS DE CANA-DE-AÇÚCAR Tratamentos
Antes da ensilagem
Após a ensilagem
Crua
Queimada
Média
Crua
Queimada
Média
CNF (%)
Controle
37,3
45,1
41,2bc
15,1Ac
18,1Ad
16,6d
Benzoato (0,1%)
40,9
46,5
43,7a
23,4Aa
24,6Ac
24,0c
Uréia (1,5%)
27,7
34,2
30,9d
6,5Ac
9,2Ae
7,8e
NaOH (1,0%)
39,0
45,0
42,0ab
27,4Ba
40,7Aa
34,1a
PROP1
39,8
43,4
41,6bc
17,2Ab
15,7Ad
16,4d
BUCH2
36,6
43,0
39,8c
24,9Ba
31,8Ab
28,3b
Média
36,9B
42,9A
39,9
19,1B
23,4A
21,2
CV (%)
2,79
9,2
DVIVMS (%)
Controle
52,6Bc
60,8Ab
56,7bc
35,1
39,7
37,4d
Benzoato (0,1%)
55,8Bbc
60,4Abc
58,1b
39,7
43,0
41,4c
Uréia (1,5%)
53,2Bc
58,7Abcd
55,9bc
37,7
44,1
40,9c
NaOH (1,0%)
66,2Ba
69,3Aa
67,8a
59,6
63,0
61,3a
PROP1
57,8Ab
57,0Acd
57,4b
34,6
39,8
37,2d
BUCH2
52,7Bc
56,1Ad
54,4c
48,4
51,7
50,1b
Média
56,4B
60,4A
58,4
42,5B
46,9A
44,7
CV (%)
2,60
3,98
Rec CNF
Rec MSDV
Controle
27,3Ac
28,3Ad
27,8d
45,0Acd
46,0Ac
45,5c
Benzoato (0,1%)
42,7Ab
39,0Ac
40,8c
53,2Ab
52,4Abc
52,8b
Uréia (1,5%)
16,9Ad
19,5Ad
18,2e
51,6Abc
54,4Ab
53,0b
NaOH (1,0%)
53,6Ba
83,1Aa
68,3a
68,5Ba
83,6Aa
76,1a
PROP1
28,7Ac
24,9Ad
26,8d
39,8Ad
48,3Abc
44,0c
BUCH2
55,0Ba
64,1Ab
59,6b
74,3Aa
79,8Aa
77,1a
Média
37,4B
43,1A
40,2
55,4B
60,7A
58,1
CV (%)
10,08
5,26
Médias seguidas da mesma letra, maiúscula na linha e minúscula na coluna, não diferiram estatisticamente
pelo teste Tukey (p<0,05). 1Propionibacterium acidipropionici + Lactobacillus plantarum; 2Lactobacillus buchneri. SIQUEIRA, REIS, SCHOCKEN-ITURRINO, BERNARDES, PIRES, ROTH E AMARAL Vale ainda ressaltar, que
a recuperação das frações supracitadas
foram calculadas em relação ao material no
momento da ensilagem, no entanto no
processo de queima ocorrem perdas no cam-
po pela ação do fogo, que no presente
estudo não foram mensuradas. Após a ensilagem ocorreu redução acen-
tuada na DVIVMS das silagens. A digesti-
bilidade da cana-de-açúcar é conseqüência
da relação entre CNF e FDN. Nesse sentido,
observa-se que a queima da cana-de-açúcar
propiciou maiores DVIVMS independente
do aditivo utilizado, devido à redução da
FDN e maiores teores de CNF. Com relação
ao efeito dos aditivos as silagens tratadas
com NaOH apresentaram os maiores valo-
res de DVIVMS, seguidas pelas silagens
inoculadas com BUCH. A explicação para
esses resultados pode ser baseada, nos
menores teores de FDN e maiores teores de Archivos de zootecnia vol. 58, núm. 221, p. 52. BIBLIOGRAFIA Hill, J. and J.D. Leaver. 2002. Changes in chemical
composition and nutritive value of urea treated
whole crop wheat during exposure to air. Anim. Feed Sci. Technol., 102: 181-195. Balieiro Neto, G., G.R. Siqueira, R.A. Reis, J.R. Nogueira, M.T.P. Roth e A.P.T.P. Roth. 2007. Óxido de cálcio como aditivo na ensilagem de
cana-de-açúcar. Rev. Bras. Zootecn., 36: 1231-
1239. Lättemäe, P. and P. Lingvall. 1996. Effect of
hexamine and sodium nitrite in combination with
sodium benzoate and sodium propionate on
fermentation and storage stability of wilted and
long cut grass silage. Swedish J. Agric. Res.,
26: 135-146. Bernardes, T.F., R.A. Reis, G.R. Siqueira, T.T. Berchielli e R.M. Coan. 2007. Avaliação da
queima e da adição de milho desintegrado com
palha e sabugo na ensilagem de cana-de-açúcar. Rev. Bras. Zootecn., 36: 269-275. McDonald, P., A.R. Henderson and S.J.E. Heron. 1991. The biochemistry of silage. 2ª ed. Chalcomb Publications. Marlow. 340 p. Castrillón, M.V., A.S. Shimada y F.M. Calderón. 1978. Manipulación de la fermentación en
ensilajes de caña de azúcar y su valor alimen-
ticio para borregos. Técnica Pecuária México,
35: 48-55. Moon, N.J. Inhibition of the growth of acid tolerant
yeasts by acetate, lactate and propionate and
their synergistic mixtures. 1983. J. Appl. Bacte-
riol., 55: 453-460. Costa, C., A.L.G. Monteiro, D.A. Berto, G.A.A. Almeida Jr. e A.B.R.C. Lopes. 2001. Impacto do
uso de aditivos e/ou inoculantes comerciais na
qualidade de conservação e no valor alimentício
de silagens. Em: Simpósio sobre produção e
utilização de forragens conservadas. UEM/CCA/
DZO. Maringá. p. 87-126. Nishino, N., M. Yoshida, H. Shiota and E. Sakaguchi. 2003. Accumulation of 1,2-propanediol and
enhancement of aerobic stability in whole crop
maize silage inoculated with Lactobacillus
buchneri. J. Appl. Microbiol., 94: 800-807. Costa, H.N. 2002. Efeito do ambiente ruminal sobre
a degradabilidade in situ da cana-de-açúcar. Dissertação. Universidade Federal de Lavras. Lavras. 51 p. Nussio, L.G. e P. Schimdt. 2004.Tecnologia de
produção e valor alimentício de silagens de
cana-de-açúcar. Em: II Simpósio sobre produção
e utilização de forragens conservadas. UEM/
CCA/DZO. Maringá. p. 1-33. Danner, H., M. Holzer, E. Mayrhuber and R. Braun. 2003. Acetic acid increases stability of silage
under aerobic conditions. Appl. Environ. Microb., 69: 562-567. Pedroso, A.F., L.G. Nussio, D.R.S. Loures, S.F. Paziani, M.S. Igarasi, R.M. Coelho, J. Horii e A.A. Rodrigues. 2007. Efeito de tratamento com adi-
tivos químicos e inoculantes bacterianos nas
perdas e a qualidade de silagens de cana-de-
açúcar. Rev. Bras. A Fundação de Amparo a Pesquisa do A Fundação de Amparo a Pesquisa do QUEIMA E ADITIVOS E COMPOSIÇÃO DE SILAGENS DE CANA-DE-AÇÚCAR Estado de São Paulo pela concessão do
auxílio financeiro na execução do projeto:
Potencial da silagem de cana-de-açúcar
como alimento para bovinos de corte:
análise do valor nutritivo, metabolismo
animal, comportamento ingestivo e análise
econômica, protocolo 04/14352-7. as produzidas com cana-de-açúcar crua,
devido as melhores recuperações de CNF e
da matéria seca digestível. CONCLUSÕES O aditivo NaOH e a bactéria L. buchneri
foram os mais eficientes em manter a
composição química das silagens de cana-
de-açúcar crua ou queimada. As silagens de cana-de-açúcar queimada
apresentam melhor composição química que Archivos de zootecnia vol. 58, núm. 221, p. 52. BIBLIOGRAFIA Zootecn., 36: 558-564. Dawson, T.E., S.R. Rust and M.T. Yokoyama. 1998. Improved fermentation and aerobic stability
of ensiled, high moisture corn with use of
Propionibacterium acidipropionici. J. Dairy
Sci., 81: 1015-1021. Schmidt, P., C.M.B. Nussio, A.A. Rodrigues, L.G. Nussio, P.M. Santos e C.E. Silva. 2004. Produtividade, composição morfológica, digesti-
bilidade e perdas no processo de ensilagem de
duas variedades de cana-de-açúcar, com e
sem adição de uréia. Em: Reunião Anual da
Sociedade Brasileira de Zootecnia, 41, 2004, Filya, I., E. Sucu and A. Karabulut. 2004. The effect
of Propionibacterium acidipropionici, with or
without Lactobacillus plantarum, on the fermen-
tation and aerobic stability of wheat, sorghum and
maize silages. J. Appl. Microbiol., 97: 818-821. Archivos de zootecnia vol. 58, núm. 221, p. 53. Archivos de zootecnia vol. 58, núm. 221, p. 54. SIQUEIRA, REIS, SCHOCKEN-ITURRINO, BERNARDES, PIRES, ROTH E AMARAL Sci. Technol., 18: 257-269. Campo Grande. Anais... SBZ. Campo Grande. Sci. Technol., 18: 257-269. SAS. 1999. Statistical Analysis System. The SAS
system for windows. release 8.00. SAS Institute
Inc. Cary. North Carolina. Van Soest, P. 1994. Nutritional ecology of the
ruminant. 2ª ed. Cornell University Press. Ithaca. 476 p. Silva, D.J. e A.C. Queiroz. 2002. Análise de alimen-
tos: métodos químicos e biológicos. 3ª ed. UFV. Viçosa. 235 p. Van Soest, P.J., J.B. Robertson and B.A. Lewis. 1991. Methods for dietary fiber, neutral detergent
fiber and nonstarch polysaccharides in relation
to animal nutrition J Dairy Sci 74: 3583 3597 to animal nutrition. J. Dairy Sci., 74: 3583-3597. Siqueira, G.R., R.R. Reis, R.P. Schocken-Iturrino,
T.F. Bernardes, A.J.V. Pires, M.T.P. Roth e
A.P.T.P. Roth. 2007. Associação entre aditivos
químicos e bacterianos na ensilagem de cana-
de-açúcar. Rev. Bras. Zootecn., 36: 789-798. Weinberg, Z.G., G. Ashbell, Y. Hen, A. Azrieli, G. Szakacs and I. Filya. 2002. Ensiling whole-crop
wheat and corn in large containers with
Lactobacillus plantarum and Lactobacillus
buchneri. J. Ind. Microbiol. Biotechnol., 28: 7-
11. Tetlow, R.M. and V.C. Mason. 1987. Treatment of
whole-crop cereals with alkali. 1. The influence
of sodium hydroxide and ensiling on the chemical
composition and in vitro digestibility of rye,
barley and wheat crops harvested at increasing
maturity and dry matter content. Anim. Feed Weinberg, Z.G. and R.E. Muck. 1996. New trends
and opportunities in the development and use
inoculants for silage. FEMS Microbiology
Reviews,19: 53-68.
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https://openalex.org/W3115845394
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https://strathprints.strath.ac.uk/79271/7/Kolln_etal_JCS_2022_training_a_neural_network_to_selectively_restore_cellular_structures.pdf
|
English
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Label2label: Training a neural network to selectively restore cellular structures in fluorescence microscopy
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bioRxiv (Cold Spring Harbor Laboratory)
| 2,020
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cc-by
| 19,071
|
ABSTRACT Fluorescence microscopy is a commonly used technique in cell
biology for determining the spatial distribution and abundance of
target proteins in cells. It relies on the use of highly specific labels to
visualise the cellular components of interest. Fluorescent labels can
be chemical stains, antibody labelling or molecular labelling,
whereby cells are genetically altered to express fluorescent proteins
(Suzuki et al., 2007). In this work, we mainly focus on
immunofluorescence labelling in fixed cells. Immunofluorescence microscopy is routinely used to visualise the
spatial distribution of proteins that dictates their cellular function. However, unspecific antibody binding often results in high cytosolic
background signals, decreasing the image contrast of a target
structure. Recently, convolutional neural networks (CNNs) were
successfully employed for image restoration in immunofluorescence
microscopy,
but
current
methods
cannot
correct
for
those
background signals. We report a new method that trains a CNN to
reduce unspecific signals in immunofluorescence images; we name
this method label2label (L2L). In L2L, a CNN is trained with image
pairs of two non-identical labels that target the same cellular structure. We show that after L2L training a network predicts images with
significantly increased contrast of a target structure, which is further
improved after implementing a multiscale structural similarity loss
function. Here, our results suggest that sample differences in the
training data decrease hallucination effects that are observed
with other methods. We further assess the performance of a cycle
generative adversarial network, and show that a CNN can be trained
to separate structures in superposed immunofluorescence images
of two targets. Recently, CNNs were employed for content-aware image
restoration (CARE) of corrupted fluorescence images. By training
a U-Net with image pairs that were acquired with, for instance,
different laser powers or exposure times, it was shown that a network
was able to successfully restore denoised images of cell structures,
such as the plasma membrane or the nucleus (Ronneberger et al.,
2015; Weigert et al., 2018). CNNs were further used for the
upsampling of images that were detected below the Nyquist
sampling frequency (Weigert et al., 2018). Moreover, generative
adversarial networks (GANs) were trained to enhance image
resolution in immunofluorescence images, using, for example,
stimulated emission depletion (STED) microscopy to acquire the
training benchmarks (Goodfellow et al., 2014; Wang et al., 2019). Both mentioned methods rely on clean benchmark images for
the network training, which can be challenging to acquire in
practice. © 2022. Published by The Company of Biologists Ltd | Journal of Cell Science (2022) 135, jcs258994. doi:10.1242/jcs.258994 RESEARCH ARTICLE ABSTRACT Hence, semi-supervised/unsupervised deep learning-based
restoration methods have emerged. For instance, networks based
on the architecture of a cycle generative adversarial network
(CycleGAN) (Zhu et al., 2017) were employed to deconvolve
fluorescence
images
of
microtubules,
using
unpaired
high-
resolution images as reference (von Chamier et al., 2021) or
simulated low- and high-resolution images (Lim et al., 2020) for the
training. The CycleGAN architecture addresses the ‘hallucination
problem’, which is the introduction of artificial features in generated
images that is often observed when training a classical GAN (Zhu
et al., 2017). Here, a GAN is first trained to generate a higher quality
image based on a corrupted input. Then, the generated image is fed
into a second GAN that translates it back into the original image
(back translation), giving the network less freedom to make changes
to an input (Zhu et al., 2017; Lim et al., 2020). Other examples
include noise2void, an unsupervised method that removes camera
shot noise (Krull et al., 2019), and noise2noise (N2N) (Lehtinen
et al., 2018). For N2N, a CNN is trained with corrupted image
pairs of the same sample. Owing to the statistical nature of how
loss is minimised by the network during training with a deviation-
minimising loss function, it was shown that uncorrelated image
signals that follow, for example, Gaussian, Poisson or Bernoulli
noise are rejected, whereas correlating fluorescence signals in the
training data are recovered by this method (Lehtinen et al., 2018). Although these restoration methods enhance the contrast in KEY WORDS: Convolutional neural networks, Content-aware image
restoration, Antibody labelling, Noise2noise, Cellular structures,
Fluorescence microscopy Label2label: training a neural network to selectively restore cellular
structures in fluorescence microscopy n1,2,3,*, Omar Salem2,3, Jessica Valli4, Carsten Gram Hansen2,3 and Gail McConnell1 Lisa Sophie Kö lln1,2,3,*, Omar Salem2,3, Jessica Valli4, Carsten Gram Hansen2,3 and Gail McConnell1 Handling Editor: Jennifer Lippincott-Schwartz
Received 24 June 2021; Accepted 17 December 2021 1University of Strathclyde, Department of Physics, Glasgow G4 0NG, UK.
2University of Edinburgh, Centre for Inflammation Research, Edinburgh EH16 4TJ,
UK. 3University of Edinburgh, Institute for Regeneration and Repair, Edinburgh
EH16 4UU, UK. 4Edinburgh Super Resolution Imaging Consortium, Institute of
Biological Chemistry, Biophysics and Bioengineering, Heriot-Watt University,
Edinburgh EH14 4AS, UK. 1University of Strathclyde, Department of Physics, Glasgow G4 0NG, UK.
2University of Edinburgh, Centre for Inflammation Research, Edinburgh EH16 4TJ,
UK. 3University of Edinburgh, Institute for Regeneration and Repair, Edinburgh
EH16 4UU, UK. 4Edinburgh Super Resolution Imaging Consortium, Institute of
Biological Chemistry, Biophysics and Bioengineering, Heriot-Watt University,
Edinburgh EH14 4AS, UK. INTRODUCTION In recent years, deep learning has increasingly been used for image
processing in cell biology (Belthangady and Royer, 2019). Specifically, convolutional neural networks (CNNs) with a U-Net
architecture (Ronneberger et al., 2015) are employed for various
tasks, from protein detection in transmission microscopy images
(Christiansen et al., 2018; Ounkomol et al., 2018) to image
segmentation of single cells (Falk et al., 2019) or specific cellular
structures (Caicedo et al., 2019). Journal of Cell Science L.S.K., 0000-0001-9562-7292; O.S., 0000-0002-3072-9228; J.V., 0000-0003-
4346-0317; C.G.H., 0000-0003-0746-7482; G.M., 0000-0002-7213-0686 Loss functions for training a convolutional neural network Loss functions for training a convolutional neural network
We trained a CNN with different loss functions with the aim of
restoring cell images with enhanced structural contrast. A CNN,
which can be described as a function gθ with its model parameters θ,
is trained to minimise the error between two images based on a loss
function L: argmin
q
X
T
t¼1
LðgqðxtÞ; ytÞ;
ð1Þ ð1Þ with gθ(xt) as the predicted image for the input xt, yt as the
benchmark and T as the number of input-benchmark image pairs
that are used for the training (Lehtinen et al., 2018). Common loss functions are the least absolute deviation loss
function L1 and the least square deviation loss function L2 (Zhao
et al., 2016; Lehtinen et al., 2018): L1ð^yt; ytÞ ¼ 1
N
X
N
n¼1
j^yt;n yt;nj;
ð2Þ
L2ð ^yt; ytÞ ¼ 1
N
X
N
n¼1
ð^yt;n yt;nÞ2;
ð3Þ ð2Þ g pp p
g
L2L is also different to restoration methods with a noise2clean
approach in which a clean benchmark is required to train a network
(Goodfellow et al., 2014; Weigert et al., 2018; Wang et al., 2019). For noise2clean, the training data are generated by acquiring two
images of the same label with, for example, different exposure time,
sampling density or frame averaging. Notably, training a network to
restore immunofluorescence images that are acquired with low
exposure time or sampling density is rarely feasible, as cell
specimens are fixed, and commercial antibodies are comparably
efficient and photostable, allowing the image acquisition with both
parameters optimised right away. Generating image pairs to train a
network to restore images acquired with low frame averaging,
however, is time-consuming, and further complicated by stage drift
and photobleaching, overall resulting in a low benefit-cost ratio. More importantly, as in N2N, background signals originating from
the label are still present in the benchmark, and as such they also
cannot be corrected by this method. ð3Þ where ^yt (=gθ(xt)) is the predicted image and N the total pixel
number. Because L2 is minimal if it equals the mean value of the
observations, it was used for N2N in cases in which the image
corruption resembles, for example, Gaussian noise whose mean is
zero (Lehtinen et al., 2018). L1 is the loss function of the CSBDeep
framework in default configuration (for non-probabilistic training). *Author for correspondence (lisa.kolln@strath.ac.uk) *Author for correspondence (lisa.kolln@strath.ac.uk) L.S.K., 0000-0001-9562-7292; O.S., 0000-0002-3072-9228; J.V., 0000-0003-
4346-0317; C.G.H., 0000-0003-0746-7482; G.M., 0000-0002-7213-0686 L.S.K., 0000-0001-9562-7292; O.S., 0000-0002-3072-9228; J.V., 0000-0003-
4346-0317; C.G.H., 0000-0003-0746-7482; G.M., 0000-0002-7213-0686 This is an Open Access article distributed under the terms of the Creative Commons Attribution
License (https://creativecommons.org/licenses/by/4.0), which permits unrestricted use,
distribution and reproduction in any medium provided that the original work is properly attributed. Although these restoration methods enhance the contrast in
immunofluorescence images by upsampling or denoising, they do
not correct for inherent cytosolic background signals in the
specimen itself,
which, in immunofluorescence
microscopy, 1 Journal of Cell Science (2022) 135, jcs258994. doi:10.1242/jcs.258994 RESEARCH ARTICLE for the training that is also known as CARE network (Weigert et al.,
2018). Moreover, we trained a CycleGAN with unpaired images to
assess whether, in principle, a network can also be trained with
immunofluorescence images that stem from two different datasets
(Zhu et al., 2017). originate from the cell label or labelling protocol. Unspecific
labelling by a stain or antibody binding, as well as internalisation
or residue dyes after the specimen preparation, can significantly
limit the image contrast of a target (Saper, 2009). The performance
of antibodies or stains vary for a number of reasons. Epitopes can
be altered in the target protein by the fixation step, effectively
changing the location or accessibility to the antibody (Miller and
Shakes, 1995). Also, unspecific antibody binding can be caused by
attractive intermolecular interaction, such as van der Waals or
hydrogen bonding interactions, or by binding to proteins with
similar epitopes, which overall results in an underlying cytosolic
background signal in images of cells (Wagner et al., 2011). To establish and evaluate our method, we generated image data
across
four
different
distinct
cellular
structures:
the
actin
cytoskeleton (Dugina et al., 2009; Suarez and Kovar, 2016); the
microtubule network (Nogales, 2000; Pellegrini and Budman,
2005); and discrete plasma membrane structures, namely caveolae
(Rausch and Hansen, 2020) and focal adhesions (Martino et al.,
2018). The ability of a CNN to selectively restore distinct cellular
structures in immunofluorescence images after training with
carefully selected data was further assessed by training a CNN as
separator of two markers in superposed immunofluorescence
images. Here, images were acquired of fixed cells that were dual-
labelled with a nuclear marker and an antibody against the plasma
membrane protein CD44 (Ilangumaran et al., 2010). Label2label We propose a new application of deep learning in fluorescence
microscopy in which a neural network is trained to significantly
reduce label-induced unspecific cytosolic signals in fluorescence
images of cellular structures. We call this method label2label (L2L). For L2L, a CNN is trained with image pairs of cells that are dual-
labelled for the same distinct cellular structure of interest. L2L
utilises the varying performance of antibodies and stains in
immunofluorescence microscopy. We hypothesized that a CNN
trained with two images of a cellular structure that originate from
two non-identical labels would act content filter-like, whereby
fluorescence signals that systematically vary in the images are
rejected, whereas correlating structural signal is restored. Here,
the underlying principle of L2L is a so-called style transfer in which
a neural network is trained to merge the content in input images
with the style of reference images (Jing et al., 2020). As input
and benchmark images highly correlate, L2L is also comparable
to N2N. In both methods, a network is trained without clean
benchmark images; however, in L2L, differences between the
training images are not only originating from dynamic image
corruptions like noise, but also inherent sample (=label) differences. Consequently, fluorescence signals from cytosolic protein and
unspecific binding that, in practice, lower structural contrast in
immunofluorescence images are retrieved in restorations after N2N
training, whereas a network reduces such signals after L2L training
when selecting appropriate training data. Label2label for reducing depolymerised β-actin in images
of HeLa cells Image pairs were acquired of fixed HeLa cells (N=68) that were dual
labelled with the monoclonal anti-β-actin antibody AC-15 and a
phalloidin stain (see Materials and Methods). Fig. 1A shows an
example confocal image pair of a fixed cell. Phalloidin almost
exclusively labelled the actin filaments, but images of the antibody
(AC-15) showed an additional high background signal in the cell
body. This background signal likely originates from unspecific
binding and/or binding to cytosolic protein by the antibodies,
resulting in high intensity punctate regions, as observed in the cell
cytoplasm. Notably, a 20-frame average image of AC-15 exhibited
less image noise, but cytosolic background signal was still present,
significantly lowering the contrast of the actin filaments (Fig. 1C). The difference in image contrast between both labels is quantifiable
by calculating the mean Michelson and root mean square (RMS)
contrast for each label (Peli, 1990). For that, we applied a Gaussian
filter (sigma=2) to the images, normalised them to their 1st/99th
percentile and derived the sample intensities assuming that the 10%
brightest image pixels represented the sample. For the cell images of LMSSSIMð^yt; ytÞ ¼ 1 1
N
X
N
n¼1
MS SSIMð^yt;n; yt;nÞ:
ð5Þ ð5Þ We hypothesized that a CNN would restore images with higher
structural contrast after L2L training with a LMS-SSIM instead of a
‘classical’ L1. To test this hypothesis, we trained a CNN with
different loss functions [L1, LSSIM (M=1), L3S-SSIM (M=3), L5S-SSIM
(M=5)]. Weights of the MS-SSIM loss function were selected such
that they follow the contrast sensitivity function of the human visual
system (Wang et al., 2003). The results were compared to the
denoising method N2N. For N2N training, the same settings were
applied, but the network was trained with two noise realisations
of the same label instead. The aim of this work is to compare
two deep learning-based restoration methods that improve the
contrast of cellular structures in fluorescence images, do not require
clean benchmark data and have requirements for the training
data generation that are feasible in standard immunofluorescence ig. 1. Qualitative L2L and N2N results for images of actin. (A) Confocal image pair of a fixed HeLa cell that was dual labelled with the anti-β-actin antibody
C-15 and a phalloidin stain, which was excluded from the CNN training. Scale bar: 20 µm. Loss functions for training a convolutional neural network As for both, L1 and L2, loss is calculated on a pixel-to-pixel basis
during the network training, predicted images are often of low
quality for a human observer (Larsen et al., 2016; Zhao et al., 2016). Journal of Cell Science To better take into account the properties of the human visual
system, a multiscale structural similarity (MS-SSIM) index was
proposed as an alternative to compare the similarity between two
images (Wang et al., 2003, 2004). It follows: MS SSIMð pÞ ¼ ðlMð pÞÞgM Y
M
j¼1
ðcjð pÞÞgj ðsjð pÞÞgj;
ð4Þ For L2L, the image pairs for the network training can be acquired
simultaneously, under near-identical imaging conditions (see the
imaging sections in Materials and Methods). The images of one
fluorescent cell label are selected as training input, and the images of
the label that yields a higher contrast of the cellular structure are
used as a training benchmark. We selected the CSBDeep framework ð4Þ with the exponent γj as the weight for the individual scale
j ðP
M
j¼1
gj ¼ 1Þ, and measures that compare the luminance (lM), with the exponent γj as the weight for the individual scale
M j ðP
j 1
gj ¼ 1Þ, and measures that compare the luminance (lM), 2 2 Journal of Cell Science (2022) 135, jcs258994. doi:10.1242/jcs.258994 RESEARCH ARTICLE microscopy. We show proof-of-principle that by introducing
systematic sample differences in the training data a CNN can be
successfully trained to reject not only image noise but also diffuse
label-dependent cytosolic signals in immunofluorescence images. Both can decrease the contrast of a target structure significantly in
practice. contrast (cj) and structure (sj) between two images that are functions
of the local statistics of a pixel p (for a detailed explanation see
Wang et al., 2003, 2004). For the calculation, a low-pass filter is
applied to the image patches after each iteration (if M>1), followed
by downsampling by a factor of 2, making the MS-SSIM index
sensitive to differing viewing conditions. The MS-SSIM index exhibits values between (−1, 1) where
−1/0/1 imply a negative/no/positive correlation between the images. To satisfy Eqn 1, for an MS-SSIM loss function (LMS-SSIM) follows
(Zhao et al., 2016): Label2label for reducing depolymerised β-actin in images
of HeLa cells (B) Reconstructed image of AC-15 by a CNN after L2L training with
mages of AC-15/phalloidin as training input/benchmark, using an L3S-SSIM loss function. (C) Original and processed images of AC-15 for two ROIs (6 µm×6 µm). rom left to right: raw image, restored images after N2N and L2L training with an L1 and L3S-SSIM loss function, respectively, and a 20-frame average. (D) The
orresponding image of phalloidin and the RMS map between the raw and the predicted image of AC-15 by the network after L2L training. J
l
f C ll S i Journal of Cell Science Fig. 1. Qualitative L2L and N2N results for images of actin. (A) Confocal image pair of a fixed HeLa cell that was dual labelled with the anti-β-actin antibody
AC-15 and a phalloidin stain, which was excluded from the CNN training. Scale bar: 20 µm. (B) Reconstructed image of AC-15 by a CNN after L2L training with
images of AC-15/phalloidin as training input/benchmark, using an L3S-SSIM loss function. (C) Original and processed images of AC-15 for two ROIs (6 µm×6 µm). From left to right: raw image, restored images after N2N and L2L training with an L1 and L3S-SSIM loss function, respectively, and a 20-frame average. (D) The
corresponding image of phalloidin and the RMS map between the raw and the predicted image of AC-15 by the network after L2L training. 3 Journal of Cell Science (2022) 135, jcs258994. doi:10.1242/jcs.258994 RESEARCH ARTICLE RESEARCH ARTICLE Table 1. Label2label for reducing depolymerised β-actin in images
of HeLa cells In the L2L results,
however, not only image noise was removed, but also the contrast of
filamentous signal was clearly enhanced, even compared to the
training benchmark (phalloidin) (Fig. 1D, left). The RMS maps
between the raw images of AC-15 and the L2L results revealed a
selective removal of high intensity punctate regions [Fig. 1D (right);
for further maps see Fig. S1]. AC-15/phalloidin, mean Michelson contrast values of 0.44±0.08/
0.96±0.04 and mean±s.d. RMS contrast values of 0.15±0.03/0.19
±0.01 were calculated. Consequently, images of AC-15 were used
as input and images of the phalloidin stain were used as a
benchmark for L2L training. For N2N, two noise realisations of AC-
15, acquired through sequential imaging, were used as training data. training with a LMS-SSIM showed cell structures with increased
sharpness, and erroneous predictions by the network occurred (with
lower M) (see annotated ROIs in Fig. S2A-C). Hallucination effects
were substantially more pronounced in N2N results. Here, punctuate
regions in the cell cytoplasm appeared with artificial contrast in
restored images of AC-15, and actin filaments with low contrast in
the input image were restored with intensity fluctuations along the
structure. For L2L, these artefacts were barely observed when using
an LMS-SSIM for the training. q
g
q
g g
g
Fig. 1B shows the restoration of an image of AC-15 in a HeLa cell
(Fig. 1A, left) by a CNN after L2L training with a L3S-SSIM (see
‘Training the CNN’ section in Materials and Methods). A trained
CNN reduced cytoplasmic signal throughout the cell body in the
restoration, and the relative signal of filamentous actin labelled with
AC-15 increased. In Fig. 1C, for two regions of interest (ROIs), the
original cell image of AC-15 and the prediction by a CNN after N2N
and L2L training with a L1 and L3S-SSIM, respectively, are shown. Although noise was reduced in the N2N result, making it optically
similar to a 20-frame average, the contrast of the actin filaments was
still low due to the high background signal. In the L2L results,
however, not only image noise was removed, but also the contrast of
filamentous signal was clearly enhanced, even compared to the
training benchmark (phalloidin) (Fig. 1D, left). The RMS maps
between the raw images of AC-15 and the L2L results revealed a
selective removal of high intensity punctate regions [Fig. 1D (right);
for further maps see Fig. S1]. Label2label for reducing depolymerised β-actin in images
of HeLa cells To further evaluate the network performance after L2L training,
the average peak signal-to-noise ratio (PSNR), normalised root-
mean square error (NRMSE) and MS-SSIM indices (M=1, 3 and 5)
were calculated for the raw or predicted images of AC-15, and the
corresponding images of phalloidin, dependent on the training loss
function. For that, validation image patches that were excluded from
the training data were used (see the ‘Training the CNN’ section in
Materials and Methods). All calculated metrics indicated an
increased correlation between the restorations and the benchmark
(phalloidin) compared to the original image (see Table 1). Notably,
using an L5S-SSIM for the training narrowly yielded the best PSNR
and NRMSE. Journal of Cell Science Journal of Cell Science Label2label for reducing depolymerised β-actin in images
of HeLa cells Loss function-dependent evaluation of L2L for images of different cellular structures
PSNR
(dB)
NRMSE
MS-SSIM
PSNR
(dB)
NRMSE
MS-SSIM
M=5
M=3
M=1
M=5
M=3
M=1
Actin cytoskeleton
Microtubule network
Input
16.67
0.150
0.434
0.331
0.150
17.20
0.140
0.540
0.359
0.135
L1
19.76
0.107
0.635
0.531
0.314
16.88
0.146
0.415
0.271
0.103
L5S-SSIM
20.08
0.103
0.673
0.565
0.339
18.37
0.123
0.660
0.475
0.203
L3S-SSIM
20.07
0.103
0.672
0.567
0.343
18.23
0.125
0.652
0.469
0.200
LSIM
19.91
0.105
0.662
0.561
0.340
18.03
0.128
0.648
0.468
0.199
Caveolae
PXN
Input
14.91
0.181
0.156
0.110
0.049
18.73
0.118
0.455
0.337
0.152
L1
14.79
0.184
0.136
0.114
0.052
19.78
0.107
0.465
0.339
0.135
L5S-SSIM
15.26
0.175
0.216
0.207
0.131
21.27
0.091
0.605
0.497
0.329
L3S-SSIM
15.19
0.176
0.200
0.196
0.129
21.20
0.092
0.600
0.496
0.330
LSIM
14.88
0.182
0.175
0.186
0.111
21.13
0.093
0.592
0.489
0.328
SYTOX
CD44
Input
15.03
0.192
0.553
0.499
0.309
20.99
0.114
0.816
0.825
0.715
L1
36.15
0.019
0.943
0.932
0.898
30.05
0.034
0.942
0.916
0.841
L5S-SSIM
36.34
0.019
0.958
0.945
0.904
27.80
0.046
0.950
0.921
0.838
L3S-SSIM
36.27
0.019
0.958
0.947
0.910
28.23
0.044
0.950
0.924
0.845
LSIM
36.56
0.019
0.954
0.945
0.914
28.83
0.040
0.944
0.921
0.849
Evaluation after training a CNN with image pairs of HeLa cells that were dual labelled with an anti-actin antibody (input) and a phalloidin stain (benchmark) (see
‘Actin cytoskeleton’), of MeT5A cells that were labelled with the anti-α-tubulin antibodies DM1A (input) and YOL1/34 (benchmark) (see ‘Microtubule network’),
of MeT5A cells that were labelled with antibodies against CAVIN-1 (D1P6W; input) and caveolin-1 (CAV1) (4H312; benchmark) (see ‘Caveolae’), and of MeT5A,
HeLa and U2OS cells that were dual labelled with the anti-PXN antibodies 5H11 (input) and Y113 (benchmark) (see ‘PXN’). Calculated metrics are also shown
after training a CNN to separate markers in superposed images of cells that were labelled with the nuclear marker SYTOX and an anti-CD44 antibody. Average
metrics were calculated between the respective training inputs or restored images of the input after training the network with an L1, L5S-SSIM, L3S-SSIM or LSSIM loss
function, and the corresponding training benchmarks. To achieve this, the validation image patches were used that were created from non-background areas in
the raw images (see Table 2). Metrics for the caveolae dataset were calculated after applying a Gaussian filter (sigma=1.5) due to high image noise in the dataset. The best value for each column is shown in bold. Label2label for reducing depolymerised β-actin in images
of HeLa cells Table 1. Loss function-dependent evaluation of L2L for images of different cellular structures Evaluation after training a CNN with image pairs of HeLa cells that were dual labelled with an anti-actin antibody (input) and a phalloidin stain (benchmark) (see
‘Actin cytoskeleton’), of MeT5A cells that were labelled with the anti-α-tubulin antibodies DM1A (input) and YOL1/34 (benchmark) (see ‘Microtubule network’),
of MeT5A cells that were labelled with antibodies against CAVIN-1 (D1P6W; input) and caveolin-1 (CAV1) (4H312; benchmark) (see ‘Caveolae’), and of MeT5A,
HeLa and U2OS cells that were dual labelled with the anti-PXN antibodies 5H11 (input) and Y113 (benchmark) (see ‘PXN’). Calculated metrics are also shown
after training a CNN to separate markers in superposed images of cells that were labelled with the nuclear marker SYTOX and an anti-CD44 antibody. Average
metrics were calculated between the respective training inputs or restored images of the input after training the network with an L1, L5S-SSIM, L3S-SSIM or LSSIM loss
function, and the corresponding training benchmarks. To achieve this, the validation image patches were used that were created from non-background areas in
the raw images (see Table 2). Metrics for the caveolae dataset were calculated after applying a Gaussian filter (sigma=1.5) due to high image noise in the dataset. The best value for each column is shown in bold. AC-15/phalloidin, mean Michelson contrast values of 0.44±0.08/
0.96±0.04 and mean±s.d. RMS contrast values of 0.15±0.03/0.19
±0.01 were calculated. Consequently, images of AC-15 were used
as input and images of the phalloidin stain were used as a
benchmark for L2L training. For N2N, two noise realisations of AC-
15, acquired through sequential imaging, were used as training data. Fig. 1B shows the restoration of an image of AC-15 in a HeLa cell
(Fig. 1A, left) by a CNN after L2L training with a L3S-SSIM (see
‘Training the CNN’ section in Materials and Methods). A trained
CNN reduced cytoplasmic signal throughout the cell body in the
restoration, and the relative signal of filamentous actin labelled with
AC-15 increased. In Fig. 1C, for two regions of interest (ROIs), the
original cell image of AC-15 and the prediction by a CNN after N2N
and L2L training with a L1 and L3S-SSIM, respectively, are shown. Although noise was reduced in the N2N result, making it optically
similar to a 20-frame average, the contrast of the actin filaments was
still low due to the high background signal. L2L to enhance the structural contrast in images of the
microtubule network and caveolae inhomogeneous binding or selective binding to specific epitopes of
polymerised tubulin; this was not observable for the clone DM1A
(compare 20-frame average images in Fig. S2D,F). Microtubules
appear overall sharper in images of YOL1/34 compared to DM1A,
with a lower ‘haze’ in the cytoplasm. This haze might be caused by
unspecific binding, binding to cytosolic tubulin and/or out-of-focus
signal. Notably, the optical resolution in images of DM1A labelled
with the secondary antibody Alexa Fluor 633 was lower than in
images of YOL1/34, which was conjugated to Alexa Fluor 488. inhomogeneous binding or selective binding to specific epitopes of
polymerised tubulin; this was not observable for the clone DM1A
(compare 20-frame average images in Fig. S2D,F). Microtubules
appear overall sharper in images of YOL1/34 compared to DM1A,
with a lower ‘haze’ in the cytoplasm. This haze might be caused by
unspecific binding, binding to cytosolic tubulin and/or out-of-focus
signal. Notably, the optical resolution in images of DM1A labelled
with the secondary antibody Alexa Fluor 633 was lower than in
images of YOL1/34, which was conjugated to Alexa Fluor 488. were generated. To train a CNN as a content filter for caveolae,
STED image pairs (N=60) were acquired of fixed MeT5A cells that
were dual labelled with antibodies against the two essential caveolae
components CAVIN-1 (D1P6W) and caveolin-1 (CAV1; 4H312)
(Hansen and Nichols, 2010). For the tubulin dataset, we calculated
mean±s.d. Michelson contrast values of 0.45±0.14/0.9±0.05 and
mean±s.d. RMS contrast values of 0.13±0.03/0.17±0.02 for
DM1A/YOL1/34; for the caveolae dataset, these values were 0.27
±0.05/0.98±0.02 and 0.13±0.02/0.22±0.02 for D1P6W/4H312 (see
previous section; for the caveolae dataset, the 1% brightest pixels in
the image were regarded as a sample). Hence, for L2L training,
images of DM1A and D1P6W were used as input, and images of
YOL1/34 and 4H312 were used as a benchmark to train the CNN for
the respective target structure. In Fig. 2A, the results after N2N and L2L training with the
tubulin dataset are displayed for two ROIs and loss functions (L1
and L3S-SSIM). Restorations are shown of a representative training
input (top) and an image of the same cell specimen, which was
acquired with a different microscope that allowed additional STED
imaging (bottom) (see the imaging section in Materials and
Methods). STED images exhibit a circa 3× enhanced resolution In images of cells labelled with YOL1/34, intensity fluctuations
along the microtubules were observed that likely originate from Fig. 2. L2L to enhance the structural contrast in images of the
microtubule network and caveolae p
g
]
In Fig. S2A-C, the qualitative N2N and L2L results are shown for
images of AC-15 dependent on the training loss function (L1,
L5S-SSIM,
L3S-SSIM
or
LSSIM),
including
the
corresponding
benchmarks (phalloidin) for L2L and 20-frame average images of
both labels to better assess the network performance. For both
methods, using an L1 for the training leads in comparison to more
conservative predictions, in which, with L2L, non-filamentous
signal was reduced by the network but actin filaments appeared
relatively blurry. On the other hand, predictions by a CNN after In Fig. S2A-C, the qualitative N2N and L2L results are shown for
images of AC-15 dependent on the training loss function (L1,
L5S-SSIM,
L3S-SSIM
or
LSSIM),
including
the
corresponding
benchmarks (phalloidin) for L2L and 20-frame average images of
both labels to better assess the network performance. For both
methods, using an L1 for the training leads in comparison to more
conservative predictions, in which, with L2L, non-filamentous
signal was reduced by the network but actin filaments appeared
relatively blurry. On the other hand, predictions by a CNN after To further study L2L as a method to increase image contrast of
distinct cellular structures, fluorescence image pairs were acquired
of the microtubule network that has a distinct branched spatial
distribution in cells, and caveolae that are 60-100 nm large
invaginations in the plasma membrane (Bates et al., 2007; Khater
et al., 2018). For the former, fixed MeT5A cells were dual labelled
with two monoclonal antibodies against α-tubulin (DM1A raised in
mouse and YOL1/34 raised in rat), and confocal image pairs (N=51) 4 4 Journal of Cell Science (2022) 135, jcs258994. doi:10.1242/jcs.258994 RESEARCH ARTICLE Table 2. Training settings
Dataset
Actin
Tubulin
Caveolae
PXN
SYTOX plus CD44
Input marker
AC-15
DM1A
D1P6W
5H11
Superposed‡
Benchmark marker
Phalloidin
YOL1/34
4H312
Y113
SYTOX/CD44‡
Number of raw image pairs
68+272*
51+204*
60+240*
77+308*
58
Size of raw images
(4096 pixels)2
(4096 pixels)2
(7730 pixels)2
(4096 pixels)2
(2608 pixels)2
Percentiles for normalisation
1/99.9
1/99.9
2/99.5
1/99.9
2/99.8
Number of validation/training patches (128 pixels)2
13,926/125,338
10,445/94,003
18,432/165,888
15,770/141,926
11,878/106,906
Learning rate
2×10−4
2×10−4
1×10−5
2×10−4
2×10−5
Batch size/steps per epoch/epoch number
32/100/400
32/100/500
16/500/100
32/100/500
32/1000/250
*augmented images, ‡ two channel images. Overview of the training data and settings in the CSBDeep framework for L2L training. Training networks to reduce cytosolic content in images of
PXN with paired and unpaired images p
p
g
We also trained a CNN with image pairs of two non-identical labels
against the focal adhesion protein paxillin (PXN) (Martino et al.,
2018), with the aim to reduce immunofluorescence signal in the
images that stems from cytosolic protein. Image pairs of fixed
MeT5A (N=47), HeLa (N=17) and U2OS (N=13) cells, dual
labelled with the monoclonal anti-PXN antibodies 5H11 and Y113,
were acquired. As expected, the raw immunofluorescence images of
both antibodies showed correlating focal adhesion structures in the
cells but also a diffuse signal throughout the cell body that differed
in relative intensity to the focal adhesion signal between the two
clones (compare Fig. 3A, left, and Fig. 3B). For all cell lines, we
observed the same trend; the images of antibody Y113 showed a
higher focal adhesion-to-cytosolic signal ratio than images of 5H11. To determine whether the cytoplasmic signal originated from
clone-dependent binding to protein in the cytosol or unspecific
binding, short hairpin (sh)RNA-mediated PXN knockdown MeT5A
cells
were
generated
(see
‘Generation
and
verification
of knockdown PXN MeT5A cells’ in Materials and Methods). The knockdown was confirmed via a qPCR analysis that showed
a knockdown efficiency of >70% on mRNA level. Additionally,
PXN protein levels were substantially lower in the shRNA PXN
cells, as analysed by western blotting (Fig. S6A,B). For both
antibodies, the immunofluorescence signal of PXN was reduced
in images of fixed shPXN cells in both the focal adhesions and
in the cytoplasm (Fig. S6C). Hence, the cytoplasmic signal that
is observed in images of both clones is largely not caused by
unspecific binding. Instead, the different relative cytosolic content
in cell images of 5H11 and Y113 indicates a differing accessibility
of the respective binding sites for both clones for protein that
is cytosolic or bound to focal adhesions, and that cytosolic PXN
likely functions as a readily available replenishable buffer for focal
adhesion-localised PXN. py (
g
)
The STED image pairs that we acquired of cells that were dual-
labelled for CAVIN-1 (D1P6W) and CAV1 (4H312) showed a low
signal-to-noise ratio, further amplified by the pre-processing step
that was undertaken to prevent artefacts that we observed when
training with the nearly binary raw data (see ‘Data augmentation and
pre-processing’ in Materials and Methods; Fig. 2C,D). Moreover,
the correlation of the fluorescence signal originating from caveolae
structure was relatively low between the training input (D1P6W)
and benchmark (4H312) for some image pairs (Fig. L2L to enhance the structural contrast in images of the
microtubule network and caveolae The restoration of the cell image of DM1A that was
acquired with a different imaging setup than the training input
exhibited a slightly less homogeneous intensity distribution along
the microtubules, likely due to the changed image noise (compare
Fig. 2A, left). For N2N and L2L, the restoration success is
dependent on the tubule density in the image. The closer
microtubules are packed in the cell, the less likely the successful
recovery of separate structure by the CNN, as evident by comparing
the results of both methods with the corresponding STED image
(see also Fig. S4A,B). Notably, the intensity fluctuations along the
cellular structure in the benchmark (YOL1/34) for L2L do not result
in artefacts in restorations of the input (DM1A). Further N2N and
L2L results for representative training inputs are shown in Fig. S2E,
after using an L1, L5S-SSIM, L3S-SSIM or LSSIM for the training. A loss
function-dependent trend was observable for both methods: using
an LMS-SSIM instead of an L1, the CNN learned (with decreasing M)
to restore microtubules with increased sharpness, especially when
trained with images of two non-identical labels (Fig. S2E). This
effect was quantifiable; extracted full width at half maxima
(FWHMs) of line profiles across single microtubules in the
images showed that results obtained with L2L were closest to the
microtubule diameters detected with STED microscopy (Fig. S4C). more pronounced when using the loss function with a small number
of iterations (M) (compare N2N results for LSSIM and L5S-SSIM in
Fig. S5B). Moreover, weak stripe-like artefacts were introduced by
the network after N2N training (Fig. 2C). Although caveolae
structures appeared slightly sharper than in the L2L results, the level
of sharpness that was observed in the N2N result was not verifiable
in the 20-frame average image (Fig. 2C, bottom). Again, the network performance was evaluated after L2L training
with different loss functions by calculating the average PSNR,
NRMSE and MS-SSIM indices (Table 1). For both datasets, the
calculated
metrics
indicated
that
the
correlation
between
reconstructed and benchmark image was highest after training
with an L5S-SSIM. For the tubulin dataset, a decrease in the correlation
between the restored image of DM1A and the benchmark (YOL1/
34) after training with a L1 was observed. L2L to enhance the structural contrast in images of the
microtubule network and caveolae For N2N and L2L, the restoration success is
dependent on the tubule density in the image. The closer
microtubules are packed in the cell, the less likely the successful
recovery of separate structure by the CNN, as evident by comparing
the results of both methods with the corresponding STED image
(see also Fig. S4A,B). Notably, the intensity fluctuations along the
cellular structure in the benchmark (YOL1/34) for L2L do not result
in artefacts in restorations of the input (DM1A). Further N2N and
L2L results for representative training inputs are shown in Fig. S2E,
after using an L1, L5S-SSIM, L3S-SSIM or LSSIM for the training. A loss
function-dependent trend was observable for both methods: using
an LMS-SSIM instead of an L1, the CNN learned (with decreasing M)
to restore microtubules with increased sharpness, especially when
trained with images of two non-identical labels (Fig. S2E). This
effect was quantifiable; extracted full width at half maxima
(FWHMs) of line profiles across single microtubules in the
images showed that results obtained with L2L were closest to the
microtubule diameters detected with STED microscopy (Fig. S4C). The STED image pairs that we acquired of cells that were dual-
labelled for CAVIN-1 (D1P6W) and CAV1 (4H312) showed a low
signal-to-noise ratio, further amplified by the pre-processing step
that was undertaken to prevent artefacts that we observed when
training with the nearly binary raw data (see ‘Data augmentation and
pre-processing’ in Materials and Methods; Fig. 2C,D). Moreover,
the correlation of the fluorescence signal originating from caveolae
structure was relatively low between the training input (D1P6W)
and benchmark (4H312) for some image pairs (Fig. S5A,C). This
was also indicated by the calculated mean PSNR, NRMSE and MS-
SSIM indices for both images, which suggested the lowest
correlation among the L2L datasets that were generated in this
work (compare Table 1). It posed the question as to whether a CNN
would be prone to introduce artificial structure after L2L training
with this dataset. RESEARCH ARTICLE Journal of Cell Science (2022) 135, jcs258994. doi:10.1242/jcs.258994 RESEARCH ARTICLE compared to the standard confocal image and are therefore a better
reference for assessing the restoration performance of a CNN for
this sample in ROIs in which microtubules are densely packed
(Bates et al., 2007). L2L to enhance the structural contrast in images of the
microtubule network and caveolae Comparing the restorations by a CNN after
‘classical’ N2N training with an L1 with the L2L result after
employing an L3S−SSIM for the training, a clear improvement of the
contrast of the microtubule network with L2L was observed
(Fig. 2A). Here, both methods outperformed the corresponding 20-
frame average image (Fig. 2A, top; Fig. S2D,F) and classical image
processing methods, such as a Gaussian or top-hat filter (Fig. S3,
Table S1). The restoration of the cell image of DM1A that was
acquired with a different imaging setup than the training input
exhibited a slightly less homogeneous intensity distribution along
the microtubules, likely due to the changed image noise (compare
Fig. 2A, left). For N2N and L2L, the restoration success is
dependent on the tubule density in the image. The closer
microtubules are packed in the cell, the less likely the successful
recovery of separate structure by the CNN, as evident by comparing
the results of both methods with the corresponding STED image
(see also Fig. S4A,B). Notably, the intensity fluctuations along the
cellular structure in the benchmark (YOL1/34) for L2L do not result
in artefacts in restorations of the input (DM1A). Further N2N and
L2L results for representative training inputs are shown in Fig. S2E,
after using an L1, L5S-SSIM, L3S-SSIM or LSSIM for the training. A loss
function-dependent trend was observable for both methods: using
an LMS-SSIM instead of an L1, the CNN learned (with decreasing M)
to restore microtubules with increased sharpness, especially when
trained with images of two non-identical labels (Fig. S2E). This
effect was quantifiable; extracted full width at half maxima
(FWHMs) of line profiles across single microtubules in the
images showed that results obtained with L2L were closest to the
microtubule diameters detected with STED microscopy (Fig. S4C). compared to the standard confocal image and are therefore a better
reference for assessing the restoration performance of a CNN for
this sample in ROIs in which microtubules are densely packed
(Bates et al., 2007). Comparing the restorations by a CNN after
‘classical’ N2N training with an L1 with the L2L result after
employing an L3S−SSIM for the training, a clear improvement of the
contrast of the microtubule network with L2L was observed
(Fig. 2A). Here, both methods outperformed the corresponding 20-
frame average image (Fig. 2A, top; Fig. S2D,F) and classical image
processing methods, such as a Gaussian or top-hat filter (Fig. S3,
Table S1). L2L to enhance the structural contrast in images of the
microtubule network and caveolae Loss function-dependent L2L and N2N results for images of the microtubule network and caveolae. (A-D) Confocal images of MeT5A cells that
were dual labelled with the anti-tubulin antibodies DM1A (A) and YOL1/34 (B), and STED images of MeT5A cells that were dual labelled with the anti-CAVIN-1
antibody D1P6W (C) and the anti-CAV1 antibody 4H312 (D). (A,C) From left to right: raw image of a representative training input, reconstructed images after N2N
and L2L training with an L1 or L3S-SSIM loss function, and a corresponding 20-frame average or high resolution STED image. (B,D) Representative training
benchmarks for L2L training are displayed. Images shown were excluded from the network training. Scale bars: 1 µm (A,B); 200 nm (C,D). Journal of Cell Science Fig. 2. Loss function-dependent L2L and N2N results for images of the microtubule network and caveolae. (A-D) Confocal images of MeT5A cells that
were dual labelled with the anti-tubulin antibodies DM1A (A) and YOL1/34 (B), and STED images of MeT5A cells that were dual labelled with the anti-CAVIN-1
antibody D1P6W (C) and the anti-CAV1 antibody 4H312 (D). (A,C) From left to right: raw image of a representative training input, reconstructed images after N2N
and L2L training with an L1 or L3S-SSIM loss function, and a corresponding 20-frame average or high resolution STED image. (B,D) Representative training
benchmarks for L2L training are displayed. Images shown were excluded from the network training. Scale bars: 1 µm (A,B); 200 nm (C,D). 5 compared to the standard confocal image and are therefore a better
reference for assessing the restoration performance of a CNN for
this sample in ROIs in which microtubules are densely packed
(Bates et al., 2007). Comparing the restorations by a CNN after
‘classical’ N2N training with an L1 with the L2L result after
employing an L3S−SSIM for the training, a clear improvement of the
contrast of the microtubule network with L2L was observed
(Fig. 2A). Here, both methods outperformed the corresponding 20-
frame average image (Fig. 2A, top; Fig. S2D,F) and classical image
processing methods, such as a Gaussian or top-hat filter (Fig. S3,
Table S1). The restoration of the cell image of DM1A that was
acquired with a different imaging setup than the training input
exhibited a slightly less homogeneous intensity distribution along
the microtubules, likely due to the changed image noise (compare
Fig. 2A, left). Training networks to reduce cytosolic content in images of
PXN with paired and unpaired images (A) From left to right: raw image of 5H11, the restored images by a CNN/CycleGAN
er L2L training with paired/unpaired images, and the corresponding image of Y113 (B). Scale bar: 20 µm. (C) Training results for two ROIs (6 µm×6 µm). From
t to right: input (5H11), the restored images by a CNN after N2N and L2L training with an L1 loss function, the restored image by a CycleGAN, and a 20-frame
erage. (D) Corresponding benchmark images (Y113) for L2L training and its predictions by a CNN after L2L training as outlined above. A CNN that was trained
h L2L data in-paints focal adhesions (see white arrowheads) and reduces cytosolic protein (see ROI number 2) for both the training input and benchmark. ages shown were excluded from the network training. Fig. 3. Network architecture-dependent L2L results for images of PXN. Confocal images of a HeLa cell dual labelled with the two anti-PXN antibodies 5H11
and Y113, which were used as training input and benchmark for L2L training. (A) From left to right: raw image of 5H11, the restored images by a CNN/CycleGAN
after L2L training with paired/unpaired images, and the corresponding image of Y113 (B). Scale bar: 20 µm. (C) Training results for two ROIs (6 µm×6 µm). From
left to right: input (5H11), the restored images by a CNN after N2N and L2L training with an L1 loss function, the restored image by a CycleGAN, and a 20-frame
average. (D) Corresponding benchmark images (Y113) for L2L training and its predictions by a CNN after L2L training as outlined above. A CNN that was trained
with L2L data in-paints focal adhesions (see white arrowheads) and reduces cytosolic protein (see ROI number 2) for both the training input and benchmark. Images shown were excluded from the network training. background signal in the training benchmark (Y113), although
these images were not used as input for L2L training (Fig. 3D). In Fig. 3A, the restorations of a representative training input
(5H11) by a CNN (using an L1) and a CycleGAN are shown after
L2L training with aligned and unaligned images, respectively. Both
networks learned to reduce cytosolic content in images of 5H11 and
selectively recovered focal adhesion structure, but the CNN
outperformed the CycleGAN for this task. Training networks to reduce cytosolic content in images of
PXN with paired and unpaired images S5A,C). This
was also indicated by the calculated mean PSNR, NRMSE and MS-
SSIM indices for both images, which suggested the lowest
correlation among the L2L datasets that were generated in this
work (compare Table 1). It posed the question as to whether a CNN
would be prone to introduce artificial structure after L2L training
with this dataset. We found that the CNN performance after N2N and L2L training
was highly dependent on the training loss function (Fig. 2C). Using
an L1, in both methods, a trained CNN only learned to restore
structures in high signal-to-noise regions in the input image
(compare Fig. 2C, top and bottom). However, when the training
loss function was replaced with an L3S-SSIM, the recovery of
structural signal by the CNN from the noisy input (DM1A) was
much enhanced for N2N and L2L. Here, cytosolic background
signal in the image was clearly reduced by the network after L2L
training, resulting in restorations with higher sample-to-background
ratios than in corresponding 20-frame average STED images of both
labels (Fig. 2; Fig. S5A-C). For N2N, on the other hand, significant
hallucination effects were observed after using an L3S-SSIM for the
training, with unspecific cytosolic signals often recovered as
structure-like content (Fig. 2C, top). These artificial features got Journal of Cell Science All cell lines were prepared and imaged under the same conditions,
and were used indistinguishably to generate the training data (see
‘Training the CNN’ section in Materials and Methods). For the cell
images of 5H11/Y113 (N=77), mean Michelson contrast values of
0.57±0.07/0.99±0.01, and mean±s.d. RMS contrast values of 0.15
±0.01/0.18±0.02 were calculated. Cell images of 5H11/Y113 were
used as input/benchmark to train a network to decrease cytosolic
signal in images of focal adhesions. To test whether an artificial
network can also be trained with unpaired L2L data, a CycleGAN
was trained and its performance was compared to the CNN (see
‘Training the CycleGAN’ in Materials and Methods). Further results
for other datasets are shown in Fig. S7. 6 RESEARCH ARTICLE Journal of Cell Science (2022) 135, jcs258994. doi:10.1242/jcs.258994 RESEARCH ARTICLE g. 3. Network architecture-dependent L2L results for images of PXN. Confocal images of a HeLa cell dual labelled with the two anti-PXN antibodies 5H11
d Y113, which were used as training input and benchmark for L2L training. Training networks to reduce cytosolic content in images of
PXN with paired and unpaired images In the generated image
of the CycleGAN, high intensity areas in the cell cytoplasm that did
not stem from focal adhesions were, in part, still present in the
predicted images with a tendency to translate intensity fluctuations
in the input as weak structure (Fig. 3C, bottom). A similar effect was
observed after training a CNN with an LMS-SSIM with N2N data
(Fig. S5E). Here, intensity fluctuations in the cytosol were, as
observed with the caveolae dataset
(see previous section),
artificially accentuated in the restorations, which became more
pronounced with a small M, leading to very different qualitative
N2N results after using an L1 and an LSSIM. These artefacts were
much less pronounced in the L2L results (Fig. S5E). Training a CNN to separate cellular structures in superposed
images Scale bar: 10 µm. The image pairs were obtained via sequential imaging by
changing the excitation wavelength. (B) Qualitative result for an ROI (5 µm×5 µm). Prediction success is dependent on the level of superposition of both labels. Structures appear slightly blurry in the restorations compared to the benchmark, but image noise and jitter are reduced. The images shown were excluded from
the training. Fig. 4. Qualitative results after training a CNN to separate cellular structures in superposed images of a nuclear stain and an antibody against a plasma
membrane protein. (A) Training input and benchmark images of a MeT5A cell that was dual labelled with the nuclear stain SYTOX Green and an anti-CD44
antibody, and corresponding reconstructions after training a CNN with an L3S-SSIM. Scale bar: 10 µm. The image pairs were obtained via sequential imaging by
changing the excitation wavelength. (B) Qualitative result for an ROI (5 µm×5 µm). Prediction success is dependent on the level of superposition of both labels. Structures appear slightly blurry in the restorations compared to the benchmark, but image noise and jitter are reduced. The images shown were excluded from
the training. (validation) and the training data, making it impossible to assess
how much the network performance depends on whether a specific
image pair is used for the training. in the restorations, and overlapping structures in the nuclear area
were mostly, but not fully, recovered in the images of CD44. A loss
function-dependent evaluation of the network performance showed
no clear trend as to which loss function was best suited to train the
CNN as a separator of the two structures (Table 1). The mean relative change of the NRMSE and 5S-SSIM indices
between the input and the restored image (both versus the training
benchmark) is displayed in Fig. 5. Each data point represents the
mean value of a cross validation dependent on N. A Gaussian filter
(sigma=1.5) was applied to images of caveolae prior to the
calculations, as noise levels were so high in the raw input images
that no trend was observable for unprocessed data. The results for
nearly all datasets showed a similar trend: even when using a small
N, the structural similarity to the benchmark increased for restored
images compared to the input. Training a CNN to separate cellular structures in superposed
images g
Lastly,
the
ability
of
a
CNN
to
transfer
style
between
immunofluorescence images with correlating structural signal was
tested by training a network to separate superposed confocal images
of two different cellular targets. For that, fixed MeT5A cells were
stained with the nuclear marker SYTOX Green and labelled with an
antibody against CD44, a plasma membrane protein. Then, image
pairs (N=58) were acquired of both markers (superposed) and of
each marker separately (see the imaging section in Materials and
Methods). The spatial distribution in the cell of both targets partly
overlapped in the images but the targets were structurally
distinguishable, with the nucleus appearing with high intensity in
the cell centre and CD44 distributed at the periphery of the cell
(Fig. 4A). The CNN was trained with the superposed image of both
the nucleus and the plasma membrane as training input in a two
channel image, and the separate cell images of SYTOX and CD44,
respectively, as training benchmark (see ‘Training the CNN’ in
Materials and Methods). The qualitative results in Fig. 4 for an
example image pair show that a CNN separated the nucleus and
plasma membrane marker in the input image successfully after the
training. Noticeably, similar to N2N, image jitter and noise that were
present in the input image were removed by the network in the
restorations (Fig. 4B). However, the CNN slightly blurred structure Journal of Cell Science Contrary to the results of the evaluation (Table 1) that, again,
indicated the highest network performance after using an L5S-SSIM,
subjectively, training the CNN with an L1 led to the best L2L results
overall. Cytosolic
signal
was
significantly
lowered
in
the
restorations after L2L training compared to the 20-frame average
image or N2N result, and focal adhesions were selectively recovered
and appeared with increased contrast (Fig. 3C). Also, the trained
CNN
in-painted
focal
adhesion
structures
that
were
inhomogeneously labelled (see white arrowheads in Fig. 3C). In
addition, we found that the trained CNN reduced cytosolic 7 7 Journal of Cell Science (2022) 135, jcs258994. doi:10.1242/jcs.258994 RESEARCH ARTICLE Fig. 4. Qualitative results after training a CNN to separate cellular structures in superposed images of a nuclear stain and an antibody against a plasma
membrane protein. (A) Training input and benchmark images of a MeT5A cell that was dual labelled with the nuclear stain SYTOX Green and an anti-CD44
antibody, and corresponding reconstructions after training a CNN with an L3S-SSIM. Training a CNN to separate cellular structures in superposed
images However, the calculated ΔNRMSE
and Δ5S-SSIM were dependent on the particular images that are
used for the training – indicated by a wide distribution for small N. This could indicate that certain acquired image data are better suited
for training the network, or easier to predict for the network. As
expected, on average, the highest performance was achieved using a
high N. Although the results for Δ5S-SSIM indicate that with N>30
or 32 the network performance was relatively consistent for all
datasets, the ΔNRMSE improved continuously with increasing N. Here, the trend of ΔNRMSE deviated for the caveolae dataset for
which, altogether, only slight changes were observed between
different N, without a clear trend. Testing the robustness of L2L g
The
robustness
of
L2L
training
was
evaluated
for
the
actin (Ntot=68), tubulin (Ntot=51), caveolae (Ntot=60) and PXN
(Ntot=77) datasets by analysing how much the network performance
was impacted by using specific image pairs for the training data
generation. To carry this out, repeated cross validations were
conducted with randomly selected image pairs N from the total
dataset (Ntot). For the actin and PXN dataset, we conducted 8-fold
cross validations with N=8, 16, 32 and 64; for the tubulin and
caveolae dataset, we conducted 10-fold cross validations with
N=10, 30 and 50. We increased the number of repetitions for small
N, and the epoch number for the training was linearly adapted to N
to prevent overfitting (see ‘Training the CNN’ in Materials and
Methods; Table 3). The difference between this approach and the
default validation in the CSBDeep framework is that in the latter the
validation is conducted via a train/test split of the training data,
which is generated from all raw image pairs. This way, image
patches generated from a specific image pair appear in both, the test Journal of Cell Science Table 3. Settings for repeated cross validations
Dataset
Actin (N=68)/PXN (N=77)
8-fold cross validations
Tubulin (N=51)/Caveolae (N=60)
10-fold cross validations
Number of repetitions
10
5
3
2
8
3
2
Total number of raw image pairs
8
16
32
64
10
30
50
Loss function
L3S-SSIM/L1
L3S-SSIM
Learning rate/batch size/steps per epoch
5×10−4/32/150
5×10−4/1×10−5/32/150
Epoch number
20
40
60
120
20
60
100
Overview of the settings in the CSBDeep framework that were used for repeated 8-fold or tenfold cross validations, training the network for L2L with the different
datasets. Table 3. Settings for repeated cross validations Table 3. Settings for repeated cross validations 8 Journal of Cell Science (2022) 135, jcs258994. doi:10.1242/jcs.258994 RESEARCH ARTICLE Fig. 5. Repeated cross validation for L2L training. The mean relative change (input/benchmark versus restoration/benchmark) of the NRMSE and 5S-SSIM
index after L2L training with image pairs of different cellular structures. Boxes represent 25th and 75th percentiles with median, whiskers represent standard
deviations. The image pairs for the trainings were generated of cells that were dual labelled for the actin cytoskeleton (Ntot=68), tubulin (Ntot=51), caveolae
(Ntot=60) or PXN (Ntot=77), dependent on the number of raw image pairs that were randomly selected from the total dataset for the cross validation. DISCUSSION L2L is different
to restoration methods that use images of the same label as training
data, e.g. N2N. After N2N training a CNN restores all signals
originating from the label without distinction, whereas a CNN
systematically learns to lower non-structural signals after L2L
training. We found that a network trained with L2L data restores
images with high contrast of the target structure, even compared to
the training benchmark or its high frame average image (see, for
example, Fig. 2A,C). Such a CNN further improved the images that
were used as the benchmark for the training (Fig. 3D; Fig. S8). g (
g
;
g
)
The network performance is dependent on the level of correlation
between the images of the two labels and the training loss functions. Using a single-scale SSIM loss function for the training increased
the likelihood of hallucination effects in restored images after L2L
training, especially for the PXN dataset in which cytosolic content
in the cell body was not entirely without structure and present in
both training input and output. However, an LMS-SSIM was better
suited for training a network to restore sharp cellular structures. Notably, the restorations increasingly (with M) converged to results
obtained with an L1 (Fig. S2, Fig. S5). For images of actin, tubulin
and caveolae we determined that the best results were obtained after
using an L3S-SSIM. Here, unspecific background signals differed
sufficiently between the images of both labels. For the PXN dataset,
an L1 was more suitable for training a CNN to recover focal
adhesions only, likely due to the correlating cytosolic signal in the
training images, albeit both at different relative intensity to the focal
adhesion signal (Fig. 3A,B). (
) (
g
)
Although clean benchmark data are not required for L2L and
N2N training, in images of structures that are not sufficiently
resolved by the imaging technique, either a posteriori knowledge
about the structure or clean reference data are required to assess the
qualitative performance of a trained CNN. This was especially
noticeable in cell images of tubulin, in which the fine microtubule
network is not fully resolved with confocal microscopy (Fig. 2A,B). We observed erroneous predictions by a CNN in image regions
where the microtubule network was densely packed after both N2N
and L2L training. Testing the robustness of L2L Each data
point is the mean value for an eightfold (actin and PXN) or tenfold (tubulin and caveolae) cross validation that was repeated for small image pair numbers. Fig. 5. Repeated cross validation for L2L training. The mean relative change (input/benchmark versus restoration/benchmark) of the NRMSE and 5S-SSIM
index after L2L training with image pairs of different cellular structures. Boxes represent 25th and 75th percentiles with median, whiskers represent standard
deviations. The image pairs for the trainings were generated of cells that were dual labelled for the actin cytoskeleton (Ntot=68), tubulin (Ntot=51), caveolae
(Ntot=60) or PXN (Ntot=77), dependent on the number of raw image pairs that were randomly selected from the total dataset for the cross validation. Each data
point is the mean value for an eightfold (actin and PXN) or tenfold (tubulin and caveolae) cross validation that was repeated for small image pair numbers. DISCUSSION powerful loss functions, such as the LMS-SSIM, are only of limited use
(e.g. the N2N results in Fig. S5B,E). Using an LMS-SSIM for N2N
training led to a significantly higher occurrence of artefacts
compared to L2L, in which cytosolic non-structural content (as
present in the training input for the actin, caveolae and PXN
datasets) was restored with accentuated artificial contrast. However,
the qualitative N2N and L2L results for the caveolae dataset indicate
that a CNN picks up structure much more efficiently in very noisy
images when using an L3S-SSIM instead of an L1 for the training
(Fig. 2C). But using two STED images of the same label (D1P6W)
as training data caused the network to hallucinate significantly when
using an LMS-SSIM, with cytosolic background signals recovered as
structure. Also, some N2N results exhibited artefacts that might
originate from static image corruptions introduced by the imaging
system itself, which then would be present in both noise realisations
of a sample (Fig. 2C; Fig. S5B). A clear improvement between the
restored images after N2N training with an L1 and an L3S-SSIM,
respectively, is only observed for the tubulin dataset, in which the
background signal appears very unspecific in images of the tubulin
marker (DM1A) (Fig. 2A). We show that a CNN can be successfully trained to reduce
unspecific label-induced fluorescence signals detected in the cell
cytoplasm in immunofluorescence images of cellular structures,
requiring images of two non-identical labels of a target for the
training that exhibit systematic sample differences. L2L is different
to restoration methods that use images of the same label as training
data, e.g. N2N. After N2N training a CNN restores all signals
originating from the label without distinction, whereas a CNN
systematically learns to lower non-structural signals after L2L
training. We found that a network trained with L2L data restores
images with high contrast of the target structure, even compared to
the training benchmark or its high frame average image (see, for
example, Fig. 2A,C). Such a CNN further improved the images that
were used as the benchmark for the training (Fig. 3D; Fig. S8). We show that a CNN can be successfully trained to reduce
unspecific label-induced fluorescence signals detected in the cell
cytoplasm in immunofluorescence images of cellular structures,
requiring images of two non-identical labels of a target for the
training that exhibit systematic sample differences. DISCUSSION A higher performance might be achieved with
cleaner reference images. The ability of a CNN to selectively restore specific cell structure
is also highlighted in this work by training a CNN to separate a
nuclear marker and a plasma membrane protein label in superposed
immunofluorescence images (Fig. 4). Our results show that CNNs
could be used in the future to separate the fluorescence signals from
multiple markers in microscopy images that were acquired with
imaging setups that have a limited number of excitation sources or
detectors. L2L could also be applied in multiplex imaging
experiments if antibodies are not selected based on performance
but compatibility issues between the species in which they are
raised. Moreover, L2L could be considered for post-processing in
live-cell imaging, in which high-performance labels are rare. Training data can be generated post image acquisition in vitro by
fixing the cells and labelling with a higher performing antibody
against the target structure. Our results for the caveolae dataset
suggest that training a CNN with L2L data might be particularly
advantageous
to
restore
noisy
images,
as
it
allows
the
implementation of an MS-SSIM loss function without introducing
artefacts that we otherwise observed after training with images of
the same label (Fig. 2C; Fig. S5B). Here, L2L results exhibit a high
structure-to-background signal ratio, clearly outperforming high-
frame average images that were acquired with the STED
microscope. As expected, the evaluation of repeated eightfold/tenfold cross
validations (dependent on the number of raw image pairs that were
used to generate the training data) showed that using a high number
of image pairs to train a CNN for the style transfer between two
labels is advisable (Fig. 5). The mean PSNR and 5S-SSIM index
significantly increased even after L2L training with a small number
of image pairs, but the results were dependent on the selected image
pairs. Although the evaluation would be more meaningful if each
cross validation had been conducted with unique image pairs
instead of image pairs but that were randomly selected from a finite
dataset, the results indicate that a network converges to the optimal
result of a particular dataset during training (Fig. 5). p
g
g (
g
)
Initially, it was unclear whether the difference in the training data
would increase hallucinations by a CNN after L2L training. For
instance, in the caveolae dataset, the sample differences between
input and output were quite significant (compare Fig. DISCUSSION Further, the sharpening of structure with L2L after
using an MS-SSIM loss function for the training – although
advantageous for images of tubulin (Fig. S4C) for which we know
that the true microtubule diameter is not resolved with confocal
microscopy – may be less desirable in images of other cell
structures. Journal of Cell Science Thus far, most deep learning-based image restoration methods
have relied on image pairs of the same label that were acquired under
different imaging conditions. Here, our N2N results suggest that 9 RESEARCH ARTICLE Journal of Cell Science (2022) 135, jcs258994. doi:10.1242/jcs.258994 labels were good indicators for assigning labels to ‘input’ and
‘benchmark’. Here, training a CNN with the reverse order or pairing
the labels in both directions resulted in either worse or comparable
prediction success. We found that metrics such as the PSNR and NRMSE are
inadequate to forecast which loss function yields the best
restorations by a CNN after L2L training, and this is exacerbated
by the unavailability of clean reference images of the respective
target structure. For instance, the calculated metrics for the L2L
results for all datasets barely deviated for different LMS-SSIM,
although, qualitatively, differences in the restorations were observed
(Table 1). Additionally, although the calculated SSIM indices
indicate scarcely any correlation between the input and benchmark,
with values around 0.05-0.15 for all L2L datasets, the correlation
was higher according to the 5S-SSIM indices (by a factor of ∼3). Therefore, a high-scale SSIM index might be more suitable for
detecting correlation in fluorescence images of cellular structure
than other metrics, likely because microscopy images are the
convolved signal of a sample volume rather than the strict two-
dimensional depiction of a sample at a specific section. This
observation fits with the MS-SSIM index theory (Wang et al.,
2003). We also trained a CycleGAN with unaligned label pairs of a
target structure (Fig. 3A,C; Fig. S7). Although the generated images
of a trained CycleGAN exhibited reduced unspecific cytosolic
signals, it was outperformed by a trained CNN. As the generator in
the CycleGAN is trained to fool a discriminator based on noisy
benchmarks, either little to no change to the input image was
observed (tubulin/caveolae) or artefacts were introduced (actin/
PXN) by the network to match the style of the reference image. Prior
denoising of the images via Gaussian filtering led to slightly better
results (Fig. S7). DISCUSSION S5A,C), and
inhomogeneous labelling of the microtubule structure by the anti-
tubulin antibody YOL1/34 (benchmark) was not visible in the
training input (DM1A) (compare Fig. S2D,F). Yet, we could not
observe that the CNN introduced artificial structure in the restored
images after L2L training that resembled either trend. Instead, our
results suggest that sample differences can be advantageous when
training with an LMS-SSIM to lower the occurrence of hallucination
effects observed after N2N training. However, an in-painting effect
was observed for L2L, primarily in restorations of AC-15 (actin;
Fig. 1C,D) and 5H11 (PXN; see Fig. 3C,D). Consequently, L2L can
be used to correct images for inhomogeneous binding of a stain or
antibody but restorations cannot be used to quantify the distribution
of a target protein in a cell. Instead, L2L could serve as an image pre-
processing step to extract the binary information about the location
of a structure in the cell (see examples in Fig. S8). Notably, the
systematic recovery of specific structure and the adaptability of L2L
to images of a multitude of targets potentially makes L2L superior
to classical image processing methods (as shown in Fig. S3 and
Table S1). In conclusion, we present a new deep learning-based image
restoration method for images of cellular structures that utilises the
varying performance of labels in immunofluorescence microscopy;
we call this method L2L. With L2L, we show that by training a CNN
for a style transfer between two non-identical labels of a shared
target, the network can be systematically trained to reduce
unspecific cytosolic background signals and enhance structural
contrast in immunofluorescence images. Like other methods, L2L
relies on the convention of the network to underestimate inherently
unpredictable signal. However, with L2L, not only image noise but
also label-induced fluorescence signals in the cell specimen can be
reduced in the images after selecting appropriate training data. The
ability to significantly lower unspecific binding, inhomogeneous
labelling of a structure or binding to cytosolic protein in
immunofluorescence images makes L2L, to our knowledge,
unique in comparison to other deep learning-based image
restoration methods that are currently used in cell biology. Journal of Cell Science Training data for L2L can be generated with one imaging setup
using two detectors simultaneously, which makes the images
independent of stage drift and sample dynamics, and is time
efficient. DISCUSSION However, contrary to N2N, L2L requires sample
preparation with two markers that exhibit systematic differences in
the respective images to allow training for a useful style transfer
between labels. Therefore, not all label pairs of a target structure are
suitable for generating the necessary training data. We found that the
calculated RMS and Michelson contrast values for images of two Confocal microscopy py
Image pairs of the immunofluorescence sample labelled for the actin
cytoskeleton, tubulin and PXN, as well as SYTOX Green and CD44, were
taken using a commercial confocal laser scanning microscope (Leica TCS
SP8, Leica Microsystems), using a HC PL Apo 63×/1.4 N.A. CS2 objective
with no digital zoom (for image sizes see Table 2). To acquire data for L2L
training, both markers in the individual sample were imaged simultaneously
using the two in-built photomultiplier detectors, each equipped with a
prism-based tunable spectral filter. Each field of view was imaged twice to
acquire the two noise realisations of the samples that were used for N2N
training of a CNN. The sample dual labelled for actin was excited with a
488 nm and 552 nm laser line, and the two spectral detectors were set to
detect light between 495-540 and 560-700 nm. The samples dual labelled
for tubulin and PXN were excited with a 488 nm and 638 nm laser line, and
the two spectral detectors were set to detect light between 495-620 nm and
645-750 nm. The immunofluorescence sample labelled for SYTOX Green
and CD44 was imaged by setting the spectral range of the detector to 560-
660 nm. Separate images of SYTOX and CD44 were acquired by exciting
the sample with a 488 and 552 nm laser line, respectively. A corresponding
superposed image of both markers was acquired by exciting the sample with
both lasers simultaneously. Generation and verification of knockdown paxillin MeT5A cells
Knockdown of MeT5A cells was achieved by a shRNA-mediated
knockdown using pKLO.1 vectors coding for shRNAs targeting paxillin
(TRC N0000123137) or control. HEK293T cells were used for virus
generation, and the virus was harvested, filtered and added to polybrene-
treated MeT5A cells. The retroviral transduction of MeT5A cells was
followed by puromycin selection. Stable knockdown cell lines were verified
by qPCR (mRNA abundance) and western blots (protein abundance). For
western blotting, cell lysates were prepared in reducing lysis buffer, boiled
for 10 min and separated on conventional homemade SDS gels, and
developed onto Medical Blue Sensitive X-Ray Film (Scientific Laboratory
Supplies). The PXN specific antibody Y113 was used (rabbit; ab32084,
Abcam). Ponceau staining of the PVDF membrane was carried out to
establish equal loading. For qPCR (RT-qPCR), mRNA was extracted from
cells using an RNeasy Plus Mini kit (Qiagen). cDNA was generated using a
High-Capacity cDNA Reverse Transcriptase kit (Applied Biosystems). Stimulated emission depletion microscopy Fixed MeT5A cells dual labelled for tubulin were further imaged with a
Leica SP8 TCS 3X STED microscope, using a Leica HC PL APO 100×/1.40
Oil STED WHITE objective (15506378, Leica). The sample was excited
with a supercontinuum white light laser at 488 nm and 633 nm for confocal
imaging, and at 633 nm for STED imaging. For confocal imaging, two
Leica photomultiplier tube detectors were set to detect light between 498-
600 nm and 643-743 nm. For STED imaging, a Leica HyD hybrid detector
was set to detect light between 643-743 nm. STED depletion was performed
using a Leica 775 nm depletion laser set to 50% with time gating from
0.3-8 ns. Pairs of confocal and STED images were acquired with a 15 nm
pixel size. Sequential STED image pairs of the cell specimen labelled for
caveolae were acquired by first exciting the sample at 646 nm and detecting
light between 656-750 nm, then exciting at 591 nm and using a spectral
range of 601-650 nm for the detection. The depletion laser power was
set to 100% with time gating from 0.3-8 ns, and the pixel size was set to
10 nm. Sample preparation for immunofluorescence microscopy
If not stated otherwise, cells were plated onto #1.5 coverslips a day prior to
fixation, then fixed with 4% paraformaldehyde for 15 min at 37°C, followed
by a permeabilisation step with 2.5% FBS and 0.3% Triton X-100 in PBS
for 30 min at room temperature (Rausch and Hansen, 2019). HeLa cells that
were labelled for actin were fixed 6 h after plating. The following antibodies
or stains were used to generate cell specimens dual labelled for the same
target structure: monoclonal anti-β-actin antibody AC-15 conjugated to
Alexa Fluor 488 (1:250; mouse; ab6277, Abcam) and the phalloidin-
Atto 565 stain (1:100; 94072, Sigma-Aldrich) to visualise the actin
cytoskeleton in MeT5As; monoclonal antibodies YOL1/34 conjugated to
Alexa Fluor 488 (1:500; rat; ab195883, Abcam) and DM1A (1:250; mouse;
T6199, Sigma-Aldrich) for α-tubulin labelling in MeT5As; monoclonal
antibodies
4H312
(CAV1)
(1:200;
mouse;
sc-70516,
Santa
Cruz
Biotechnology) and D1P6W (CAVIN-1) (1:200; rabbit; 69036, Cell
Signaling
Technology)
for
labelling
caveolae
in
MeT5As;
and
monoclonal antibodies Y113 (1:250; rabbit; ab32084, Abcam) and 5H11
(1:500; mouse; MA5-13356, Life Technologies) for PXN labelling in
MeT5A, U2OS and HeLa cells. Stimulated emission depletion microscopy Further, fixed MeT5A cells were labelled
with a nuclear SYTOX Green marker (S7020, Life Technologies) and a
monoclonal anti-CD44 antibody (1:100; rat; MA4400, Life Technologies). The following secondary antibodies were used: anti-rabbit IgG Alexa Fluor
488 (1:200; donkey; A-21206, Life Technologies) to conjugate Y113; anti-
rat IgG Alexa Fluor 555 (1:100; goat; A-21434, Life Technologies) to
conjugate the antibody against CD44; anti-mouse IgG Alexa Fluor 594
(1:200; goat; A32742, Life Technologies) to conjugate 4H312; anti-mouse
IgG Alexa Fluor 633 (1:200; goat; A-11001, Life Technologies) to
conjugate DM1A and 5H11; and anti-rabbit IgG Atto 647N (1:200; goat;
40839, Sigma-Aldrich) to conjugate D1P6W. All immunofluorescence
samples were mounted in ProLong Glass Antifade Mountant (Life
Technologies) onto microscope slides. Cell culture For imaging, the human mesothelial cell line MeT5A (ATCC CRL-9444), the
adenocarcinoma cervical cancer cell line HeLa and the human osteosarcoma
cell line U2OS were used. HeLa cells were a gift from Margaret Cunningham
and U2OS cells were a gift from Kathryn McIntosh (both Strathclyde Institute 10 RESEARCH ARTICLE Journal of Cell Science (2022) 135, jcs258994. doi:10.1242/jcs.258994 of Pharmacy and Biomedical Sciences, Glasgow, UK). MeT5A cells were
cultured in RPMI-1640 medium (Corning), supplemented with 10% (v/v)
fetal bovine serum (FBS) (Labtech), 100 μg/ml penicillin-streptomycin
(Gibco), 1 mM sodium pyruvate (Gibco), 2 mM L-glutamine (Gibco)
and 2 mM HEPES buffer solution (Gibco). HeLa and U2OS cells were
cultured in Dulbecco’s modified Eagle medium (DMEM) plus GlutaMAX
medium (Gibco) supplemented with 10% (v/v) FBS and 100 μg/ml
penicillin-streptomycin. Human embryonic kidney cells HEK293T were
grown in DMEM supplemented with 100 μg/ml penicillin-streptomycin and
2 mM L-glutamine. All cells were kept at 37°C/5% CO2 in a humidified
atmosphere. of Pharmacy and Biomedical Sciences, Glasgow, UK). MeT5A cells were
cultured in RPMI-1640 medium (Corning), supplemented with 10% (v/v)
fetal bovine serum (FBS) (Labtech), 100 μg/ml penicillin-streptomycin
(Gibco), 1 mM sodium pyruvate (Gibco), 2 mM L-glutamine (Gibco)
and 2 mM HEPES buffer solution (Gibco). HeLa and U2OS cells were
cultured in Dulbecco’s modified Eagle medium (DMEM) plus GlutaMAX
medium (Gibco) supplemented with 10% (v/v) FBS and 100 μg/ml
penicillin-streptomycin. Human embryonic kidney cells HEK293T were
grown in DMEM supplemented with 100 μg/ml penicillin-streptomycin and
2 mM L-glutamine. All cells were kept at 37°C/5% CO2 in a humidified
atmosphere. Confocal microscopy qPCR was performed on 1 ng of cDNA using Brilliant III Ultra-Fast SYBR
Green QPCR Master Mix (Agilent Technologies) and an Applied
Biosystems QuantStudio 5 Real-Time PCR System. Expression of
paxillin
was
analysed
and
normalized
to
hypoxanthine-guanine
phosphoribosyltransferase (HPRT1) levels. qPCR data originate from five
independent biological replicates, plotted in Prism (GraphPad) and analysed
using Mann–Whitney. Image drift correction Fluorescence images that were taken sequentially were corrected for
stage drift by estimating the extent of the displacement between the
images. A total of 100 image pairs of size 60×60 pixels were generated for
each image in a temporal image stack, after applying a Gaussian filter
(sigma=2) and using the first detected image as benchmark. For that, the
create_patches function from the CSBDeep framework was used, which
cuts random image patch pairs in non-background areas of the image. For
each created image patch, the SSIM index (filter size=11, sigma=1.5) was
calculated by shuffling the uncorrected image patch relative to the
benchmark patch by 5 pixels in all directions, effectively cutting both into
50×50-pixel patches. The shuffling vector that, on average, yielded the
highest structural similarity between both images was selected as optimal
position for the sequential image, and the images were cropped
accordingly. Journal of Cell Science Author contributions Author contributions
Conceptualization: L.S.K., C.G.H., G.M.; Methodology: L.S.K., O.S., C.G.H., G.M.;
Software: L.S.K.; Validation: L.S.K., O.S.; Formal analysis: L.S.K., O.S.;
Investigation: L.S.K., O.S., J.V.; Resources: C.G.H., G.M.; Data curation: L.S.K.,
O.S., J.V.; Writing - original draft: L.S.K., C.G.H., G.M.; Writing - review & editing:
L.S.K., O.S., J.V., C.G.H., G.M.; Visualization: L.S.K., O.S.; Supervision: C.G.H.,
G.M.; Project administration: L.S.K., C.G.H., G.M.; Funding acquisition: C.G.H.,
G.M. Data augmentation and pre-processing Images were augmented to create more training data. To achieve this, the
images were interpolated, using the zooming factors 0.5, 0.75, 1.25 and 1.5
(0.8, 0.9, 1.1 and 1.2 for the caveolae dataset), and then randomly rotated by
0°, 90°, 180° or 270°. STED images for the caveolae dataset were pre-
processed by adding Poisson noise to broaden the image histogram that, due
to being acquired with hybrid detectors, was nearly binary in the raw
images, resulting in poor results for the network training. Prior to the
training patch generation in the CSBDeep framework, a percentile
normalisation was conducted (Table 2). 11 RESEARCH ARTICLE RESEARCH ARTICLE Journal of Cell Science (2022) 135, jcs258994. doi:10.1242/jcs.258994 References Bates, M., Huang, B., Dempsey, G. T. and Zhuang, X. (2007). Multicolor super-
resolution imaging with photo-switchable fluorescent probes. Science 317,
1749-1753. doi:10.1126/science.1146598 Data availability
D t
d
i
i Data underpinning this publication are openly available from the University of
Strathclyde KnowledgeBase at: https://doi.org/10.15129/ee2ff5ad-5bbd-459d-
953b-7d45b057fc05. Training the CNN To generate distance maps or binarised images (Fig. S8), the following
pre-processing steps were undertaken using above mentioned functions: for
images of actin, a rolling-ball background subtraction (radius=10), a top-hat
filter (filter size=7) and CLAHE (tile size 11) were applied; for images of
tubulin, a rolling-ball background subtraction (radius=10) and a top-hat
filter (filter size=11) were applied; for images of caveolae, a Gaussian filter
(sigma=0.75) and a rolling-ball background subtraction (radius=5) were
applied; and for images of PXN, a rolling-ball background subtraction
(radius=5) was applied. Lastly, objects below a size of 20 pixels (caveolae)/
50 pixels (all else) were removed. Binary images were generated using the
75th/60th/93th/90th percentile as threshold for images of actin/tubulin/
caveolae/PXN. Distance maps were generated using scipy (Virtanen et al.,
2020). For N2N and L2L training, the CSBDeep framework was used, which is a
CNN with U-Net architecture (Ronneberger et al., 2015) that was developed
for CARE in fluorescence microscopy (Weigert et al., 2018). The CSBDeep
framework (version 0.6.0) was downloaded from GitHub and used with its
default settings unless stated otherwise (https://github.com/CSBDeep/
CSBDeep). In the CSBDeep framework, training patches were generated randomly
from the raw images after pre-processing (see previous section). Half of the
training patches were generated from the raw images, and the other half from
augmented images. Validation data were generated via a 90/10 train/test
split, and the training and validation loss were monitored to rule out
overfitting. A least absolute deviation loss function (L1) and different multiscale
SSIM loss functions were used for the training [LSSIM (M=1), L3S-SSIM
(M=3), L5S-SSIM (M=5)]. For an L3S-SSIM, the weights were set to 0.2096,
0.4659 and 0.3245, and for a L5S-SSIM, the size for the Gaussian filter was
set to 7, which is the maximum possible filter size for the selected patch
size; otherwise the suggested settings by Wang et al. (2003) were used. Training the CycleGAN The implementation of a CycleGAN in Pytorch was downloaded from
GitHub and, if not stated otherwise, trained with the default parameters
(https://github.com/junyanz/pytorch-CycleGAN-and-pix2pix) (Zhu et al.,
2017). The CycleGAN was trained with unaligned images of the
actin, tubulin, caveolae and PXN datasets that were pre-processed as
outlined in the previous sections (see also Table 2), using a least squares
GAN with a ResNet-9 generator architecture and a 70×70 PatchGAN
discriminator architecture. Training was conducted with a batch size of 4, an
epoch number of 4/10 (3/9 with linear decay of the learning rate) for the
PXN/other dataset(s) and a scaling factor of 0.0005 for the network
initialization. Funding To further evaluate L2L, repeated eightfold or tenfold cross validations
were conducted on the datasets using the settings outlined in Table 3. The
selection of the raw image pairs from the total dataset for each cross
validation and the fold allocation were conducted randomly in Python. The
image pairs for each training were generated as described above, including
the pre-processing, and disabling the train/test split in the CSBDeep
Framework. The relative change of the NRMSE and 5S-SSIM indices were
calculated between input/benchmark and prediction/benchmark for the test
images of each fold, deriving an average for each cross validation (Fig. 5). L.S.K. was supported by the Engineering and Physical Sciences Research Council
and the Medical Research Council (MRC) for Doctoral Training in Optical Medical
Imaging (EP/L016559/1), and J.V. was supported by the Wellcome Trust (208345/Z/
17/Z). STED imaging was performed at the Edinburgh Super-Resolution Imaging
Consortium, which is supported by the MRC and the Wellcome Trust. Work ongoing
in the Gram Hansen lab is supported by a University of Edinburgh Chancellor’s
Fellowship, Worldwide Cancer Research (19-0238) and the June Hancock
Mesothelioma Research Fund. G.M. was supported by the Biotechnology and
Biological Sciences Research Council (BB/P02565X/1 and BB/T011602/1) and the
MRC (MR/K015583/1). Open Access funding was provided by University of
Edinburgh. Deposited in PMC for immediate release. Peer review history
Th
i
hi t The peer review history is available online at https://journals.biologists.com/jcs/
article-lookup/doi/10.1242/jcs.258994 Competing interests Competing interests
The authors declare no competing or financial interests. The authors declare no competing or financial interests. The authors declare no competing or financial interests. The settings that were applied for the L2L training are shown in Table 2. The same settings were used to train the network for N2N, but the training
data were generated from two sequential images of the respective antibody. To train the CNN as a separator of two cellular markers (the SYTOX Green
stain and a CD44 antibody) in superposed immunofluorescence images, the
CSBDeep Framework was trained with two channel images, where the input
consisted of the superposed image in both channels, and the separately
acquired images of SYTOX and CD44 as the output channels (see Table 2,
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16,
1215-1225. doi:10.1038/s41592-019-0458-z Image processing and analysis was conducted in Python using the following
functions/libraries in default, if not stated otherwise. To compare L2L with
classical image processing methods (Fig. S3, Table S1), the following steps
were undertaken for images of actin/tubulin/caveolae/PXN: Gaussian filters
were applied with a sigma of 2/2/3/2 using ndimage.gaussian_filter in scipy
(Virtanen
et
al.,
2020);
for
rolling-ball
background
subtraction,
subtract_background_rolling_ball
from
https://github.com/mbalatsko/
opencv-rolling-ball was used with a radius of 20/10/5/5; top-hat filters
were applied with a filter size of 11/25/13/17; and contrast limited adaptive
histogram equalization (CLAHE) was conducted with a grid size of 11/7/7/
7, using getStructuringElement(cv2.MORPH_RECT) or createCLAHE,
respectively, from OpenCV (Bradski, 2000). Bradski, G. (2000). The OpenCV library. Dr. Dobb’s J. Software Tools 120, 122-125. Caicedo, J. C., Roth, J., Goodman, A., Becker, T., Karhohs, K. W., Broisin, M.,
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labeling: predicting fluorescent labels in unlabeled images. Cell 173, 792-803. doi:10.1016/j.cell.2018.03.040 Dugina, V., Zwaenepoel, I., Gabbiani, G., Cleì Ment, S. and Chaponnier, C. (2009). Beta and gamma-cytoplasmic actins display distinct distribution and
functional diversity. J. Cell Sci. 122, 2980-2988. doi:10.1242/jcs.041970
̈ The FWHM was derived from 20 randomly selected line profiles across
single microtubules in images of tubulin, by averaging the line profile across
20 pixels and determining the Gaussian fit with scipy (Virtanen et al., 2020)
(Fig. S4C). Falk, T., Mai, D., Bensch, R., Çiçek, Ö ., Abdulkadir, A., Marrakchi, Y., Bö hm, A.,
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s41592-018-0261-2 12 RESEARCH ARTICLE Journal of Cell Science (2022) 135, jcs258994. doi:10.1242/jcs.258994 Rausch, V. and Hansen, C. G. (2020). The hippo pathway, YAP/TAZ, and the
plasma membrane. Trends Cell Biol. 30, 32-48. doi:10.1016/j.tcb.2019.10.005 Rausch, V. and Hansen, C. G. (2020). The hippo pathway, YAP/TAZ, and the
plasma membrane. Trends Cell Biol. 30, 32-48. doi:10.1016/j.tcb.2019.10.005 Goodfellow, I. Image processing and analysis A 7, 2032-2040. doi:10.1364/JOSAA.7.002032 Zhao, H., Gallo, O., Frosio, I. and Kautz, J. (2016). Loss functions for image
restoration with neural networks. IEEE Trans. Comput. Imaging 3, 47-57. doi:10. 1109/TCI.2016.2644865 Pellegrini, F. and Budman, D. R. (2005). Review: tubulin function, action of
antitubulin drugs, and new drug development. Cancer Investig. 23, 264-273. doi:10.1081/CNV-200055970 Zhu, J. Y., Park, T., Isola, P. and Efros, A. A. (2017). Unpaired image-to-image
translation using cycle-consistent adversarial networks. In Proceedings of the
IEEE International Conference on Computer Vision. Institute of Electrical and
Electronics Engineers Inc., pp. 2242-2251. Rausch, V. and Hansen, C. G. (2019). Immunofluorescence study of endogenous
YAP in mammalian cells. Methods Mol. Biol. 1893, 97-106. doi:10.1007/978-1-
4939-8910-2_8 Journal of Cell Science Journal of Cell Science 13 J. Cell Sci.: doi:10.1242/jcs.258994: Supplementary information Fig. S1. RMS and SSIM maps between the input and predicted images after L2L training. (A) Two representative inputs for L2L training, corresponding 20-frame average images and
L2L results for four different cellular structures (top-to-bottom): AC-15 (actin), DM1A (α-
tubulin), D1P6W (CAVIN-1, an essential caveolae component), and 5H11 (PXN, an essential
focal adhesion component). The CNN was trained with a L1 (PXN)/L3S-SSIM (all else) loss
function. RMS and SSIM maps between (B) the input and predicted images, and (C) the 20-
frame average images and the predicted images. The LUT of the SSIM maps is selected such
that 'blue', 'white' and 'red' indicate a negative, no and a positive correlation between the
images, respectively. The trained network reduces cytosolic background signals in the
images (RMS maps) and sharpens the cellular structure (SSIM maps). The shown image pairs
were excluded from the trainings (scale bar (top-to-bottom) = 1/1/0.2/1 µm). Journal of Cell Science • Supplementary in Fig. S1. RMS and SSIM maps between the input and predicted images after L2L training. (A) Two representative inputs for L2L training, corresponding 20-frame average images and
L2L results for four different cellular structures (top-to-bottom): AC-15 (actin), DM1A (α-
tubulin), D1P6W (CAVIN-1, an essential caveolae component), and 5H11 (PXN, an essential
focal adhesion component). The CNN was trained with a L1 (PXN)/L3S-SSIM (all else) loss
function. RMS and SSIM maps between (B) the input and predicted images, and (C) the 20-
frame average images and the predicted images. The LUT of the SSIM maps is selected such
that 'blue', 'white' and 'red' indicate a negative, no and a positive correlation between the
images, respectively. Image processing and analysis The trained network reduces cytosolic background signals in the
images (RMS maps) and sharpens the cellular structure (SSIM maps). The shown image pairs
were excluded from the trainings (scale bar (top-to-bottom) = 1/1/0.2/1 µm). J. Cell Sci.: doi:10.1242/jcs.258994: Supplementary information Fig. S2. Loss function-dependent label2label and noise2noise results for confocal
images of the actin cytoskeleton and the microtubule network. (Left) Training inputs and corresponding 20-frame average images of (A) HeLa cells labell
with AC-15 (actin) and (D) MeT5A cells labelled with DM1A (tubulin). (B,E) Corresponding
restorations by a CNN after L2L and N2N training with different loss functions. (B) Example
of hallucination effects are highlighted in green boxes. (Right) The benchmarks for L2L
training and 20-frame average images for the (C) actin (phalloidin) or (F) tubulin
(YOL1/34) dataset respectively The shown image pairs were excluded from the trainings Fig. S2. Loss function-dependent label2label and noise2noise results for confocal
images of the actin cytoskeleton and the microtubule network. (Left) Training inputs and corresponding 20-frame average images of (A) HeLa cells labe
with AC-15 (actin) and (D) MeT5A cells labelled with DM1A (tubulin). (B,E) Corresponding
restorations by a CNN after L2L and N2N training with different loss functions. (B) Example
of hallucination effects are highlighted in green boxes. (Right) The benchmarks for L2L
training and 20-frame average images for the (C) actin (phalloidin) or (F) tubulin
(YOL1/34) dataset, respectively. The shown image pairs were excluded from the trainings,
and contrast adjusted to the 2nd and 99.8th percentile (image dimensions: 4.5 µm x 4.5 µ Journal of Cell Science • Suppleme Fig. S2. Loss function-dependent label2label and noise2noise results for confocal
images of the actin cytoskeleton and the microtubule network. (Left) Training inputs and corresponding 20-frame average images of (A) HeLa cells labelled
with AC-15 (actin) and (D) MeT5A cells labelled with DM1A (tubulin). (B,E) Corresponding
restorations by a CNN after L2L and N2N training with different loss functions. (B) Examples
of hallucination effects are highlighted in green boxes. (Right) The benchmarks for L2L
training and 20-frame average images for the (C) actin (phalloidin) or (F) tubulin
(YOL1/34) dataset, respectively. The shown image pairs were excluded from the trainings,
and contrast adjusted to the 2nd and 99.8th percentile (image dimensions: 4.5 µm x 4.5 µm). Fig. S2. Loss function-dependent label2label and noise2noise results for confocal
images of the actin cytoskeleton and the microtubule network. images of the actin cytoskeleton and the microtubule network. Image processing and analysis (Left) Training inputs and corresponding 20-frame average images of (A) HeLa cells labelled
with AC-15 (actin) and (D) MeT5A cells labelled with DM1A (tubulin). (B,E) Corresponding
restorations by a CNN after L2L and N2N training with different loss functions. (B) Examples
of hallucination effects are highlighted in green boxes. (Right) The benchmarks for L2L
training and 20-frame average images for the (C) actin (phalloidin) or (F) tubulin
(YOL1/34) dataset, respectively. The shown image pairs were excluded from the trainings,
and contrast adjusted to the 2nd and 99.8th percentile (image dimensions: 4.5 µm x 4.5 µm). J. Cell Sci.: doi:10.1242/jcs.258994: Supplementary information Fig. S3. Classical methods to enhance image contrast versus label2label. (A) Two representative inputs for L2L training for four different cellular structures (top-to-
bottom): AC-15 (actin), DM1A (α-tubulin), D1P6W (CAVIN-1, an essential caveolae
component), and 5H11 (PXN, an essential focal adhesion component). (B) Images after
applying a Gaussian filter, after applying a Gaussian filter and rolling-ball background
subtraction, a Gaussian filter and top-hat filter, a Gaussian filter and contrast limited
adaptive histogram equalization (CLAHE), and the predicted images of a CNN after L2L Fig. S3. Classical methods to enhance image contrast versus label2label. (A) Two representative inputs for L2L training for four different cellular structures (top-to-
bottom): AC-15 (actin), DM1A (α-tubulin), D1P6W (CAVIN-1, an essential caveolae
component), and 5H11 (PXN, an essential focal adhesion component). (B) Images after
applying a Gaussian filter, after applying a Gaussian filter and rolling-ball background
subtraction, a Gaussian filter and top-hat filter, a Gaussian filter and contrast limited
adaptive histogram equalization (CLAHE), and the predicted images of a CNN after L2L
training with a L1 (PXN)/L3S-SSIM (all else) loss function. (C) Corresponding 20-frame
average images. The shown images were excluded from the network trainings (scale bar
(top-to-bottom) = 1/1/0.2/1 µm). For a quantitative evaluation see Table S1. Journal of Cell Science • Supplementary information Fig. S3. Classical methods to enhance image contrast versus label2label. (A) Two representative inputs for L2L training for four different cellular structures (top-to-
bottom): AC-15 (actin), DM1A (α-tubulin), D1P6W (CAVIN-1, an essential caveolae
component), and 5H11 (PXN, an essential focal adhesion component). Image processing and analysis Image resolution decreases after using (grey) classical image
processing methods, while DL-based methods decrease the average extracted width of
single microtubules increasingly, using a MS-SSIM loss function with decreasing scale (M). Here, (pink) L2L outperforms (green) N2N. The extracted FWHMs in predictions of DM1A
after L2L training with a LSSIM are closest to FWHMs obtained with STED microscopy (see
also (blue) the mean FWHMs in nm for each category). (A) Confocal image of DM1A (tubulin), the prediction by a CNN after training with confocal
images of DM1A/YOL1/34 as input/benchmark (see Fig. S2) using a L3S-SSIM loss function,
and the corresponding STED image (scale bar = 1 μm). (B) Region of interest of the L2L result
and STED image in (A). Close structures that are not resolved with confocal microscopy
collapse into one microtubule in the prediction of a network. Journal of Cell Science • Supplementary information (C) Extracted full width at half maxima (FWHMs) for 20 line profiles across single
microtubules in (from-left-to-right) confocal images of DM1A which are used as training
input for L2L/N2N training, images of DM1A after applying classical image processing
methods (see Fig. S3), restored images of DM1A by a CNN after N2N and L2L training with
different loss functions, STED images of DM1A, and confocal images of YOL1/34 which were
used as benchmark for L2L. Image resolution decreases after using (grey) classical image
processing methods, while DL-based methods decrease the average extracted width of
single microtubules increasingly, using a MS-SSIM loss function with decreasing scale (M). Here, (pink) L2L outperforms (green) N2N. The extracted FWHMs in predictions of DM1A
after L2L training with a LSSIM are closest to FWHMs obtained with STED microscopy (see
also (blue) the mean FWHMs in nm for each category). (C) Extracted full width at half maxima (FWHMs) for 20 line profiles across single
microtubules in (from-left-to-right) confocal images of DM1A which are used as training
input for L2L/N2N training, images of DM1A after applying classical image processing
methods (see Fig. S3), restored images of DM1A by a CNN after N2N and L2L training with
different loss functions, STED images of DM1A, and confocal images of YOL1/34 which were
used as benchmark for L2L. Image resolution decreases after using (grey) classical image
processing methods, while DL-based methods decrease the average extracted width of
single microtubules increasingly, using a MS-SSIM loss function with decreasing scale (M). Here, (pink) L2L outperforms (green) N2N. Image processing and analysis (B) Images after
applying a Gaussian filter, after applying a Gaussian filter and rolling-ball background
subtraction, a Gaussian filter and top-hat filter, a Gaussian filter and contrast limited
adaptive histogram equalization (CLAHE), and the predicted images of a CNN after L2L
training with a L1 (PXN)/L3S-SSIM (all else) loss function. (C) Corresponding 20-frame
average images. The shown images were excluded from the network trainings (scale bar
(top-to-bottom) = 1/1/0.2/1 µm). For a quantitative evaluation see Table S1. (A) Two representative inputs for L2L training for four different cellular structures (top-to-
bottom): AC-15 (actin), DM1A (α-tubulin), D1P6W (CAVIN-1, an essential caveolae
component), and 5H11 (PXN, an essential focal adhesion component). (B) Images after
applying a Gaussian filter, after applying a Gaussian filter and rolling-ball background
subtraction, a Gaussian filter and top-hat filter, a Gaussian filter and contrast limited
adaptive histogram equalization (CLAHE), and the predicted images of a CNN after L2L
training with a L1 (PXN)/L3S-SSIM (all else) loss function. (C) Corresponding 20-frame
average images. The shown images were excluded from the network trainings (scale bar
(top-to-bottom) = 1/1/0.2/1 µm). For a quantitative evaluation see Table S1. J. Cell Sci.: doi:10.1242/jcs.258994: Supplementary information Fig. S4. Measured resolution in images of tubulin dependent on the image processing
method. Fig. S4. Measured resolution in images of tubulin dependent on the image processing
h d Fig. S4. Measured resolution in images of tubulin dependent on the image processing
method. method. (A) Confocal image of DM1A (tubulin), the prediction by a CNN after training with confocal
images of DM1A/YOL1/34 as input/benchmark (see Fig. S2) using a L3S-SSIM loss function,
and the corresponding STED image (scale bar = 1 μm). (B) Region of interest of the L2L result
and STED image in (A). Close structures that are not resolved with confocal microscopy
collapse into one microtubule in the prediction of a network. (C) Extracted full width at half maxima (FWHMs) for 20 line profiles across single
microtubules in (from-left-to-right) confocal images of DM1A which are used as training
input for L2L/N2N training, images of DM1A after applying classical image processing
methods (see Fig. S3), restored images of DM1A by a CNN after N2N and L2L training with
different loss functions, STED images of DM1A, and confocal images of YOL1/34 which were
used as benchmark for L2L. Image processing and analysis The extracted FWHMs in predictions of DM1A
after L2L training with a LSSIM are closest to FWHMs obtained with STED microscopy (see
also (blue) the mean FWHMs in nm for each category). Journal of Cell Science • Supplementary in J. Cell Sci.: doi:10.1242/jcs.258994: Supplementary information Fig. S5. Loss function-dependent label2label and noise2noise results for STED images of
caveolae and confocal images of PXN. (Left) Training inputs and corresponding 20-frame average images of (A) MeT5A cells
labelled with D1P6W (CAVIN-1, an essential caveolae component) and (D) MeT5A cells
labelled with 5H11 (PXN, an essential focal adhesion component). (B,E) Corresponding
restorations by a CNN after L2L and N2N training with different loss functions. (Right) The
benchmarks for L2L training and 20-frame average images for the (C) caveolae (4H312) or (F)
PXN (Y113) dataset, respectively. The shown image pairs were excluded from the trainings. Each image is contrast adjusted to (A,C) their 2nd and 100th percentile, or (D,F) contrast Fig. S5. Loss function-dependent label2label and noise2noise results for STED images of
caveolae and confocal images of PXN. Fig. S5. Loss function-dependent label2label and noise2noise results for STED images of
caveolae and confocal images of PXN. (Left) Training inputs and corresponding 20-frame average images of (A) MeT5A cells
labelled with D1P6W (CAVIN-1, an essential caveolae component) and (D) MeT5A cells
labelled with 5H11 (PXN, an essential focal adhesion component). (B,E) Corresponding
restorations by a CNN after L2L and N2N training with different loss functions. (Right) The
benchmarks for L2L training and 20-frame average images for the (C) caveolae (4H312) or (F)
PXN (Y113) dataset, respectively. The shown image pairs were excluded from the trainings. Each image is contrast adjusted to (A,C) their 2nd and 100th percentile, or (D,F) contrast
adjusted to the 2nd and 99.8th percentile of the respective input image (image dimensions: 1
1
(
l
)/ 9 1
9 1
(PXN)) (Left) Training inputs and corresponding 20-frame average images of (A) MeT5A cells
labelled with D1P6W (CAVIN-1, an essential caveolae component) and (D) MeT5A cells
labelled with 5H11 (PXN, an essential focal adhesion component). (B,E) Corresponding
restorations by a CNN after L2L and N2N training with different loss functions. (Right) The
benchmarks for L2L training and 20-frame average images for the (C) caveolae (4H312) or (F)
PXN (Y113) dataset, respectively. The shown image pairs were excluded from the trainings. Image processing and analysis (Left) Training inputs and corresponding 20-frame average images of (A) MeT5A cells
labelled with D1P6W (CAVIN-1, an essential caveolae component) and (D) MeT5A cells
labelled with 5H11 (PXN, an essential focal adhesion component). (B,E) Corresponding
restorations by a CNN after L2L and N2N training with different loss functions. (Right) The
benchmarks for L2L training and 20-frame average images for the (C) caveolae (4H312) or (F)
PXN (Y113) dataset, respectively. The shown image pairs were excluded from the trainings. Each image is contrast adjusted to (A,C) their 2nd and 100th percentile, or (D,F) contrast
adjusted to the 2nd and 99.8th percentile of the respective input image (image dimensions: 1
µm x 1 µm (caveolae)/ 9 1 µm x 9 1 µm (PXN)) Each image is contrast adjusted to (A,C) their 2nd and 100th percentile, or (D,F) contrast
adjusted to the 2nd and 99.8th percentile of the respective input image (image dimensions: 1
µm x 1 µm (caveolae)/ 9.1 µm x 9.1 µm (PXN)). J. Cell Sci.: doi:10.1242/jcs.258994: Supplementary information Fig. S6. PAXILLIN (PXN) knockdown in MeT5A cells. PXN is a focal adhesion molecule. (A) Results of a RT-qPCR analysis, including the standard
error of the mean: the relative expression of the PXN knockdown cells is 26.14±0.04%. (B)
Western analysis of cell lysates of MeT5A cells visualising the PXN protein knockdown, with
Ponceau stain ensuring equal loading. The monoclonal anti-PXN antibody Y113 was used. The PXN expression is reduced by around a half in the knockdown cells compared to the
control. (C) Immunofluorescence images of MeT5A cells that were dual-labelled with the
anti-PXN antibodies (left) 5H11 and (right) Y113 after (top) mock-infection and (bottom)
shRNA mediated PXN-knockdown. The low signal of cytosolic protein in the knockdown cells
for both antibodies indicate that the difference in cytosolic signal between the two, as
observed in the control cells, originates from clone-dependent antibody binding to cytosolic
PXN rather than unspecific binding (scale bar = 20 µm). Fig. S6. PAXILLIN (PXN) knockdown in MeT5A cells. PXN is a focal adhesion molecule. (A) Results of a RT-qPCR analysis, including the standard
error of the mean: the relative expression of the PXN knockdown cells is 26.14±0.04%. (B Fig. S6. PAXILLIN (PXN) knockdown in MeT5A cells. Fig. S6. PAXILLIN (PXN) knockdown in MeT5A cells. PXN is a focal adhesion molecule. Image processing and analysis (A) Results of a RT-qPCR analysis, including the standard
error of the mean: the relative expression of the PXN knockdown cells is 26.14±0.04%. (B)
Western analysis of cell lysates of MeT5A cells visualising the PXN protein knockdown, with
Ponceau stain ensuring equal loading. The monoclonal anti-PXN antibody Y113 was used. The PXN expression is reduced by around a half in the knockdown cells compared to the
control. (C) Immunofluorescence images of MeT5A cells that were dual-labelled with the
anti-PXN antibodies (left) 5H11 and (right) Y113 after (top) mock-infection and (bottom)
shRNA mediated PXN-knockdown. The low signal of cytosolic protein in the knockdown cells
for both antibodies indicate that the difference in cytosolic signal between the two, as
observed in the control cells, originates from clone-dependent antibody binding to cytosolic
PXN rather than unspecific binding (scale bar = 20 µm). Journal of Cell Science • Supplementary information J. Cell Sci.: doi:10.1242/jcs.258994: Supplementary information ig. S7. Predictions by a CycleGAN and CNN after label2label training. A) Two representative inputs for L2L training and corresponding 20-frame average images of fo
ifferent cellular structures (top-to-bottom): AC-15 (actin), DM1A (α-tubulin), D1P6W (CAVIN-1, a
ssential caveolae component), and 5H11 (PXN, an essential focal adhesion component). (
redicted images after training (left-to-right) a CycleGAN with unaligned image pairs without/wi
pplying a Gaussian filter (σ=2) to the image patches prior to the network training, and predictio
y a CNN after using a L1 (PXN)/L3S-SSIM (all else) for the training. (C) Corresponding benchmar
or L2L (top-to-bottom): phalloidin (actin), YOL1/34 (α-tubulin), 4H312 (CAVEOLIN-1, an essenti
aveolae component), and Y113 (PXN). The CNN outperforms the CycleGAN in restoring images wi
nhanced contrast of the target structure (scale bar (top to bottom)
1/1/0 2/1 µm) Fig. S7. Predictions by a CycleGAN and CNN after label2label training. (A) Two representative inputs for L2L training and corresponding 20-frame average images of four
different cellular structures (top-to-bottom): AC-15 (actin), DM1A (α-tubulin), D1P6W (CAVIN-1, an
essential caveolae component), and 5H11 (PXN, an essential focal adhesion component). (B)
Predicted images after training (left-to-right) a CycleGAN with unaligned image pairs without/with
applying a Gaussian filter (σ=2) to the image patches prior to the network training, and predictions
by a CNN after using a L1 (PXN)/L3S-SSIM (all else) for the training. (C) Corresponding benchmarks
for L2L (top-to-bottom): phalloidin (actin), YOL1/34 (α-tubulin), 4H312 (CAVEOLIN-1, an essential
caveolae component), and Y113 (PXN). Image processing and analysis The CNN outperforms the CycleGAN in restoring images with
enhanced contrast of the target structure (scale bar (top-to-bottom) = 1/1/0.2/1 µm). (A) Two representative inputs for L2L training and corresponding 20-frame average images of four
different cellular structures (top-to-bottom): AC-15 (actin), DM1A (α-tubulin), D1P6W (CAVIN-1, an
essential caveolae component), and 5H11 (PXN, an essential focal adhesion component). (B)
Predicted images after training (left-to-right) a CycleGAN with unaligned image pairs without/with
applying a Gaussian filter (σ=2) to the image patches prior to the network training, and predictions
by a CNN after using a L1 (PXN)/L3S-SSIM (all else) for the training. (C) Corresponding benchmarks
for L2L (top-to-bottom): phalloidin (actin), YOL1/34 (α-tubulin), 4H312 (CAVEOLIN-1, an essential
caveolae component), and Y113 (PXN). The CNN outperforms the CycleGAN in restoring images with
enhanced contrast of the target structure (scale bar (top-to-bottom) = 1/1/0.2/1 µm). J. Cell Sci.: doi:10.1242/jcs.258994: Supplementary information Fig. S8. Distance maps or binarisation of images dependent on pre-processing. Top-to-bottom) Images of dual-labelled (A,B) HeLa cells targeting the actin cytoskeleto
and MeT5A cells targeting the (C,D) microtubule network, (E,F) caveolae and (G,H) focal
adhesions (PXN), respectively. For N2N, a CNN was trained with two noise realisations of th
respective label. For L2L, images of (A,B) AC-15/Phalloidin, (C,D) DM1A/YOL1/34, (E,F)
D1P6W/4H312, (G,H) 5H11/Y113 are used as input/benchmark for the training. For the
network trainings, a L1 (PXN)/L3S-SSIM (all else) loss function was used. (A-D) Distance ma
E-H) binarised images are shown for the respective pre-processed images (see also Fig. S7
corresponding raw images). L2L facilitates post-processing due to reduced non-structural si
n the cell cytoplasm in the predictions (scale bar (top-to-bottom) = 1/1/0 2/1 µm) ig. S8. Distance maps or binarisation of images dependent on pre-processing. Top-to-bottom) Images of dual-labelled (A,B) HeLa cells targeting the actin cytoskeleton
nd MeT5A cells targeting the (C,D) microtubule network, (E,F) caveolae and (G,H) focal
dhesions (PXN), respectively. For N2N, a CNN was trained with two noise realisations of th
espective label. For L2L, images of (A,B) AC-15/Phalloidin, (C,D) DM1A/YOL1/34, (E,F)
D1P6W/4H312, (G,H) 5H11/Y113 are used as input/benchmark for the training. For the
etwork trainings, a L1 (PXN)/L3S-SSIM (all else) loss function was used. (A-D) Distance map
E-H) binarised images are shown for the respective pre-processed images (see also Fig. S7
orresponding raw images) L2L facilitates post-processing due to reduced non-structural sig Fig. S8. Distance maps or binarisation of images dependent on pre-processing. Image processing and analysis (Top-to-bottom) Images of dual-labelled (A,B) HeLa cells targeting the actin cytoskeleton,
and MeT5A cells targeting the (C,D) microtubule network, (E,F) caveolae and (G,H) focal
adhesions (PXN), respectively. For N2N, a CNN was trained with two noise realisations of the
respective label. For L2L, images of (A,B) AC-15/Phalloidin, (C,D) DM1A/YOL1/34, (E,F)
D1P6W/4H312, (G,H) 5H11/Y113 are used as input/benchmark for the training. For the
network trainings, a L1 (PXN)/L3S-SSIM (all else) loss function was used. (A-D) Distance maps or
(E-H) binarised images are shown for the respective pre-processed images (see also Fig. S7 for
corresponding raw images). L2L facilitates post-processing due to reduced non-structural signal
in the cell cytoplasm in the predictions (scale bar (top-to-bottom) = 1/1/0.2/1 µm). J. Cell Sci.: doi:10.1242/jcs.258994: Supplementary information Table S1. Evaluation of classical methods to enhance image contrast versus the deep
learning-based image restoration methods noise2noise and label2label. Table S1. Evaluation of classical methods to enhance image contrast versus the deep
learning-based image restoration methods noise2noise and label2label. Calculation of the average PSNR, NRMSE and MS-SSIM indices (M = 1, 3, 5) between (top
panel) representative training input images, (middle panel) after applying a Gaussian filter, a
Gaussian filter and rolling-ball background subtraction, a Gaussian filter and top-hat filter,
or a Gaussian filter and contrast limited adaptive histogram equalization (CLAHE), or
(bottom panel) predicted by a CNN after N2N/L2L training, and the images that are used as
benchmark for L2L training with the (A) actin, (B) tubulin, (C) caveolae and (D) PXN (focal
adhesion) dataset. For qualitative results see Fig. S3. On average, predicted images after
L2L training exhibit, in comparison, the highest correlation to the respective benchmark
images. The randomly selected image pairs (N = 1,000) to calculate the metrics were
excluded from the network trainings. Actin Cytoskeleton
Microtubule Network
PSNR NRMSE
PSNR NRMSE
(dB)
M=5
M=3
M=1
(dB)
M=5
M=3
M=1
Input
16.73
0.149
0.140
0.547 0.365 0.139
Gaussian
18.25
0.127
0.124
Rolling BG
16.69
0.151
0.141
Tophat
16.55
0.153
0.144
CLAHE
18.01
0.130
0.127
0.627 0.435 0.180
0.544 0.388 0.153
0.535 0.370 0.144
0.631 0.441 0.182
N2N
17.99
0.131
0.124
L2L
20.05
0.103
0.437 0.333 0.150
17.23
0.526 0.439 0.254
18.31
0.406 0.355 0.186
17.13
0.403 0.342 0.173
17.00
0.525 0.435 0.247
18.05
0.528 0.444 0.258
18.31
0.667 0.562 0.338
18.27
0.124
0.647 0.459 0.196
0.661 0.477 0.206
Caveolae
PAXILLIN
Input
14.89
0.181
0.118
0.455 0.338 0.151
Gaussian
15.05
0.178
0.098
Rolling BG
14.91
0.181
0.100
Tophat
14.79
0.183
0.109
CLAHE
14.99
0.179
0.101
0.554 0.440 0.263
0.548 0.443 0.280
0.501 0.399 0.239
0.535 0.421 0.247
N2N
14.90
0.181
0.095
L2L
14.98
0.179
0.156 0.110 0.048
18.73
0.172 0.129 0.061
20.50
0.162 0.119 0.052
20.41
0.149 0.109 0.044
19.67
0.170 0.126 0.057
20.19
0.162 0.126 0.058
20.74
0.165 0.134 0.066
21.31
0.091
0.573 0.462 0.288
0.600 0.494 0.328
A
B
C
D
MS-SSIM
MS-SSIM Journal of Cell Science • Supplementary information
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Catalan; Valencian
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Review of IC-Investigación Cualitativa blog
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gemmaflorespons@gmail.com La producció i publicació de materials que fan referència a la metodologia qualitativa ha anat
incrementant de forma inseparable a la seva consolidació com a metodologia de recerca en ciències
socials. Internet ha tingut un paper rellevant en aquest sentit, ja que ha multiplicat les formes de fer
públic, de compartir i posar en relació tot allò que se sitúa en el marc de la metodologia qualitativa, de la
mateixa manera que ha succeït amb molts altres àmbits. El blog IC-Investigación Cualitativa és una eina interessant que ofereix un recull de recursos, disponibles
a la xarxa, per a la recerca qualitativa i els exposa organitzats temàticament. Així, les persones que
treballem en recerca amb una perspectiva qualitativa podem trobar articles, capítols, llibres o pàgines
d'autora així com vincles a revistes, grups de recerca, congressos, programes informàtics o altres portals
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mètodes d'anàlisi, com són l'anàlisi del contingut, l'anàlisi conversacional o l'anàlisi del discurs (sent
aquest últim un dels apartats més àmplis del blog). D'altra banda, trobem els apartats que fan referència a mètodes i tècniques d'investigació, anant des de
l'etnografia, la investigació acció participant o la història de vida fins a les entrevistes, els grups de
discussió o grups focals. A més, hi ha un conjunt d'entrades que recullen materials útils pel disseny de
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de recerca, de forma que trobem apartats d'investigació qualitativa en migració, salut, gènere, presons,
educació o polítiques públiques. Aguayo, Francisco; Guajardo, Gabriel & Tomicic, Alemka (2010). IC-Investigación Cualitativa. Red de recursos en investigación cualitativ
http://www.investigacioncualitativa.cl/ Gemma Flores-Pons
Universitat Autònoma de Barcelona
gemmaflorespons@gmail.com Gemma Flores-Pons
Universitat Autònoma de Barcelona Athenea Digital - núm. 18: 121-122 (julio 2010) -RESEÑAS-ISSN: 1578-8946 Athenea Digital - núm. 18: 121-122 (julio 2010) -RESEÑAS-ISSN: 1578-8946 Aguayo, Francisco; Guajardo, Gabriel & Tomicic, Alemka (2010). IC-Investigación Cualitativa. Red de recursos en investigación cualitativa. http://www.investigacioncualitativa.cl/ gemmaflorespons@gmail.com Després d'aquesta esquematització, que no pot anar gaire més enllà del que ja el títol i subtítol del blog
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que ofereix per identificar allò que pugui resultar de més utilitat i interès a cada una. 121 Reseña del blog IC-Investigación Cualitativa Formato de citación Flores-Pons, Gemma (2010). Reseña del blog IC-Investigación Cualitativa. Athenea Digital, 18, 121-122. Disponible en http://psicologiasocial.uab.es/athenea/index.php/atheneaDigital/article/view/720. Este texto está protegido por una licencia Creative Commons. Usted es libre de copiar, distribuir y comunicar públicamente la obra bajo las siguientes condiciones:
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Label-free observation of morphological alteration of irradiated-urothelial bladder carcinoma cells through digital holographic microscopy
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Frontiers in physics
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cc-by
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Original Research
22 August 2022
10.3389/fphy.2022.925523
TYPE
PUBLISHED
DOI
OPEN ACCESS
EDITED BY
Liangcai Cao,
Tsinghua University, China
REVIEWED BY
Jun Ma,
Nanjing University of Science and
Technology, China
Zhe Wang,
Università degli Studi di Napoli Federico
II, Italy
*CORRESPONDENCE
Hao Wang,
wanghaobysy@bjmu.edu.cn
Feng Pan,
panfeng@buaa.edu.cn
†
These authors have contributed equally
to this work
Label-free observation of
morphological alteration of
irradiated-urothelial bladder
carcinoma cells through digital
holographic microscopy
Xi Xiao 1†, Leiping Che 2†, Yinjia Li 3,4, Ran Peng 1, Mingqing Wang 1,
Wen Xiao 2, Feng Pan 2* and Hao Wang 1,5*
1
Department of Radiation Oncology, Peking University Third Hospital, Beijing, China, 2Key Laboratory
of Precision Opto-Mechatronics Technology of Ministry of Education, School of Instrumentation
Science and Optoelectronics Engineering, Beihang University, Beijing, China, 3Center of Basic Medical
Research, Peking University Third Hospital Institute of Medical Innovation and Research, Beijing, China,
4
Medical Research Center, Peking University Third Hospital, Beijing, China, 5Cancer Center, Peking
University Third Hospital, Beijing, China
SPECIALTY SECTION
This article was submitted to Optics and
Photonics,
a section of the journal
Frontiers in Physics
21 April 2022
ACCEPTED 22 July 2022
PUBLISHED 22 August 2022
RECEIVED
CITATION
Xiao X, Che L, Li Y, Peng R, Wang M,
Xiao W, Pan F and Wang H (2022), Labelfree observation of morphological
alteration of irradiated-urothelial
bladder carcinoma cells through digital
holographic microscopy.
Front. Phys. 10:925523.
doi: 10.3389/fphy.2022.925523
COPYRIGHT
© 2022 Xiao, Che, Li, Peng, Wang, Xiao,
Pan and Wang. 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.
Radiotherapy is an effective treatment for certain patients with muscle-invasive
bladder cancer and radio-sensitivity detection plays a vital role during bladder
cancer radio treatment because radiotherapy responses have profound influences
on a patient’s prognosis. Although several potential biomarkers were investigated to
assess the radio-response of bladder cancer, studies on detecting radio-sensitivity
based on morphological characteristics of cancer cells at the single-cell level are
rare. In fact, morphological parameters are vital characteristics of cells that could
provide direct information to infer the physiological statuses of cells and evaluate
the response of cells to the external stimulations. In this study, digital holographic
microscopy was applied to quantify morphological parameters of bladder cancer
cells (HT-1376) at the single-cell level and their alterations after exposure to four
different radiation doses, i.e., 0 Gy (control), 4, 8, and 12 Gy. Based on the
reconstructed phase images, four morphological parameters of cells, namely,
cell phase volume (CPV), cell projected area (CPA), cell average phase height
(CAPH), and cell maximum phase height (CMPH), were quantitatively calculated.
The results show that the change rates of CPV, CAPH, and CMPH were increased
with the radiation dose rising, while the change rate of CPA was decreased with the
radiation dose increasing. Moreover, the change rates of CPV, CPA, CAPH, and
CMPH were different between control group and 12 Gy treated group. The results
demonstrate that morphological characteristics have the potential to be utilized to
estimate the radio-sensitivity of bladder cancer cells, and it may provide new
perspectives to establishing label-free methods to detect radio-sensitivity and
guide radiotherapy in bladder cancer.
KEYWORDS
bladder cancer cell, cell morphology alteration by radiation, quantitative phase
imaging, digital holography, radio-sensitivity
Frontiers in Physics
01
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Xiao et al.
10.3389/fphy.2022.925523
1 Introduction
In this study, we aimed to establish a method based on DHM
to detect the radio-response of bladder cancer cells. DHM was
applied to obtain the phase images of the cells and to retrieve the
changes in cell morphological parameters, which were used to
evaluate the radio-response of cells irradiated by different radiation
dose. Cell morphological parameters including CPV, CPA, CAPH,
and CMPH were quantitatively calculated from the reconstructed
phase images. The change rates of morphological parameters
manifest a closed relationship with radiation doses, where the
change rates of CPV, CAPH, and CMPH were increased with the
radiation doses rising, while the change rates of CPA were
decreased with the radiation doses increasing. Moreover, the
change rates of CPV, CPA, CAPH, and CMPH were different
between control group and 12Gy treated group.
Bladder cancer (BC) is the 10th most common cancer
worldwide, with an estimated 200,000 deaths in
2018 GLOBOCAN statistics [1]. For muscle-invasive BC
(MIBC), which occupies approximately 25% of all cases,
radiotherapy is an alternative treatment for patients who
demand bladder preservation or with unresectable lesions [2].
However, the heterogeneity of BC response to radiotherapy results
in inconsistent treatment outcomes. Exploiting a predictive
strategy to improve the accuracy of radiotherapy delivery is an
urgent clinical problem to be solved. Several potential biomarkers
were studied to access the radio-response of BC, but all failed to
guide clinical decision-making due to unrevealed clinical
validation and correlation [3]. At present, the choice of
radiotherapy still depends on the preference of patients and the
clinical experience of radiologists. Therefore, prospectively and
precisely predicting the radio-response of BC to assist clinical
decision-making is a practical issue the clinician faced.
Ionizing radiation, as well as some other chemical drugs, could
largely influence the cellular status and biological function.
Meanwhile, comprehensive studies verified that the changes in
biological alternation, including cell growth [4], intercellular
communication [5], transcriptome, and proteome [6], were
associated with cellular morphological phenotypes. Some specific
morphological manifestations were even coordinated with the cell
fate decisions [7]. These indicate that the response of cells to radiation
may be evaluated via quantitative morphological observation.
Digital holographic microscopy (DHM) is a novel optical
microscopic imaging technique that combined qualities found in
optical microscopy and digital holography with the capability of
quantitative phase microscopic imaging [8]. As a quantitative
phase imaging method, DHM images the sample by measuring
the optical path length delays introduced by the sample. Thus, no
labeling or staining is necessary for living cell observation. This
also means that the three-dimensional morphology of a living cell
could be objectively quantified using optical path length, and thus
multiple morphological parameters could be deduced based on
the phase image of the living cell to describe its morphology
quantitatively. As the optical path length delays introduced by
the living cell is the product of the geometric length of the living
cell and the refractive index difference between the sample and
the medium, the phase image encodes the refractive index
information of the living cell. Also, the refractive index of a
living cell is linearly proportional to dry mass density [9].
Therefore, the biochemical parameters of a living cell could be
inferred from the phase image, such as cellular dry mass and
cellular dry mass density. Furthermore, DHM arranged in an offaxis configuration is capable of recording the phase image of the
living cell in a single exposure with nanoscale sensitivity. Due to
great advantages in living cell measurement, DHM has been
widely applied in biomedical research, especially for measuring
on morphological parameter changes in living cells [10].
Frontiers in Physics
2 Methods
2.1 Cell culture and treatments
The human urothelial bladder cancer cell line HT-1376 (CRL1472) was purchased and validated from Beijing Biotides
Biotechnology Co., Ltd. Cells were grown in Eagle’s Minimum
Essential (EME) Medium (Gibco, #11095080) supplemented with
10% fetal bovine serum (FBS) (Gibco, #10099141) and 1% penicillin
streptomycin (Gibco, #15140122) at 37°C in 5% CO2 humidified
incubator (Thermo HERAcell150i). Monthly, mycoplasma tests
ensured Mycoplasma-negative cultures (TransDetect, FM311-01).
The Automated Cell Counter named Countess II FL (Invitrogen,
#AMQAF1000) was used for live-cell counting. Cells (1.5−3×106/
dish) were seeded in 30-mm glass-bottom cell culture dishes (NEST
Scientific #801001) and incubated for 12 h, followed by radiation
using a Varian Trilogy (SSD = 100 cm). For the treatment group, the
cells were exposed to different dose of 6-MV X-rays at a dose rate of
300 cGy/min. The irradiated cells were then used for further DH
microscope or biology analyses.
™
2.2 Biological characteristics of HT-1376
bladder cancer cell lines irradiated by
different doses
2.2.1 Determining the viability of HT-1376
bladder cancer cell lines treated with different
radiation doses
The HT-1376 cells were cultured and irradiated as
mentioned above, followed by the cell viability detection using
the cell counting kit (CCK-8 kit). Three doses of irradiation (4, 8,
and 12 Gy) and a control group were included in this experiment.
After irradiation, cells should be cultured for 48-h and reseeded
in clear bottom 96-well plates at the optimum concentration,
followed by culturing again for 12-h till they grow adhering. All
the steps were performed according to the manufacturer’s
02
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Xiao et al.
10.3389/fphy.2022.925523
FIGURE 1
(A) Schematic of the DH microscope; (B) a single hologram with a dimension of 1024 × 1024 pixels captured by (A); and (C) a reconstructed
pseudo-three-dimensional phase map from (B).
solid-state laser (532 nm, 100 mW, single-mode fiber output) is
adopted and emits a coherent light that propagates through a
collimating lens (L) to produce a plane wave. The polarizing
beam splitter (PBS) splits this wave into two beams, one beam
acts as the reference beam R, and the other beam is used as an
illumination beam. In the object arm, the object beam O is formed
after the illumination beam transmits through the condenser lens
(CL), the object, the MO (Olympus UPLFLN, 20X, NA = 0.50), and
the TL sequentially. A half-wave plate (HPW1) is positioned in front
of the PBS to adjust the intensity ratio between R and O. Another
half-wave plate (HPW2) is placed in the reference arm to make the
polarization direction of O and R consistent. In the reference arm, a
variable optical delay line (DL) is adopted to match both arms of the
optical path precisely. After passing through the DL and being
reflected by the mirror (M6) and the beam splitter (BS), R interferes
with O with a small tile angle set by the M6. Thus, an off-axis
hologram is formed and recorded by a charge-coupled device (CCD,
1024 × 1024 pixels, 5.86 μm, PointGrey, Canada). Figure 1B presents
a hologram of HT-1376 cells captured by the DH microscope of
Figure 1A, where high contrast interference fringes were observed.
Figure 1C shows the reconstructed pseudo-three-dimensional phase
maps of Figure 1B, it can be seen that CAPH varies in a very large
range of about a few to dozen rad, manifesting the high
heterogeneity of morphology of HT-1376 cells.
instructions (CCK8 Dojindo CK04-05) and finally quantified on
the microplate reader.
2.2.2 Determining proliferation ability of HT1376 bladder cancer cell lines treated with
different radiation doses
The HT-1376 cells were seeded and incubated in 6-well plates
until adherent. After 8 Gy of X-ray radiation treatment, as described
before, the cells were trypsinized to single-cell suspensions and
seeded into 6-well plates in triplicate. At 14 days after seeding,
colonies were stained with 0.5% crystal violet (Solarbio, #G1062),
and the colonies with >50 cells were counted.
2.2.3 Determining migration ability of HT-1376
bladder cancer cell lines treated with different
radiation doses
The HT-1376 cells were also seeded and incubated in 6-well
plates. After 8 Gy of X-ray radiation treatment as described
before, a 10 µl pipette tip was used to scrape a wound on the
cell monolayers, images of the wound region were taken, and
distance was measured by ImageJ software.
2.3 Digital holographic microscopy setup
and data processing
2.3.1 Digital holographic microscopy setup
2.3.2 Hologram recording and phase
reconstruction
In this study, holograms of HT-1376 cells were recorded by the
DH microscope setup sketched in Figure 1A. This setup is built in an
afocal configuration, where the back focal plane of the microscope
objective (MO) coincides with the front focal plane of the tube lens
(TL), with the object placed at the front focal plane of the MO. A
To reveal the morphological alteration of HT-1376 cells
introduced by different Ionizing radiation doses, i.e., 0 Gy
(control), 4, 8, and 12 Gy, each group was observed once
before and after radiation. Each group was first observed
using a DH microscope and then taken to the radiation
Frontiers in Physics
03
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Xiao et al.
10.3389/fphy.2022.925523
CPV
instrument to receive Ionizing radiation. After radiating, each
group was brought back and placed under DH microscope to
perform the second observation. The time interval of each group
from the first observation to receive Ionizing radiation was about
30 min, and it also took about 30 min to bring back each group to
perform the second observation. All observations were
performed in cell culture dishes (NEST Scientific #801001).
In the hologram reconstruction process, the hologram’s zeroorder and twin term was eliminated by the spatial-frequency
domain filtering method [11], and the refocusing distance was
automatically detected by the Tamura criterion [12]. The phase
images were then reconstructed by the angular spectrum method,
and the phase aberrations introduced by the off-axis geometry
and optical elements were removed by the background phase
fitting method [13]. After phase unwrapping, a phase offset
operation was finally performed on the obtained phase images
to make the average background phase value near the zero lines.
The single-cell was extracted from the reconstructed phase
images by the Otsu threshold segmentation algorithm [14],
and the marker-based watershed segmentation algorithm was
further applied when cells adhered together.
CMPH
CPV
CPA
(4)
1
SelectSortΔφx, y, 50
50
(5)
2.4.2 Change rate calculation
To quantitatively compare the morphological changes
among different radiation doses, the change rates of CPV,
CPA, CAPH, and CMPH of every cell are calculated. The
change rate of the parameter is defined as the ratio of the
change of the parameter before and after radiation to the
parameter before radiation, which are expressed as:
CPVA − CPVB
CPVB
CPAA − CPAB
CRCPA
CPAB
CAPHA − CAPHB
CRCAPH
CAPHB
CMPHA − CMPHB
CRCMPH
CMPHB
CRCPV
To quantitatively describe the change in cell morphology,
four parameters were taken into consideration and calculated
from the reconstructed phase images, including CPV, CPA,
CAPH, and CMPH.
DHM is a powerful quantitative phase imaging method that
measures the optical phase delays to describe the sample
quantitatively. In DHM, the sample is expressed by phase
shift and could be written as:
(6)
(7)
(8)
(9)
In these four equations, CR denotes change rate, subscript A
denotes the parameter calculated after radiation, and subscript B
denotes the parameter measured before radiation.
(1)
2.4.3 Statistical analysis
where λ is the wavelength of the laser source, nc(x, y) is the
average cellular refractive index in the spatial position (x, y), nm is
the refractive index of the cellular culture medium, and h(x, y) is
cell height along observation direction. Phase shift at (x, y) is
referred to as cell phase height at (x, y). It can be seen that cell
phase height at (x, y) is determined by both the average cellular
refractive index at (x, y) and the cell height at (x, y). Usually, the
cellular refractive index changes slightly so that the change of cell
phase height could reliably reflect the change of cell height. Since
the phase shift of several nanometers could be sensed by
interference, DHM could provide a highly precise way to
detect the change along observation direction, that is, not
achievable for traditional optical microscopes. Based on the
phase image of cells, the four parameters, i.e., CPV, CPA,
CAPH, and CMPH could be deduced as follows:
Frontiers in Physics
(3)
In these four equations, Sc denotes the occupied region of the cell
in the phase image, Sp denotes the real area of one pixel of the
CCD camera, N denotes the total number of pixels in Sc, Sort(·)
denotes the sort operation and Select{·} denotes the operation of
selecting the top 50 largest numbers of a sequence. CPV, CPA,
and CAPH could reflect the 3D, transverse and vertical
morphology of living cell, respectively, while CMPH could
reflect the vertical morphology of the cellular nucleus.
2.4.1 Calculation of morphological parameters
2π
nc x, y − nm hx, y
λ
(2)
CPA Sp × N
CAPH
2.4 Calculation and analysis of cellular
morphological parameters
Δφx, y
Δφx, y
(x,y)∈sc
Data were analyzed by GraphPad Prism 8 (GraphPad
Software, Califnia, LLC) and displayed as a mean ± 95%
confidence interval. The comparisons between the two groups
were analyzed by Student’s t-test. The level of significant
difference was set as two-tailed p < 0.05 (**p < 0.01, *p < 0.05).
3 Results
3.1 Changes of the viability of HT-1376
bladder cancer cell lines treated with
different radiation doses
To establish the optimal radiation dose-response for the
urothelial bladder carcinoma cell line, HT-1376 was treated
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FIGURE 2
Cell viability was tested by CCK8 assay in untreated HT-1376
cells or different doses of irradiation.
FIGURE 3
The irradiated cells were reseeded at a low density (400 cells/
well) in a petri dish (D = 3 cm). The Coomassie-staining and
colonies (≥50 cells) counting were performed after 2 weeks.
Representative photographs of colonies and the colony
fraction were shown.
with different doses of radiation. The cell viability was
determined 48 h later by CCK8 assay. Radiation significantly
inhibited the viability of HT-1376 in a dose-dependent manner,
as the cell number strongly decreased (Figure 2).
once under the same environmental condition before and after
radiation. As shown in Figure 5, a set of holographic phase
images and their pseudo-three-dimensional images before and
after radiation for 0, 4, 8, and 12 Gy were displayed in the first
two columns and later two columns, respectively. Phase images
before and after radiation of each group were displayed with a
unified color map, and color bars of each group were located on
the right. The white line in Figure 5B indicates the scale of the
phase images. According to Figure 5, no obvious change in phase
height and cellular shape was observed in 0 Gy group, while
phase height increase could be seen in 4, 8, and 12 Gy groups.
The distributions of CPV, CPA, CAPH, and CMPH of each
group before and after radiation were first qualitatively compared.
Figure 6 presents the histograms of CPV, CPA, CAPH, and CMPH
of each group before and after radiation. The number of cells in 0Gy
group, 4Gy group, 8Gy group, and 12Gy group are 94, 93, 67, 79,
respectively. The histograms indicated by the blue color show the
distributions of parameters before radiation, while the histograms
indicated by the green color show the distributions of parameters
after radiation. As can be seen in Figures 6C,D, the histograms of
CPV, CAPH, and CMPH after radiation seen slightly shift right
compared with those before radiation, while the histograms of CPA
slightly shift left compared with those before radiation, which
indicates that the morphology of cells is changed after radiation.
The changes in CPV, CPA, CAPH, and CMPH of each group
were quantitatively examined. Since higher radiation dose carries
larger energy and would cause more severe damage to cells,
increased changes in CPV, CPA, CAPH, and CMPH were
expected with the rise of radiation doses. The change rates of
these four parameters of each group were presented in Figure 7.
3.2 Changes of proliferation ability of HT1376 bladder cancer cell lines treated with
different radiation doses
Moreover, as the cytotoxic effect of radiation was the DNAdouble strand breakage, we investigated the alteration of cancer
stem cell features via colony formation. The irradiated cells had a
dramatically low colony-forming capacity when compared to the
untreated group (p < 0.01) (Figure 3).
3.3 Changes of migration ability of HT1376 bladder cancer cell lines treated with
different radiation doses
As we had captured the phenomenon of cell movement under
the DH microscope, we thus examined the migration ability of
irradiated cells by wound-healing assay. The mean width of the
wound remained unchanged in the radiation group after 24 h, while
significantly decreased in the untreated group (p = 0.05) (Figure 4).
3.4 Changes in morphological parameters
of HT-1376 bladder cancer cell lines
treated with different radiation doses
HT-1376 cells were individually exposed to 0, 4, 8, and 12 Gy,
where 0 Gy group acted as the control. All groups were measured
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FIGURE 4
The irradiated cells were recultured to 90% confluence with adherence status, followed by a scratching assay. Closure of the wounded region
was evaluated by light-microscopy every 3 h. The percentage of the healing area was evaluated via ImageJ software and displayed as a diagram.
FIGURE 5
Phase images and corresponding pseudo-three-dimensional images of HT-1376 cells before and after radiation for 0, 4, 8, and 12 Gy.
1.92% vs. 0.98%, p = 0.0378) compared to the 0 Gy group, while
4 Gy group and 8 Gy group did not show a significant decrease
(0.86% vs. 0.98%, p = 0.9222 and ‒0.21% vs. 0.98%, p = 0.3598,
respectively). As shown in Figure 7C, the change rate of the
CAPH of 12 Gy group and 8 Gy group increased significantly
(4.74% vs. 0.95%, p = 0.0007 and 3.17% vs. 0.95%, p = 0.0239,
respectively) compared to the 0 Gy group, while 4 Gy group did
not show a significant increase (1.96% vs. 0.95%, p = 0.2767).
Moreover, the change rate of the CAPH of 12 Gy group increased
As can be seen, the change rates of CPV, CAPH, and CMPH
show increased trends with the radiation dose rising, while the
change rate of CPA was decreased with the radiation increase. As
shown in Figure 7A, the change rate of the CPV of 12 Gy group
increased significantly (4.49% vs. 2.28%, p = 0.0079) compared to
the 0 Gy group, while 4 Gy group and 8 Gy group did not show a
significant increase (3.08% vs. 2.28%, p = 0.3447 and 3.19% vs.
2.28%, p = 0.3178, respectively). As shown in Figure 7B, the
change rate of the CPA of 12 Gy group decreased significantly (‒
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FIGURE 6
The distributions of CPV, CPA, CAPH, and CMPH of each group before and after radiation.
radiation and cell morphology is rare, especially the dynamic
and quantitative morphological changes after radiation. This
study, to our knowledge, is the first record that observes and
characterizes the cancer cell’s morphological changes after
radiation based on phase imaging strategy via DH microscope.
In experiments, bladder cancer cells were treated with three
doses of radiation and imaged by the DH microscope. We have
demonstrated that radiation could impair the growth and
migration of cancer cells and thus cause remarkable
morphological changes. Meanwhile, irradiation could not only
attack the cell itself but also break the intercellular junctions and
destroy cell communication. (PMID: 30570385, 34688032,
significantly (4.74% vs. 1.96%, p = 0.0168) compared to the 4 Gy
group. As shown in Figure 7D, the change rate of CMPH in 12 Gy
group increased significantly (6.60% vs. 3.22%, p = 0.0390)
compared to the 0 Gy group, while 4 Gy group and 8 Gy
group did not show significant (0.86% vs. 2.89%, p =
0.8407 and 5.43% vs. 2.89%, p = 0.1080, respectively) decrease.
4 Discussion
Radiotherapy is one of the routine methods for tumor
treatment. However, research on the relationship between
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FIGURE 7
The change rates in CPV, CPA, CAPH and CMPH of each group.
indicating that the surface of cells bends and folds after radiation.
Unfortunately, we only observed the radiological dose-dependent
manner of cell viability and cell morphological change but not a
time-dependent manner. Therefore, contrary to some studies
before [15–17], there was no unique parameter under the DH
microscope that could stand for post-radiation morphological
features. However, despite the nonspecific morphological
parameter, the DH microscope has several advantages over the
light microscopes, including the collection of informative 3Dmorphology data, observation with nondestructive addition, and
most importantly, tracing cells with the dynamic real-time view.
To our knowledge, morphology data describing treatment for
cancer cells is limited. Kemper et al. reported the first case of drug
influence on the morphology changes of pancreatic cancer cells
via DH microscope. They treated the pancreatic cancer cells with
Latrunculin B, which led to a decrease in their phase values and
cell thickness [15]. Yunxin et al. identified that the low
concentration of methanol (12%–25%) reduced the optical
stickiness of cervical cancer cells, while the high concentration
(50%) of methanol fixed the cells immediately with tiny shape
change [18]. Furthermore, chemotherapy etoposide improved
the cell volume of prostate cancer cells [16], while cisplatin was
unable to alter the cell volume of endometrial cancer cells [17].
As a result, the effect of chemical or physical interventions on the
cell morphological change might depend on the treatmentspecific properties and the cytotoxic sensitivity of cells.
11149936, 33416428) In our experiment, we observed those two
types of morphological phenomena for irradiated cells, which are
cellular regulation and intercellular regulation. Single-cell
response to radio-stimulation by self-alteration was defined as
cellular regulation, including cell division, cell death, and the
disappearance of cytoplasmic vacuolization. The cell-to-cell
interaction response to radio-stimulation was defined as
intercellular regulation, including cell communication, cell
migration, endocytosis, and exocytosis. Notably, intercellular
junctions are highly sensitive to ionizing radiation, and
previous studies observed the irradiated cells increasing in size
and cellular roundness due to cell-to-cell adhesion loss. (PMID:
30570385) This phenomenon is consistent with what we
observed, that some cells separated quickly from a tight
touched status and changed in shape after irradiation, as
shown in Figure 5C. Although those phenomena we observed
might not all be radio-specific, we noticed tremendous shape
changes of cells in a short period leading to a rapid increase in
phase height and, ultimately, cell death.
Moreover, we obtained several parameters of irradiated cells,
including phase height, cluster shade, and phase variance based on
refractive index measurements. The average phase height for the
confluent monolayer cells after gradient radiation presented a good
steady rising trend, which can be attributed to the shortage of
pseudopodium and damage to adhesion ability. Correspondingly,
the change rate of cell cluster shade rose over gradient radiation,
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10.3389/fphy.2022.925523
statement is not provided on submission, a standard one will
be inserted during the production process. The Author
Contributions statement must describe the contributions of
individual authors referred to by their initials, and in doing
so, all authors agree to be accountable for the content of the work.
Please see here for full authorship criteria.
Therefore, the DH microscope parameter alone might not be
sufficient enough to distinguish the type of treatment.
Our observation has some limitations. Firstly, no radiationrelated morphological parameter of cells was obtained due to the
nonspecific shape alteration was captured. Secondly, only one
type of cancer cell line was tested. Despite the limitations, our
research has a specific significance for the single irradiated-cell
continuous monitoring and their 3D shape data obtaining.
Funding
5 Conclusion
This work is supported by the Beijing Municipal Natural
Science Foundation (Grant No. M22017), Beijing Municipal
Natural Science Foundation (Grant No.7192104), National
Natural Science Foundation for Young Scholars (Grant No.
81402519) and Innovation and Transformation Fund of
Peking
University
Third
Hospital
(Grant
No.
BYSYZHKC2021113).
In conclusion, our study is the first observation that deeply
investigated the irradiated cancer cells based on the quantitative
phase imaging strategy using a quantitative tool, i.e., DH
microscopy. We not only verified that the irradiated-related
biological phenomena can be captured and identified via DH
microscopy but also obtained the pattern of cell morphological
change in a radiological dose-dependent manner. More
importantly, our results open the way for further studies
focused on exploring the treatment-specific cell morphology
or distinguishing the cell response via the previously
discovered or reported quantitative morphology biomarkers.
Conflict of interest
The authors declare that the research was conducted in the
absence of any commercial or financial relationships that could
be construed as a potential conflict of interest.
Data availability statement
Publisher’s note
The raw data supporting the conclusions of this article will be
made available by the authors, without undue reservation.
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.
Author contributions
The Author Contributions section is mandatory for all
articles, including articles by sole authors. If an appropriate
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NEED OF GREEN GROWTH IN INDIA
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NEED OF GREEN GROWTH IN INDIA Nancy Chauhan
Govt. Girls P.G. College, Ujjain, (M.P.) The Economy of India is the seventh largest in the world by nominal GDP and the third largest by
purchasing power parity with approximately 7% average growth rate for the last two decades. Although the years 2012-13 and 2013-14 have been disappointing. India needs the path of high
economic growth quickly, which is essential because it will generate huge revenue for the
government which can be utilized for social welfare and infrastructure program. But rapid growth
is not enough, it must be of the environmental friendly nature. Many countries across the world
have not taken into account the consequences of some environmental issues such as air and water
pollution, climate change, energy use and natural resource depletion. In a recent global assessment
approximately 60% of the world’s ecosystem services were found to be degraded or used
unsustainably. This is the same case with India. Though its economic performance has brought
immense benefits to its citizens as employment opportunities have increased and millions have
been allowed to emerge from poverty; India’s remarkable growth record, however has been
clouded by a degrading environment and growing scarcity of natural resources. In a recent survey
of 178 countries whose environments were surveyed India ranked 155th overall and almost last in
air pollution exposure. The survey also concluded that India’s environmental quality is for below
all BRIC countries. Also according to another recent WHO survey across the G-20 economies,
13 out of the 20 most polluted cities are in India. As the population grows and urbanizes and consumption patterns change, pressure on the country’s
natural resources air, water, land and forests will steadily increase. In fact, in the coming years,
pressure on India’s environment driven by both poverty and prosperity, is projected to become
highest in the world. In such scenario, there is a need of such low cost policy options that could
significantly curtail environmental damage without compromising growth. [Social Issues and Environmental Problems, Vol.3 (Iss.9:SE): Sep, 2015] ISSN- 2350-0530(O) ISSN- 2394-3629(P)
Impact Factor: 2.035 (I2OR)
DOI: https://doi.org/10.29121/granthaalayah.v3.i9SE.2015.3139 [Social Issues and Environmental Problems, Vol.3 (Iss.9:SE): Sep, 2015] ISSN- 2350-0530(O) ISSN- 2394-3629(P)
Impact Factor: 2.035 (I2OR)
DOI: https://doi.org/10.29121/granthaalayah.v3.i9SE.2015.3139 WHY INDIA NEEDS GREEN GROWTH? For developing countries, like India, where economies are more dependent on natural resources,
environmental issues such as air and water pollution, climate change, energy use and natural
resources depletion are of primary importance. Environmental issues are one of the primary causes of disease, health issues and long term
livelihood impact for India. Besides, Environmental degradation costs India about Rs.3.75 Trillian annually equivalent to 5.7
percent of the G.D.P with air pollution being a major contributor, according to a World Bank
Report. There are significant benefits in moving towards a green economy. Green growth is the pursuit of
economic growth and development while preventing costly environmental degradations, climate
change, biodiversity loss and unsustainable natural resource use. One important element of green
development would certainly target a lower level of intensity in emissions of greenhouse gases. WHAT IS GREEN GROWTH? The concept of Green Growth has its origin in the Asia and Pacific regions, at the fifth ministerial
conference on environment and development held in March 2005 in Seoul. Green Growth is a term
to describe a path of economic growth that uses natural resources in sustainable manner. It is used
globally to provide an alternative concept to typical industrial economic growth. Green growth is
a strategy for achieving sustainable development. It is focused on overhauling the economy in a
way that synthesizes economic growth and environmental protection, building a green economy
in which investments in resource savings as well as sustainable management of natural capital are
drivers of growth. It emphasis economic progress to foster low carbon, social inclusive
development. [1-2] Http://www.granthaalayah.com ©International Journal of Research - GRANTHAALAYAH [Social Issues and Environmental Problems, Vol.3 (Iss.9:SE): Sep, 2015] ISSN- 2350-0530(O) ISSN- 2394-3629(P)
Impact Factor: 2.035 (I2OR) [Social Issues and Environmental Problems, Vol.3 (Iss.9:SE): Sep, 2015] ISSN- 2350-0530(O) ISSN- 2394-3629(P)
Impact Factor: 2.035 (I2OR) [Social Issues and Environmental Problems, Vol.3 (Iss.9:SE): Sep, 2015] ISSN- 2350-0530(O) ISSN- 2394-3629(P)
Impact Factor: 2 035 (I2OR) WHAT INDIA NEEDS TO DO? Policy action and effective implementation is required to prevent obstacles to growth
as well as to reduce the adverse impact upon unsustainable practices. Policy action and effective implementation is required to prevent obstacles
as well as to reduce the adverse impact upon unsustainable practices. y
as well as to reduce the adverse impact upon unsustainable practices. To increase energy efficiency in industries, vehicles, appliances. To accelerate the transformation of its power sector including the adoption of clean
technology, building green infrastructure for urban habitats and transportation and
establishing sustainable agriculture and forestry practices. India can make green growth a reality by putting in place strategies to reduce environmental level
of intensity in emissions of greenhouse gases. India can make green growth a reality by putting in place strategies to reduce environmental level
of intensity in emissions of greenhouse gases. India can make green growth a reality by putting in place strategies to reduce environmental level
of intensity in emissions of greenhouse gases. India is a rising power and can create new avenues of growth by trading in goods that economizes
on resources consumption. India can also trade in labor intensive and skill intensive goods where
we are competitive. The government of India has setup 2015 as the target to release green G.D.P. data. Green G.D.P is calculated by factoring in the environmental consequences of growth. REFERENCES REFERENCES 1. Diagnostic assessment of select environmental changes in India – World bank report, July
2013 2. Economy of India – http://en.wikipedia.org/wiki/Green-growth 3. India: Green Growth - Overcoming environmental challenges to promote development – -
www.worldbank.org/en/news/feature/2014/03/06/green-growth-overcoming-india-
environment-chanllenges-promote-development 4. Expansion vs Sustainability : India takes on the green growth challenges –
mcknseyonsociety.com/india-taking-on-the-green-growth-challenge. [1-2] Http://www.granthaalayah.com ©International Journal of Research - GRANTHAALAYAH
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Worüber schreiben LIS-Studierende ihre Abschlussarbeiten? Eine empirische Untersuchung der Jahre 2010–2019
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BIBLIOTHEK – Forschung und Praxis 2022; 46(1): 216–226
Christiane Strauß* und Ulla Wimmer
Worüber schreiben LIS-Studierende ihre
Abschlussarbeiten? Eine empirische Untersuchung
der Jahre 2010–2019
https://doi.org/10.1515/bfp-2021-0093
Zusammenfassung: Dieser Beitrag zur Themenwahl studentischer Abschlussarbeiten der Jahre 2010 bis 2019
präsentiert die Untersuchungsergebnisse von über 2 000
Titeldaten von sechs Hochschulen mit bibliotheksund informationswissenschaftlichen Studiengängen aus
Deutschland und der Schweiz. Schwerpunktmäßig wird
dargestellt, wie präsent Öffentliche Bibliotheken, wissenschaftliche Bibliotheken und andere Einrichtungen in Abschlussarbeiten vertreten sind und welche Themen von
Studierenden gewählt werden.
Schlüsselwörter: Abschlussarbeiten; Hochschulen; Bibliotheks- und Informationswissenschaft; Öffentliche Bibliotheken; wissenschaftliche Bibliotheken
Topics of Library and Information Sciences Bachelor and
Master Theses in Universities in Germany and Switzerland 2010–2019
Abstract: This article on the topic selection of student
theses from 2010 to 2019 presents the analysis of more than
2,000 title data from six universities with library and information science programmes in Germany and Switzerland.
The main focus is on the representation of public libraries,
academic libraries and other institutions in these theses
and which topics are chosen by students.
Keywords: Theses; universities; library and information
science; public libraries; academic libraries
Inhalt
1 Einleitung und Fragestellung, Forschungsstand .
2 Methodik und Grenzen . . . . . . . . . . . . . . . . . .
3 Ergebnisse. . . . . . . . . . . . . . . . . . . . . . . . . . .
3.1 Wie präsent sind Bibliotheken in den Abschlussarbeiten? . . . . . . . . . . . . . . . . . . . . . . . . . . . .
*Kontaktperson: Christiane Strauß,
christiane.strauss@ibi.hu-berlin.de
Ulla Wimmer, ulla.wimmer@ibi.hu-berlin.de
216
218
219
219
3.2 Gibt es beim Institutionen- und Spartenbezug
Unterschiede zwischen den Hochschulen? . . . . . 220
3.3 Über welche Themen schreiben LIS-Studierende? 221
3.4 Themen der Arbeiten mit Institutionenbezug . . . . 222
3.5 Gibt es bei der Themenwahl Unterschiede zwischen den Hochschulen? . . . . . . . . . . . . . . . . . 223
4 Fazit und Ausblick . . . . . . . . . . . . . . . . . . . . . . 225
1 Einleitung und Fragestellung,
Forschungsstand
Wo sind die Öffentlichen Bibliotheken in Forschung und
Lehre? Darüber diskutiert die Bibliothekscommunity immer wieder, seit vor ca. fünf Jahren sich der Stellenmarkt
im Bereich der Öffentlichen Bibliotheken nach langer Zeit
der Stellenknappheit endlich wieder öffnete.1 Diese Debatte bildete den Ausgangspunkt für die vorliegende Untersuchung.2
Die angeregte Diskussion um zeitgemäße Kompetenzen von BibliotheksmitarbeiterInnen, um die Curricula der
bibliotheks- und informationswissenschaftlichen Studiengänge und um die Präsenz einer Bibliothekssparte in Studium und Wissenschaft repräsentiert sowohl die Veränderung des Berufsfelds „Bibliothek“ als auch des Fachs
Bibliotheks- und Informationswissenschaft seit der Jahrtausendwende. Die Berufscommunity fordert einerseits
vielseitig einsetzbare LIS3-AbsolventInnen mit ausgeprägten Schlüsselkompetenzen und einem breiten, flexibel verwendbaren Kompetenzprofil4, andererseits aber auch eine
Ausrichtung der BerufsanfängerInnen auf konkrete, aktu-
1 Vgl. Konferenz der informations- und bibliothekswissenschaftlichen Ausbildungs- und Studiengänge (2018), Wimmer (2019a).
2 Die Arbeiten begannen im Januar 2020, wurden von April bis Juni
2021 weitergeführt und im Rahmen des 109. Deutschen Bibliothekartages 2021 präsentiert, vgl. Wimmer und Strauß (2021).
3 Die Abkürzung LIS (Library and Information Science) wird aus
Gründen der Praktikabilität hier synonym mit der Bezeichnung „Bibliotheks- und Informationswissenschaft“ verwendet.
4 Vgl. Barbian und Vonhof (2017).
Open Access. © 2022 Christiane Strauß und Ulla Wimmer, publiziert von De Gruyter.
Creative Commons Namensnennung 4.0 International Lizenz.
Dieses Werk ist lizensiert unter einer
Worüber schreiben LIS-Studierende ihre Abschlussarbeiten?
elle Handlungsfelder der verschiedenen Bibliothekspraxen5. In Verbindung mit den kontinuierlichen Veränderungen im Gesellschafts-, Technologie- und Mediensektor
ergibt sich daraus eine Neuausrichtung des Berufsbilds
und der erforderlichen Kompetenzen und Curricula.6 Die
Bibliotheks- und Informationswissenschaft wiederum, als
die akademische Disziplin, in deren Forschungsbereich die
Bibliotheken fallen, hat in den letzten Jahren ihren Fokus
verbreitert: Sie untersucht vermehrt auch institutionsunabhängige Informationsthemen und vermittelt Kompetenzen, die für eine Tätigkeit in verschiedenen Berufsfeldern
(von der Online-Agentur bis zur Forschung) qualifizieren.7
Die Kernfrage unseres Vorhabens war, ob und wie sich
diese Veränderungen über einen längeren Zeitraum in den
Abschlussarbeiten der LIS-Studierenden niederschlagen,
ob sich also im Output der Hochschulen die Entwicklung
des Faches Bibliotheks- und Informationswissenschaft
und des Berufsbildes zeigt. Daraus ergaben sich die konkreten Fragestellungen unserer Untersuchung für die Jahre
2010–2019: Welcher Anteil der Abschlussarbeiten beschäftigt sich in diesem Zeitraum konkret mit Bibliotheken? In
welchem Ausmaß und mit welchen Themen tauchen Bibliotheken überhaupt in diesen Arbeiten auf und inwiefern
die verschiedenen Bibliothekssparten? Welcher Anteil behandelt dagegen ein Thema, das nicht an eine konkrete
Institution gebunden ist, z. B. das Informationsverhalten von jungen Eltern oder das Publikationsverhalten der
ForscherInnen einer bestimmten Disziplin? Welche Themenbereiche priorisieren die Studierenden? Wie präsent
sind z. B. die klassischen Handlungsfelder wie Erwerbung
und Erschließung im Vergleich zur Bildungsfunktion der
Bibliothek, zu Managementthemen, zur Social-Media-Analyse oder den Möglichkeiten automatischen Datenmappings? Und lassen sich unterschiedliche Profile der Hochschulen dabei erkennen?
Diese Fragen sind deshalb interessant, weil sich die
Studierenden in der Regel ihre Themen selbständig wählen, und zwar auf Basis der Inhalte und Themen, die sie in
der Lehre, aber auch oft im Praktikum besonders angesprochen haben. Man kann also an den Antworten ablesen,
welcher Aspekt des Faches/des Berufsfelds die Studierenden interessiert und womit sie sich intensiv am Ende Ihres
5 Der Begriff „Praxis“ wird hier im Plural verwendet, weil „die Praxis“ in unterschiedlichen Organisationstypen (von der Universitätsbibliothek über die Mediendokumentation zur Gemeindebücherei) so
unterschiedlich ist, dass von „einer Praxis“ im Singular nicht gesprochen werden kann.
6 Vgl. Fachbeirat ekz GmbH (2017), Georgy (2017), Gantert et al.
(2018), Vonhof (2017), Petras et al. (2017).
7 Vgl. z. B. Ockenfeld (2020), Wimmer und Greifeneder (2018).
217
Studiums auseinandergesetzt haben. Daraus ergibt sich,
mit welchem „Tiefenwissen“ und ggf. auch mit welcher
beruflichen Orientierung (z. B. auf eine Bibliothekssparte) sie in den Beruf gehen – und ihn damit auf längere
Sicht auch transformieren. Gleichzeitig stellt im „Kleinen
Fach“ Bibliotheks- und Informationswissenschaft die Forschungsarbeit, die in Abschlussarbeiten geleistet wird, einen substantiellen Anteil der insgesamt geleisteten Forschungsarbeit dar. Man kann also umgekehrt auch an den
Themen ablesen, welche Fragen und Probleme der Fachcommunity wissenschaftlich bearbeitet werden, wo also
neues Wissen generiert wird, das dann der Community
wieder zugutekommen kann. Es zeigt sich daran auch,
inwieweit spezifische Fragestellungen einer Institution/
Sparte bearbeitet (oder vernachlässigt) werden und inwiefern sich das Profil der LIS verändert.
Das Potential einer solchen Themenanalyse wurde
bereits vor zehn Jahren erkannt: Für den Zeitraum von
2000 bis 2010 führte Prof. Dr. Gerhard Hacker (HTWK
Leipzig) bereits eine ähnliche Untersuchung durch.8 Hier
gab es allerdings ein etwas anderes Erkenntnisinteresse
und daher ein anderes methodisches Vorgehen. Die wichtigsten Unterschiede zwischen der Untersuchung von Prof.
Hacker und unserem Vorgehen fasst Tab. 1 zusammen. Der
herausragende Unterschied besteht sicher darin, dass damals nur publizierte Arbeiten mit einem hohen Aufwand
intellektuell ausgewertet wurden, während wir es darauf
anlegten, rudimentäre Informationen über eine möglichst
vollständige Liste der Arbeiten zu nutzen und so eine
möglichst breite Datenbasis auszuwerten.
Tab. 1: Unterschiede im Forschungsdesign zwischen Hacker (2010)
und Strauß und Wimmer (2021)
Hacker (2010)
Strauß und Wimmer
(2021)
Forschungsperspektive/Ausgangspunkt
Zusammenarbeit und
Wissenstransfer zwischen Hochschule und
Praxis
Wo sind die (Öffentlichen) Bibliotheken in
Forschung und Lehre?
Zeitraum
2000–2009
2010–2019
Hochschulen
HU Berlin, HS GraubünHU Berlin, FH
den, HAW Hamburg, TH
Darmstadt, HAW
Hamburg, FH Hannover, Köln, HTWK Leipzig, HdM
FH Köln, HTWK Leipzig, Stuttgart nur LIS-Institute, die explizit auch zu
FH Potsdam, HdM
Öffentlichen BibliotheStuttgart
ken lehren, daher ohne:
HS Darmstadt, HS Hannover, FH Potsdam
8 Hacker (2010).
218
Christiane Strauß und Ulla Wimmer
Tab. 1: (fortgesetzt)
Hacker (2010)
Strauß und Wimmer
(2021)
Untersuchte
Arbeiten
2 222 Abschlussarbeiten
676 Abschluss- und
Projektarbeiten, für die alle, deren Titeldaten erVolltext, Abstract oder mittelt werden konnten.
Inhaltsverzeichnis
publiziert waren.
Quellen
HS-Webseiten, RepositoHS-Webseiten, Zeitschriften-Inhalts verz., rien, HS-BibliotheksDABI, Infodata E-Depot kataloge, interne Listen
Methode
Autopsie der publizierten Texte oder Abstracts
Auswertung der Spartenbezug, Bezug
Arbeiten nach
auf eine namentlich
genannte Institution
(=Praxisbezug), Abschluss, Hochschule,
Jahr. 5 thematische
Cluster
Limitationen
Kodierung nur der
Titeldaten
Institutionenbezug und
Sparte, Abschluss,
Hochschule, Jahr, Autorengender. 29 ThemenKategorien in 9 Oberkategorien
unterschiedliche und
unterschiedliche und
inkonsistente Publikati- inkonsistente Verzeichnungspraxis an den
onspraxis an den
Hochschulen und im
Hochschulen (nichtZeitverlauf, Datenbasis
publizierte Arbeiten
teilweise nicht ganz
nicht einbezogen)
konsistent
2 Methodik und Grenzen
Um die Forschungsfrage zu beantworten, haben wir Abschlussarbeiten aller Art aus den Jahren 2010–2019 untersucht, also Bachelor, Master, Diplom- und (unspezifische)
„Abschlussarbeiten“. Ausgehend vom Forschungsinteresse wurden nur Hochschulen einbezogen, die explizit auch
zu Öffentlichen Bibliotheken lehren – d. h. enthalten sind
die HAW Hamburg, die HTWK Leipzig, Die FH Graubünden
(Chur), die HdM Stuttgart, die TH Köln und die HU Berlin.
Nicht enthalten sind die FH Darmstadt, FH Hannover und
FH Potsdam.
Im Sinne einer Diskursstrukturanalyse9 sollte die Datenbasis so umfassend wie möglich sein, also alle Arbeiten einbeziehen, deren Titeldaten auf irgendeine Art und
Weise zugänglich waren. Dies stellte sich als das größte
Problem – und die größte Limitation der Arbeit – heraus,
denn unter den Hochschulen, und bei jeder Hochschule
auch noch über einen Zeitraum von 10 Jahren, gab und
9 Vgl. Jäger (2000), Wimmer (2019b).
gibt es sehr unterschiedliche Praktiken und „Policies“, wie
Abschlussarbeiten verzeichnet werden. Verzeichnet werden z. B. „alle AutorInnen, die der Veröffentlichung nicht
widersprechen“ (HU Berlin, TH Köln), „alle Arbeiten, die
gedruckt in der Bibliothek vorliegen“ (HTWK Leipzig), „alle Arbeiten, die mindestens mit 2 bewertet wurden“ (diverse Hochschulen) bis hin zu „alle Arbeiten, die auf der
institutsinternen Liste geführt werden“ (HdM Stuttgart).
Öffentlich verzeichnet wird im Katalog, auf der Webseite
oder im Repositorium, mit jeweils sehr unterschiedlichen
Retrievalmöglichkeiten, was Auswirkungen auf die „Precision“ des Datensatzes hatte.
Dabei gibt es beträchtliche Abgrenzungs- und Vollständigkeitsprobleme; einerseits weil sich die Verzeichnungspraxis immer wieder geändert hat oder einfach
zeitlich hinterherhinkt. Zum anderen, weil in den Verzeichnissen teilweise auch Abschlussarbeiten aus angrenzenden Studiengängen enthalten sind, die man nicht ganz
trennscharf von LIS-Abschlussarbeiten separieren kann.
Das war vor allem bei der TH Köln der Fall mit den Studiengängen „Online-Redaktion“ und „Markt- und Medienforschung“, und bei der HAW Hamburg mit den Studiengängen „Digitale Kommunikation“ und „Digitale Transformation der Informations- und Medienwirtschaft“.
Letztlich ist die organisatorische und inhaltliche Nähe
zu anderen Studiengängen auch ein Ausdruck des sich
verbreiternden Themenspektrums in der LIS. Insgesamt
bedeutet das aber, dass die Datenbasis weder vollständig
noch ganz konsistent ist.10 Das Ziel war jedoch, die größtmögliche Anzahl an Arbeiten auszuwerten. Um dies zu
erreichen wurden einige Inkonsistenzen in Kauf genommen. Sie werden bei der Auswertung soweit möglich berücksichtigt.
Eine größere Einschränkung besteht darin, dass Aussagen über eine Entwicklung innerhalb des Betrachtungszeitraums nur sehr eingeschränkt und nur in den Jahren 2013 bis 2017 möglich sind. Weiterhin bestehen Differenzen in der Anzahl der erfassten Abschlussarbeiten je
Hochschule, die sich von 636 Titeln (HdM Stuttgart) bis zu
53 Titeln (FHGR Chur) erstrecken. Dies gilt es insbesondere
hinsichtlich der Aussagekraft der Themenprofile der Hoch10 Es liegen z. B. folgende Limitationen vor: 1) Datenerhebung war
im Januar 2020, daher ist das Jahr 2019 bei allen HS unvollständig
außer TH Köln und HdM Stuttgart, 2) Teilweise gibt es starke Schwankungen in der Titelzahl zwischen den Jahren, für die es keine andere
Erklärung als unterschiedliche Verzeichnungspraxis gibt. 3) Für das
IBI der HU Berlin konnten erst ab 2013, für die HS Graubünden ab
2016 die Daten ermittelt werden. 4) 80 Arbeiten der TH Köln stammen
definitiv aus dem Untersuchungszeitraum, haben aber keine Jahresangabe. 5) die Liste der HdM Stuttgart enthielt keine Autorenangabe,
daher war keine Genderauswertung möglich.
Worüber schreiben LIS-Studierende ihre Abschlussarbeiten?
schulen zu berücksichtigen. Tab. 2 zeigt die Verteilung der
ermittelten und untersuchten Arbeiten auf die sechs Hochschulen.
Tab. 2: Verteilung der untersuchten Titel auf Hochschulen. n = 2 222
Hochschule
Anzahl Titel
HdM Stuttgart
636
TH Köln
588
IBI HU Berlin
484
HAW Hamburg
239
HTWK Leipzig
222
FHGR Chur
53
219
Abschlussarbeiten ermöglichen. Im Laufe der Codierung
wurde das Schema vollständig ausgeschöpft, d. h., es gibt
kein Thema (unseres Kategorienschemas), das nicht besprochen wurde. Praktische Unsicherheiten in der Zuordnung wurden gemeinschaftlich analysiert und die Entscheidungen leitfadenähnlich festgehalten, beispielsweise
bei Fällen, in denen zwei oder mehr Kategorien in Frage
kamen oder ein sehr spezielles Thema einer Kategorie zugeordnet werden musste. Das Schema sowie die Codierhinweise können für spätere Untersuchungen wiederverwendet werden, um eine Wiederholung der Studie mit
Vergleich- und Übertragbarkeit der Ergebnisse zu ermöglichen.
3 Ergebnisse
Hinsichtlich der ermittelten Genderverteilung des Datensatzes ist festzuhalten, dass 70 % der Abschlussarbeiten
von Frauen und 30 % von Männern verfasst wurden.11 Dies
unterscheidet sich immerhin um fünf Prozentpunkte von
der aktuellen Genderverteilung im Beruf (Frauen: 75 %,
Männer: 25 %).12 Ob dies eine längerfristige Entwicklung in
der Zusammensetzung der Berufsgruppe indiziert, konnte
im Rahmen der Untersuchung nicht geklärt werden.
Insgesamt wurden nach Bereinigung, Entfernung von
Dubletten etc. 2 222 Datensätze ausgewertet. Standardmäßig wurden die Felder Titel, AutorIn und Jahr erfasst. Der
Spartenbezug ließ sich über die Sichtung des Titels ermitteln: Sofern eine Institution explizit genannt oder implizit
eindeutig gemeint war (Beispiel: Bibliotheksangebote für
Vorschulkinder), konnte eine Zuordnung in die Bereiche
Öffentliche Bibliotheken (ÖB), wissenschaftliche Bibliotheken (WB), Bibliotheken allgemein (kein Spartenbezug,
auch bibliothekarische Sonderformen) und sonstige Institutionen (beispielsweise Verlage, Archive, Museen etc.)
erfolgen. Arbeiten ohne BID-Institutionenbezug wurden
in die Bereiche Akademische Lebenswelt (Hochschulen,
Forschungseinrichtungen, Studium), Nichtakademische
Lebenswelt (Wirtschaft/Arbeitswelt, Privatleben/Freizeit
etc.) und Sonstiges aufgeteilt.
Die thematische Codierung der Datensätze erfolgte anhand des von einer der Autorinnen entwickelten Kategorienschemas, welches auf der Themengliederung des BIBOPUS-Repositoriums basiert.13 Es umfasst 29 Kategorien,
die ein differenziertes Bild der thematischen Vielfalt der
11 Die Ermittlung erfolgte auf Basis des Vornamens und resultiert in
einer binären Geschlechtskategorie.
12 Institut für Arbeitsmarkt -und Berufsforschung (2018). Die Zahlen
stammen aus dem Erhebungszeitraum 2013–2017.
13 Vgl. Wimmer (2019b) 182 f.
3.1 Wie präsent sind Bibliotheken in den
Abschlussarbeiten?
Zunächst geht es ganz grundlegend darum, wie präsent
Bibliotheken (egal welcher Sparte) in den Abschlussarbeiten von LIS-Studierenden waren. Die Auswertung zeigt:
70 %–75 % aller Abschlussarbeiten im Untersuchungszeitraum bezogen sich explizit auf Bibliotheken oder angrenzende Institutionen. 25–30 % aller Arbeiten hatten
keinen Bezug zu Bibliotheken oder Informationseinrichtungen. In dieses Segment fallen jedoch auch die Arbeiten,
von denen wir annehmen, dass sie aus angrenzenden
Studiengängen stammen.
Abb. 1: Institutionen- und Spartenbezug der Abschlussarbeiten
2010–2019 (n = 2 222)
220
Christiane Strauß und Ulla Wimmer
Abb. 2: Institutionen- und Spartenbezug bei den untersuchten Hochschulen. Ohne Arbeiten aus vermutlich angrenzenden Studiengängen
schäftigen sich mit Themen aus allen Lebensbereichen.
Diese Arbeiten können auch für Öffentliche Bibliotheken
relevant sein, wenn es z. B. um das Informationsverhalten
von SeniorInnen, von Eltern oder von Jugendlichen geht.
Legende zu Abb. 2
Die weitere Differenzierung in Abb. 1 zeigt: Jeweils ein
gutes Viertel (25 %–27 %) aller LIS-Abschlussarbeiten im
Zeitraum 2010–2019 bezog sich explizit auf Öffentliche
bzw. wissenschaftliche Bibliotheken. Sie waren in diesem
Zeitraum somit zu gleichen Teilen vertreten. Dazu kommen
noch einmal 15 % aller Arbeiten, die sich mit Bibliotheken
allgemein (ohne Spartenbezug) beschäftigten. Die Arbeiten mit Bibliotheksbezug sind folglich zu fast 80 % auf
eine konkrete Bibliothekssparte ausgerichtet.
Die Arbeiten ohne Institutionsbezug beschäftigten
sich zu einem guten Fünftel mit akademischen Themen:
Studium, Forschung, wissenschaftliches Publizieren,
Open Access, Forschungsdaten usw. Diese Arbeiten sind
häufig auch für wissenschaftliche Bibliotheken relevant.
Vier Fünftel der Arbeiten ohne Institutionenbezug be-
3.2 Gibt es beim Institutionen- und
Spartenbezug Unterschiede zwischen
den Hochschulen?
Bezüglich der Präsenz von Bibliotheken und anderen
Institutionen in den Abschlussarbeiten gibt es deutliche
Unterschiede zwischen den Hochschulen. (Aus dieser Auswertung wurden die Datensätze ausgeschlossen, die vermutlich aus angrenzenden Studiengängen stammen.)
Abb. 2 zeigt: Es gibt zwei Hochschulen, die HdM Stuttgart und die HTWK Leipzig, die einen besonders hohen
Anteil an bibliotheksbezogenen Arbeiten aufwiesen: 80–
90 %. Bei den anderen vier Hochschulen lag der Anteil
zwischen 50 und 70 %.
Bei vier Hochschulen (TH Köln, HAW Hamburg, HTWK
Leipzig, FHGR Chur) waren die bibliotheksbezogenen Arbeiten ganz grob gleich verteilt zwischen ÖB- und WBBezug. Das war anders bei der HdM Stuttgart und beim IBI
der HU Berlin: In Stuttgart überwog klar der ÖB-Bezug, in
Worüber schreiben LIS-Studierende ihre Abschlussarbeiten?
221
Abb. 3: Die 10 am häufigsten gewählten Themen aller Abschlussarbeiten
Worüber wird nun in den Abschlussarbeiten konkret geschrieben? Beim Blick auf die Top-10-Themen aller codierten Abschlussarbeiten – mit und ohne Institutionsbezug –
zeigt sich, dass der Themenkomplex „Management und
betriebliche Steuerung“ mit 13 % auf Position 1 liegt (s.
Abb. 3).
Die Arbeiten bespielen hierbei eine große Bandbreite
von Management- und Marketingfragestellungen: Projektund Changemanagement, Wissens-, Personal- und Qualitätsmanagement sowie klassische Methoden und Instrumente der Lenkung und Führung für Institutionen und
Unternehmen. Der Einsatz von Social Media, Online- und
Content-Marketing sind weitere typische Themen in diesem Datensatz.
Auf Position 2 befindet sich mit 7 %15 der Themenkomplex „Nutzerforschung, Informationsverhalten, Wissenschaftliches Arbeiten, Wissensgeschichte, Mediengeschichte“, fast gleichauf mit „Bibliothekarische Dienstleistungen, Bibliotheksbenutzung, Leihverkehr, Auskunft“
sowie „Erschließung, Linked Open Data, RDA“ an den Positionen 3 und 4. Weitere Top-Themen sind mit je 6 %
„Leseförderung, Bildungspartner Bibliothek, Schulbibliothek, Kinder- und Jugendbibliothek“ und „Interkulturelle
Bibliotheksarbeit, Diversity, spezielle Nutzergruppen“ sowie mit je 5 % die Themengebiete „Vermittlung von Informationskompetenz, Teaching Library, E-Tutorials, OPAC,
Discovery-Systeme, Portale, virtuelle Bibliotheken“ und
„Elektronische Publikationen, elektronisches Publizieren,
Forschungsdaten, Open Data, virtuelle Forschungsumgebungen“. Fragestellungen aus dem Bereich „Technik, Automatisierung, IT allgemein“ machen 4 % der Abschlussarbeiten aus. Es dominieren insgesamt ‚handfeste‘, (bibliotheks-) praktische und handlungsorientierte Themen.
Diese Top-10-Themen decken zwei Drittel der Abschlussarbeiten inhaltlich ab. Das verbliebene Drittel besteht aus Abschlussarbeiten, die den übrigen 19 Themenkategorien zugehörig sind.
Bereinigt man den Datensatz um diejenigen Arbeiten,
die vermutlich aus angrenzenden Studiengängen stammen (dies betrifft ca. 35 % der Management-Arbeiten und
ca. 19 % der Arbeiten zur Nutzerforschung), verändert sich
die Top 10 inhaltlich nicht. Der Anteil der Arbeiten mit
Fragestellungen aus dem Bereich „Management, betriebli-
14 Hacker (2010) 180 (Abb. 6).
15 Zur Erinnerung: Bei 29 Themenkategorien würden bei Gleichverteilung auf jede Kategorie 3,4 % der Arbeiten entfallen.
Berlin der WB-Bezug. Das reflektiert in gewisser Weise die
Geschichte der beiden Einrichtungen; es erklärt sich aber
vor allem auch durch die Art der Abschlüsse: Während die
Bachelor-Abschlüsse im Datensatz insgesamt ganz klar
überwogen, waren beim IBI eine hohe Zahl an Masterarbeiten aus dem Weiterbildenden Masterstudiengang Bibliotheks- und Informationswissenschaft eingeflossen.
Diese Arbeiten haben einen starken WB-Schwerpunkt.
Das Ergebnis bezüglich des Spartenbezugs entspricht
für die HdM Stuttgart, das IBI und die HAW Hamburg den
Ergebnissen, die Prof. Hacker für den Zeitraum 2000–2009
gefunden hat.14 Bei der TH Köln fand er einen deutlich
stärkeren WB-Bezug, der in den Daten von 2010–2019 nicht
mehr sichtbar war.
3.3 Über welche Themen schreiben
LIS-Studierende?
222
Christiane Strauß und Ulla Wimmer
Abb. 4: Themen, die am wenigsten für Abschlussarbeiten gewählt wurden
che Steuerung“ verringert sich zwar von 13 % auf 8 %,
führt jedoch weiterhin die Liste gewählter Themen an.
Arbeiten mit dem Schwerpunkt „Nutzerforschung, Informationsverhalten etc.“ befinden sich weiterhin unter den
Top-Themen (an Position 6 statt Position 2).
Betrachtet man die Bottom 10, also diejenigen Themen, über die in Abschlussarbeiten am wenigsten geschrieben wird, so sind dies z. B. systembezogene, rechtliche und (wissenschafts-)theoretische Untersuchungen
(vgl. Abb. 4). Arbeiten zu baulichen16/bibliothekstechnischen Fragestellungen sind ebenso selten vertreten wie
Arbeiten über das Selbstverständnis und die Rolle von
Bibliotheken in der Gesellschaft. Das „Bibliothekswesen
des Auslands (allgemein)“ und „Verlage/Informationswirtschaft“ werden ebenfalls kaum als Gegenstand studentischer Abschlussarbeiten gewählt. Gemeinsam ist diesen Themen, dass sie einen starken Theoriebezug haben
und ein komplexes methodisches Vorgehen erfordern, das
mit Blick auf die Rahmenbedingungen studentischer Abschlussarbeiten (Bearbeitungszeit, Umfang, Zugang zu Daten etc.) wenig praxistauglich ist. Vorstellbar ist auch, dass
die Themen als nicht förderlich für den Berufseinstieg bewertet werden. Das Thema Bibliotheksbau mag BachelorStudierenden noch weit entfernt erscheinen.
Ein Vergleich dieser Daten mit den Ergebnissen der
Untersuchung von Prof. Dr. Hacker ist insofern mit äußerster Vorsicht vorzunehmen, als sich die thematischen Auswertungskategorien im Zuschnitt unterscheiden. Es sind
16 Gemeint ist hier nicht die „Bibliothek als (Dritter) Ort“. Arbeiten
mit diesem Schwerpunkt finden sich in der Kategorie „Bibliothekarische Dienstleistungen, Bibliotheksbenutzung“ wieder.
keine belastbaren Aussagen über Themenentwicklungen
möglich. Mit aller damit verbundenen Unschärfe scheinen
die Themen in Hackers Themencluster „Management“
(das sind Bibliotheksbenutzung, Marketing, Öffentlichkeitsarbeit, zielgruppenspezifische Produktgestaltung17)
etwas zugenommen, die in seinem Themencluster „Vermittlung“ (Elektronisches Publizieren, Informationsvermittlung, Lese- und Informationskompetenzvermittlung,
Information Retrieval18) tendenziell etwas abgenommen
zu haben.
3.4 Themen der Arbeiten mit
Institutionenbezug
Welche Themen wurden für Arbeiten gewählt, die einen
Institutionenbezug (zu Bibliotheken, Archiven, Dokumentationseinrichtungen etc.) unabhängig von der Sparte haben? Von 1 538 Arbeiten behandeln zwei Drittel die Themen in Abb. 5.
Wie zu erwarten war, ist die Themenwahl nun eindeutig stärker auf die Herausforderungen und Besonderheiten
der jeweiligen Einrichtungen und Einrichtungstypen zugeschnitten: Fragen des Managements, der Benutzung
und Dienstleistungen sind nach wie vor dominant. Hinzu
kommen bei den Top-Themen die Kategorie „Erwerbung,
Lizenzen, Bestandsaufbau, Pflicht, Makulieren“ sowie Arbeiten zu „Sonstige Bibliothekstypen und Sammlungen“,
hier z. B. zu Patientenbibliotheken, OPLs, Speicher- oder
17 Vgl. Hacker (2010) 179.
18 Ebd.
Worüber schreiben LIS-Studierende ihre Abschlussarbeiten?
223
Abb. 5: Die 10 am häufigsten gewählten Themen aller Arbeiten mit Institutionenbezug (in orange: Themen, die im Vergleich zur Gesamtverteilung neu hinzugekommen sind)
Gedenkstättenbibliotheken. Auch der Bereich der „Historischen Sammlungen, Provenienzforschung, Bestandserhaltung, Buchgeschichte“ mit konkreten Beschreibungen und
Erschließungsarbeiten von und in überwiegend wissenschaftlichen Bibliotheken und Archiven/Museen ist hier
vertreten. Die zuvor häufig vertretenen Themen „Nutzer(und Informationsverhaltens-)forschung“ und „Elektronisches Publizieren“ fallen hier ab, da sie zu einem Großteil
(60 %) in Arbeiten ohne Institutionenbezug behandelt
werden. Hierbei werden Fragen der Nutzer- und Informationsverhaltensforschung v. a. in nichtakademischen Lebensbereichen, Fragestellungen des „Elektronisches Publizierens“ im akademischen Bereich untersucht.
Außerdem sind wir der Frage nachgegangen, ob es
Unterschiede in der Themenwahl bei Arbeiten mit ÖB- und
WB-Bezügen gibt. Es zeigt sich, dass diese Unterschiede
sowohl bei den Themen an sich als auch bei der Verteilung
der Themen bestehen.
Abschlussarbeiten zu Öffentlichen Bibliotheken konzentrieren sich thematisch stark auf die Bereiche „Leseförderung, Bildungspartnerschaften, Kinder- und Jugendbibliotheken“ (21 %) sowie „Interkulturelle Bibliotheksarbeit, Diversity, spezielle Nutzergruppen“ (18 %) und
„Bibliothekarische Dienstleistungen“ (10 %). Mit diesen
drei Themen wird bereits rund die Hälfte der Arbeiten
inhaltlich beschrieben (s. Abb. 6).
Bei den Arbeiten zu wissenschaftlichen Bibliotheken ist die Themenwahl weniger konzentriert und gleichmäßiger verteilt (s. Abb. 7). An den Positionen 1-2 stehen
mit je 10 % die Kategorien „Erschließung, Linked Open
Data, RDA“ (bei Arbeiten zu ÖBs erwartungsgemäß kaum
gewählt) sowie Arbeiten mit dem Fokus „Historische
Sammlungen, Provenienzforschung, Bestandserhaltung,
Buchgeschichte“. Fragen der „Bibliothekarischen Dienst-
leistungen“ werden bei beiden Spartenbezügen (ÖB/WB)
mit jeweils 10 % gleich häufig als Thema gewählt. Auch
der Themenbereich „Vermittlung von Informationskompetenz“ kommt in Arbeiten beider Sparten in den Top-10Themen vor, ebenso die Kategorie „Management, betriebliche Steuerung“. Während bei den ÖB-Arbeiten „Interkulturelle Bibliotheksarbeit“ ein sehr prominentes Thema ist
(Position 2), spielt es bei den WB-Arbeiten kaum eine Rolle
(lediglich 1 % der Arbeiten mit WB-Bezug) und das, obwohl im Wintersemester 2019/20 über 400 000 ausländische Studierende an deutschen Hochschulen immatrikuliert waren.19 Hier böte sich Potential für interessante
Abschlussarbeiten. Umgekehrt ist „Erwerbung“ eines der
Top-Themen in WB-Arbeiten (Position 5), nicht jedoch in
Arbeiten zu ÖBs (Position 10). Zusammenfassend lässt sich
sagen, dass es eine eindeutige spartenspezifische Themenwahl in den Abschlussarbeiten gibt.
3.5 Gibt es bei der Themenwahl Unterschiede
zwischen den Hochschulen?
Bei Betrachtung der gewählten Abschlussarbeitsthemen je
Hochschule lassen sich individuelle Profile beobachten (s.
Abb. 8). Die Datensätze der Abschlussarbeiten aus vermutlich angrenzenden Studiengängen sind von der Auswertung ausgenommen.
19 Daten von Statista entnommen: https://de.statista.com/statistik/
daten/studie/301225/umfrage/auslaendische-studierende-in-deutsch
land-nach-herkunftslaendern/.
224
Christiane Strauß und Ulla Wimmer
Abb. 6: Über 75 % der Arbeiten mit ÖB-Bezug behandeln die acht farbig dargestellten Themen
Abb. 7: Über 75% der Arbeiten mit WB-Bezug behandeln die zehn farbig dargestellten Themen
Worüber schreiben LIS-Studierende ihre Abschlussarbeiten?
225
Abb. 8: Top-5-Themen von Abschlussarbeiten nach Hochschule
Bei drei der sechs Hochschulen finden sich Themen auf
den vorderen Positionen wieder, die über alle untersuchten Abschlussarbeiten hinweg keine Top-Themen sind,
also als Profilelemente angesehen werden können. Arbeiten der HTWK Leipzig zeigen im Bereich „Historische Sammlungen, Provenienzforschung, Bestandserhaltung, Buchgeschichte“ eine Profilspitze (Position 1). An
der HAW Hamburg werden besonders häufig Arbeiten zu
Fragestellungen der „Kultur-, Veranstaltungs-, Öffentlichkeits- und Programmarbeit“ untersucht (Position 3). Für
die FH Graubünden lassen sich aufgrund der geringen
Anzahl von Datensätzen nur sehr limitiert Aussagen treffen. Erkennbar ist, dass „Nutzerforschung und Technik,
Automatisierung, IT allgemein“ häufig gewählte Themen
sind. Der Bereich „Verlage, Informationswirtschaft“ ist außerdem stark vertreten (an Position 3). Die Themenbereiche sind insgesamt breiter und weniger institutions- und
spartenspezifisch angelegt.
Bei zwei Hochschulen sind ebenfalls Themenschwerpunkte nachweisbar: an der HdM Stuttgart im Bereich
„Leseförderung, Bildungspartnerschaft, Kinder- und Jugendbibliotheken“ (an Position 1), was mit der Möglichkeit
der Schwerpunktbildung im Studienverlauf des BA-Studiengangs („Bibliotheks-, Kultur- und Bildungsmanagement“) zusammenhängt. Am IBI Berlin findet sich das
Thema „Elektronisches Publizieren, Open Access, Open
Science“ an der Top-Position. Zusammen mit den Positionen 2 („Erschließung“) und 3 („Nutzerforschung“) spiegelt
diese Reihung die langjährige Zusammensetzung der Lehrstühle des Instituts wieder.
Das Themenprofil der TH Köln liegt sehr nah an der
allgemeinen Themenverteilung und bildet somit ein breites und vielfältiges Spektrum ab. Zu „OPACs, DiscoverySysteme, Portale, virtuelle Bibliotheken“ gibt es häufiger
Arbeiten als im Durchschnitt.
Es wird deutlich, dass kein Hochschulprofil dem anderen gleicht. Schwerpunkte und Spezifika sind eindeutig
feststellbar.
4 Fazit und Ausblick
Auch wenn der Begriff Bibliothek aus vielen Studiengangsbezeichnungen verschwunden ist, prägen Bibliotheken
nach wie vor die Disziplin: Die Studierenden in den untersuchten LIS-Studiengängen mit ÖB-Bezug schreiben ca.
drei Viertel aller Abschlussarbeiten mit einem direkten
Bezug auf BID-Einrichtungen, und zwar zu gleichen Teilen
über Öffentliche und wissenschaftliche Bibliotheken.
Die Studierenden wählen ganz überwiegend handlungs- und praxisbezogene Themen aus, das zeigt sich
in den Hauptthemenfeldern Management, Benutzung, Erschließung, Kompetenzförderung oder Arbeit mit besonderen Nutzergruppen. Dabei gibt es deutliche Themenunterschiede zwischen den Sparten der Öffentlichen und
der wissenschaftlichen Bibliotheken. Es gibt darüber hinaus auch klare Profilunterschiede zwischen den sechs
Hochschulen: die verschiedenen Studiengänge und Lehrstühle zeichnen sich deutlich ab.
Aus unserer Sicht ergeben sich interessante Erkenntnisse bezüglich der Entwicklung sowohl von Disziplin und
Profession und der Verschränkung der beiden Bereiche. Es
würde daher Sinn machen, die Untersuchung in größeren
Abständen zu wiederholen. Damit konsistentere Daten zur
Verfügung stehen und Zeitreihen gebildet werden können,
wäre es hilfreich, wenn sich die Hochschulen zu einer
beständigeren, kontinuierlichen Verzeichnungspraxis für
ihre Arbeiten entschließen könnten.
226
Christiane Strauß und Ulla Wimmer
Literaturverzeichnis
Barbian, Jan-Pieter; Vonhof, Cornelia (2017): „The Times they are achangin‘“. Welche Qualifikationen und Kompetenzen benötigen
Bibliothekare in der Zukunft? In: BuB – Forum Bibliothek und
Information, 462–69.
Fachbeirat ekz GmbH (2017): Positionspapier „Berufsbild und
Entwicklung“. In: Bibliotheksdienst, 51 (10/11), 876–77.
Gantert, Klaus; Neher, Günther; Schade, Frauke (2018): Die digitale
Transformation meistern: Aktuelle Entwicklungen in der bibliotheks- und informationswissenschaftlichen Aus- und Weiterbildung. In: BIBLIOTHEK – Forschung und Praxis, 42 (3), 441–52.
Georgy, Ursula (2017): Bibliotheks- und informationswissenschaftliche Aus- und Weiterbildung: Herausforderungen und Perspektiven. In: Bibliotheksdienst, 51, (10/11), 864–75.
Hacker, Gerhard (2010): Neue Qualitäten beim Wissenstransfer
zwischen Hochschule und Berufspraxis? Eine Analyse deutscher
LIS-Projekt- und Graduierungsarbeiten des letzten Jahrzehnts.
In: Information – Wissenschaft & Praxis, 61 (3), 175–80.
Institut für Arbeitsmarkt -und Berufsforschung (2018): Berufe im
Spiegel der Statistik. Verfügbar unter http://bisds.iab.de/Defau
lt.aspx?beruf=BG733®ion=1&qualifikation=0.
Jäger, Siegfried (2000): Theoretische und methodische Aspekte einer
Kritischen Diskurs- und Dispositivanalyse. In: Handbuch Sozialwissenschaftliche Diskursanalyse. Opladen: Leske + Budrich.
Verfügbar unter http://www.diss-duisburg.de/Internetbiblio
thek/Artikel/Aspekte_einer_Kritischen_Diskursanalyse.htm#_
ftn14.
Konferenz der informations- und bibliothekswissenschaftlichen
Ausbildungs- und Studiengänge (2018): Konferenz der informations- und bibliothekswissenschaftlichen Ausbildungs- und
Studiengänge (KIBA)/Sektion 7 im Deutschen Bibliotheksverband und Humboldt-Universität zu Berlin, Institut für Bibliotheks- und Informationswissenschaft. Paneldiskussion: Öffentliche Bibliotheken in Forschung und Lehre — Institut für Bibliotheks- und Informationswissenschaft. Institut für Bibliotheksund Informationswissenschaft. 4. Dezember 2018. Verfügbar
unter https://www.ibi.hu-berlin.de/de/online-archiv/veranstal
tungen/paneldiskussionoeb.
Ockenfeld, Marlies (2020): Informationswissenschaft – Bandbreite
und Ausrichtungen in der DACH-Region. In: Information Wissenschaft & Praxis.
Petras, Vivien; Gäde, Maria; Rügenhagen, Melanie; Wimmer, Ulla
(2017): Die bibliotheks- und informationswissenschaftlichen
Masterstudiengänge an der Humboldt-Universität zu Berlin. In:
Bibliotheksdienst, 51 (10/11), 891–900.
Vonhof, Cornelia (2017): Bachelor und Berufspraxis – das Studienmodell der Hochschule der Medien Stuttgart. In: Bibliotheksdienst, 51 (10/11), 923–34.
Wimmer, Ulla (2019a): Wo sind die Öffentlichen Bibliotheken in
Forschung und Lehre? In: Bibliothek 2030. Humboldt-Universität
zu Berlin. Verfügbar unter https://edoc.hu-berlin.de/handle/18
452/20928.
Wimmer, Ulla (2019b): Die Geschichte vom großen Ö. Die Position der
Öffentlichen Bibliotheken im Bibliotheksfeld und im bibliothekarischen Fachdiskurs der Bundesrepublik Deutschland seit 1964.
Berlin: Humboldt-Universität. Verfügbar unter https://edoc.hu-b
erlin.de/handle/18452/20588.
Wimmer, Ulla; Greifeneder, Elke (2018): Die 90-jährige, die aus dem
Bibliotheksfenster steigt – und bleibt. Forschung und Lehre am
Institut für Bibliotheks- und Informationswissenschaft der
Humboldt Universität zu Berlin. Vortrag. Gehalten auf: 107. Deutscher Bibliothekartag, Berlin. Verfügbar unter https://opus4.ko
bv.de/opus4-bib-info/frontdoor/index/index/docId/15743.
Wimmer, Ulla; Strauß, Christiane (2021): Worüber schreiben LISStudierende ihre Abschlussarbeiten? Vortrag. Gehalten auf: 109.
Deutscher Bibliothekartag, Bremen. Verfügbar unter https://
opus4.kobv.de/opus4-bib-info/frontdoor/index/index/docId/
17712.
Christiane Strauß
Humboldt-Universität zu Berlin
Institut für Bibliotheks- und
Informationswissenschaft
Unter den Linden 6
D-10099 Berlin
christiane.strauss@ibi.hu-berlin.de
Ulla Wimmer
Humboldt-Universität zu Berlin
Institut für Bibliotheks- und
Informationswissenschaft
Unter den Linden 6
D-10099 Berlin
ulla.wimmer@ibi.hu-berlin.de
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Twenty-first century: the beginning of the replacement parts era?
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Twenty-first century: the beginning of the replacement
parts era?
Século XXI: o início da era das peças de reposição? Alessandro Wasum MarianiI, Paulo Manuel Pêgo-FernandesII For many years, science fiction explored the idea of treating diseases by means of using artificial
devices. References to replacement of human organs by implantable mechanical devices can be
found in many books and films. The advances within medicine and bioengineering that have
been achieved between the end of the twentieth century and the present date seem to be turn
ing this dream into reality. IMD. Thoracic Surgeon, Instituto Dante
Pazzanese de Cardiologia, and Postgraduate
Student in the Discipline of Thoracic and
Cardiovascular Surgery, Faculdade de Medicina
da Universidade de São Paulo (FMUSP). IIMD, PhD. Associate Professor, Discipline
of Thoracic Surgery, Instituto do Coração
(InCOR), Hospital das Clínicas (HC), Faculdade
de Medicina da Universidade de São Paulo
(FMUSP), São Paulo, Brazil. There are now six indexed scientific journals specifically focusing on this topic (Artificial
Organs; Journal of Artificial Organs; Artificial Organs Today; Biomaterials, Artificial Cells, and
Artificial Organs; Biomaterials, Medical Devices and Artificial Organs; and Trends in Bioma
terials and Artificial Organs), and there is absolutely no doubt that this exemplifies the impor
tance of this subject. Another indication of the seriousness of such research is that a search in
the PubMed database using the key word “Artificial Organs” produces 43,411 retrieved results. The interest in this field has grown as materials with greater biocompatibility have become
available and as device miniaturization has progressively accelerated.1 Private initiative, sepa
rately or in association with university departments and research institutes, has funded a good
proportion of this research, which has already resulted in patents and commercially marketed
devices. The need for specialized professionals, whether as physicians, engineers, biologists or
bioengineers, is growing and thus opening up new avenues for these professions. Among the organs that might be replaced, research is advancing particularly in relation
to development of an artificial heart, kidney replacement therapy using “portable” machines,
replacement limb orthoses and devices performing the endocrine function of the pancreas. Dialysis is the most widely used form of replacement of internal organ function with an artificial
device. However, the need for dialysis sessions in which the patient remains literally a prisoner of the
machine has a major impact on the quality of life of patients with kidney failure. editorial editorial editorial IMD. Thoracic Surgeon, Instituto Dante
Pazzanese de Cardiologia, and Postgraduate
Student in the Discipline of Thoracic and
Cardiovascular Surgery, Faculdade de Medicina
da Universidade de São Paulo (FMUSP).
IIMD, PhD. Associate Professor, Discipline
of Thoracic Surgery, Instituto do Coração
(InCOR), Hospital das Clínicas (HC), Faculdade
de Medicina da Universidade de São Paulo
(FMUSP), São Paulo, Brazil. Twenty-first century: the beginning of the replacement
parts era?
Século XXI: o início da era das peças de reposição? Miniaturization of
dialysis systems has now made it possible to construct and, on an experimental basis, to use porta
ble dialysis devices that can be attached to the patient’s body, thus allowing some activities to be per
formed during the dialysis period. In 2008, Gura et al. published a paper on a non-implantable dialy
sis device that was adapted to be inserted in a vest, thereby providing the patient with full mobility.2 Development of an artificial heart has now been studied for approximately 50 years. Today, this research has given rise to several long-term devices known as VADs (ventricular
assist devices), which can be implanted. These devices enable life support through increased
cardiac function for prolonged periods. Among these, the ones that have been most studied
are: DeBakey VAD (MicroMed, Houston, United States), HeartMate II (Thoratec, Pleasanton,
United States), DuraHeart (Terumo, Ann Arbor, United States), Incor (Berlin Heart, Germany)
and HeartWare HVAD (HeartWare, Framingham, United States). Although complete artificial hearts now exist, the problems inherent to such devices (need
for anticoagulation and battery life, among others) have so far meant that they are not used
as the definitive treatment for most patients. Their use is often as a bridge to transplantation.3
Nevertheless, since research is heading towards solutions for these problems, many investi
gators believe that such devices will be increasingly used in a definitive manner, within a few
years. Another important point is that studies have already demonstrated that these devices,
even with their limitations, have the capacity to increase not only the survival but also the
quality of life of patients with advanced heart diseases.4 Sao Paulo Med J. 2012; 130(2):75-6 75 EDITORIAL | Mariani AW, Pêgo-Fernandes PM Refinement of the bioengineering will also make it possible for organs with endocrine functions to be replaced. The best examples
are systems capable of replacing the endocrine function of the pancreas. Devices known as “insulin bombs”, which have been devel
oped and are already in clinical use, consist of microprocessor systems that measure blood glucose levels and automatically respond
with insulin infusions. Twenty-first century: the beginning of the replacement
parts era?
Século XXI: o início da era das peças de reposição? No implantable models are currently commercially available, but the progressive reduction in volume and
increase in precision of these devices indicate that, in the near future, an “implantable artificial endocrine pancreas” may become avail
able for treating diabetes mellitus.5 Although ventilatory support and oxygenation machines (extracorporeal circulation) are well-known replacements for lung func
tion, no prototypes for lungs that could be implantable yet exist. Nonetheless, the emergence of smaller-sized devices such as the New
Lung,6 along with advances in tissue bioengineering, can be expected to motivate researchers in this field. Medicine and engineering are rapidly and consistently advancing together within the field of development of artificial organs. Recent papers like those described here signal that we will soon have new therapeutic alternatives available. However, the real impact
of these devices on longevity and quality of life among the population can be expected to remain unknown for many years. The high
estimated cost of using these products and what this will represent for the already far too high cost of modern medicine is the most
worrying factor. 76 Sao Paulo Med J. 2012; 130(2):75-6 REFERENCES 1. Journal of Artificial Organs Editorial Committee. Journal of Artificial
Organs 2010: the year in review. J Artif Organs. 2011;14(1):1-8. Date of first submission: December 6, 2011
Last received: December 6, 2011
Accepted: December 19, 2011 2. Gura V, Ronco C, Nalesso F, et al. A wearable hemofilter for continuous
ambulatory ultrafiltration. Kidney Int. 2008;73(4):497-502. 3. Potapov EV, Krabatsch T, Ventura HO, Hetzer R. Advances in
mechanical circulatory support: year in review. J Heart Lung
Transplant. 2011;30(5):487-93. Address for correspondence:
Alessandro Wasum Mariani
Rua João Moura 690 — apto 121
Pinheiros — São Paulo (SP) — Brasil
CEP 05412-001
E-mail: alessandro_mariani@hotmail.com 4. Allen JG, Weiss ES, Schaffer JM, et al. Quality of life and functional
status in patients surviving 12 months after left ventricular assist
device implantation. J Heart Lung Transplant. 2010;29(3):278-85. 5. Nishida K, Shimoda S, Ichinose K, Araki E, Shichiri M. What is artificial
endocrine pancreas? Mechanism and history. World J Gastroenterol. 2009;15(33):4105-10. 6. Ota K. Advances in artificial lungs. J Artif Organs. 2010;13(1):13-6. 76 Sao Paulo Med J. 2012; 130(2):75-6
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Induction of tumor inhibitory anti-angiogenic response through immunization with interferon Gamma primed placental endothelial cells: ValloVax™
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* Correspondence: thomas.ichim@gmail.com
†Equal contributors
1Batu Biologics Inc, San Diego, 9255 Towne Centre Drive, Suite 450, San
Diego, CA 92121, USA
Full list of author information is available at the end of the article RESEARCH Open Access Open Access Ichim et al. Journal of Translational Medicine (2015) 13:90
DOI 10.1186/s12967-015-0441-0 Abstract Background: While the concept of angiogenesis blockade as a therapeutic intervention for cancer has been
repeatedly demonstrated, the full promise of this approach has yet to be realized. Specifically, drugs such as
VEGF-blocking antibodies or kinase inhibitors suffer from the drawbacks of resistance development, as well as
off-target toxicities. Previous studies have demonstrated feasibility of specifically inducing immunity towards
tumor endothelium without consequences of systemic autoimmunity in both animal models and clinical settings. Method: Placenta-derived endothelial cells were isolated and pretreated with interferon gamma to enhance
immunogenicity. Syngeneic mice received subcutaneous administration of B16 melanoma, 4 T1 mammary
carcinoma, and Lewis Lung Carcinoma (LLC), followed by administration of control saline, control placental
endothelial cells, and interferon gamma primed endothelial cells (ValloVax™). Tumor volume was quantified. An LLC metastasis model was also established and treated under similar conditions. Furthermore, a safety
analysis in non-tumor bearing mice bracketing the proposed clinical dose was conducted. Results: ValloVax™immunization led to significant reduction of tumor growth and metastasis as compared to
administration of non-treated placental endothelial cells. Mitotic inactivation by formalin fixation or irradiation
preserved tumor inhibitory activity. Twenty-eight day evaluation of healthy male and female mice immunized
with ValloVax™resulted in no abnormalities or organ toxicities. Conclusion: Given the established rationale behind the potential therapeutic benefit of inhibiting tumor
angiogenesis as a treatment for cancer, immunization against a variety of endothelial cell antigens may produce the
best clinical response, enhancing efficacy and reducing the likelihood of the development of treatment resistance. These data support the clinical evaluation of irradiated ValloVax™as an anti-angiogenic cancer vaccine. Induction of tumor inhibitory anti-angiogenic
response through immunization with interferon
Gamma primed placental endothelial cells:
ValloVax™ Thomas E Ichim1*†, Shuang Li2†, Hong Ma1, Yuliya V Yurova3, Julia S Szymanski1, Amit N Patel4, Santosh Kesari5,6,
Wei-Ping Min7 and Samuel C Wagner1 © 2015 Ichim et al.; licensee BioMed Central. This is an Open Access article distributed under the terms of the Creative
Commons Attribution License (http://creativecommons.org/licenses/by/4.0), which permits unrestricted use, distribution, and
reproduction in any medium, provided the original work is properly credited. The Creative Commons Public Domain
Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article,
unless otherwise stated. Background Antitumor activity
was also caused by the adoptive transfer of isolated spleen
lymphocytes, thus demonstrating induction of tumor spe-
cific immunity [30]. Other approaches have been utilized
to induce immunity to VEGFR2, which resulted in in-
duction of tumor regression without systemic toxicities
[31-36]. Tumor endothelial marker 1 or endosialin is an-
other antigen found selectively on the tumor vasculature. Facciponte et al. demonstrated that a DNA vaccination
targeting endosialin reduced tumor vascularity, increased
CD3+ T cell infiltration, and was correlated with signifi-
cant inhibition of tumor growth. Epitope spreading to
tumor antigens following the initial immune response
against the tumor vasculature gives evidence that targeting
the tumor endothelium may activate a cascade of path-
ways conducive to tumor regression. Additionally, the
DNA vaccination against endosialin did not affect other
angiogenesis dependent physiological processes, exhibiting
no adverse effects on menstruation, embryonic develop-
ment, pregnancy, and wound healing in mouse models
[14]. Other markers associated with tumor blood vessels
have been utilized therapeutically in animal models for
vaccination purposes including survivin [37-39], xenogen-
eic FGF2R [40], VEGF [41], VEGF-R2 [42], MMP-2 [43],
and endoglin [44,45]. Although tumor endothelial cells are more genetically
bl
h
h
ll
h
d
i
h
ibili
f exceedingly difficult to develop effective immunotherapies
targeting tumor-derived antigens. A novel approach to-
wards inducing anti-tumor immunity would be to target
not the tumor itself, but the blood supply feeding the
tumor, an essential mechanism of tumor growth. g
Immunological targeting of tumor endothelium is ap-
pealing based on: a) For every tumor endothelial cell thera-
peutically neutralized approximately 200–300 tumor cells
perish, thus reducing ability of tumors to lose expression
of antigens; b) The immune system is in direct contact
with the tumor endothelium, while immune access inside
tumors is difficult due to areas of necrosis and high inter-
stitial pressure; and c) Demonstrated prior efficacy of other
anti-angiogenesis inhibitory compounds such as bevacizu-
mab [11,12]. Furthermore, the elevated expression of Fas
Ligand on the tumor endothelium mediates the selective
killing of CD8+ Tumor Infiltrating Lymphocytes (TIL)
allowing for a predominance of FoxP3+ T regulatory
cells (Treg) to infiltrate the tumor microenvironment,
demonstrating that the tumor blood vessels act as an
immunological barrier promoting tumor tolerance [13]. Immune-mediated destruction of the tumor endothelium
has been shown to significantly increase TILs in mouse
models, which was correlated with tumor regression [14]. Background tumors lack expression of co-stimulatory molecules critical
for the activation of naïve T cells, and suppress the expres-
sion of these molecules on antigen presenting cells [9]. Tolerogenic means elaborated by the tumor inhibit T cell
activation while creating a microenvironment conducive to
T cell exhaustion. Poor T cell function in the tumor micro-
environment allows tumors to escape immune-mediated
destruction promoting the developent of treatment resist-
ance through immunoediting [10]. The ability of tumors
to escape immune pressure and sculpt their immuno-
genic phenotype to evade immune destruction makes it Tumors utilize a variety of molecular mechanisms to evade
the immune response, including loss of tumor specific an-
tigens [1-3], suppression of antigen presenting machinery
such as transporter associated protein and MHC expres-
sion [4-7], and the production of immunosuppressive fac-
tors, both soluble and surface bound [8]. Additionally, * Correspondence: thomas.ichim@gmail.com
†Equal contributors
1Batu Biologics Inc, San Diego, 9255 Towne Centre Drive, Suite 450, San
Diego, CA 92121, USA
Full list of author information is available at the end of the article Page 2 of 9 Ichim et al. Journal of Translational Medicine (2015) 13:90 response to Robo4, with no objectively detectable adverse
effects on health, including normal menstruation and
wound healing. Robo4 vaccinated mice showed im-
paired fibrovascular invasion and angiogenesis in a rodent
sponge implantation assay, as well as a reduced growth of
implanted syngeneic Lewis lung carcinoma. The anti-
tumor effect of Robo4 vaccination was present in CD8 de-
ficient mice but absent in B cell or IgG1 knockout mice,
suggesting antibody-dependent cell mediated cytotoxicity
as the anti-vascular/anti-tumor mechanism [23]. An-
other antigen that is more ubiquitously found throughout
the body, but with higher expression on tumor endothelial
cells is the VEGF receptor 2 (VEGFR2) which is typ-
ically found on hematopoietic stem cells and endothelial
progenitor cells [24-29]. Despite expression on non-
malignant tissue, successful induction of antitumor im-
munity has been demonstrated using various immunization
means against this antigen. Yan et al. utilized irradiated
AdVEGFR2-infected cell vaccine-based immunotherapy
in the weakly immunogenic and highly metastatic 4 T1
murine mammary cancer model. Lethally irradiated,
virus-infected 4 T1 cells were used as vaccines. Vaccin-
ation with lethally irradiated AdVEGFR2-infected 4 T1
cells inhibited subsequent tumor growth and pulmonary
metastasis compared with challenge inoculations. Angio-
genesis was inhibited, and the number of CD8+ T lympho-
cytes was increased within the tumors. Preparation of vaccine Full term human placentas were collected from delivery
room under informed consent. Fetal membranes were
manually peeled back and the villous tissue is isolated
from the placental structure. Villous tissue was subse-
quently washed with cold saline to remove blood and
scissors used to mechanically digest the tissue. Lots of
25 grams of minced tissue were incubated with approxi-
mately 50 ml of HBSS with 25 mM of HEPES and 0.28%
collagenase, 0.25% dispase, and 0.01% DNAse at 37 Celsius. The mixture of minced placental villus tissue and digest-
ing solution was incubated under stirring conditions for
three incubation periods of 20 minutes each. Ten minutes
after the first incubation period and immediately after the
second and third incubation periods, the DNAse was
added to make up a total concentration of DNase, by vol-
ume, of 0.01%. In the first and second incubations, the in-
cubation flask is set at an angle, and the tissue fragments
allowed to settle for approximately 1 minute, with 35 ml
of the supernatant cell suspension being collected and re-
placed by 38 ml (after the first digestion) or 28 ml (after
the second digestion) of fresh digestion solution. After the
third digestion the whole supernatant was collected. The
supernatant collected from all three incubations was then
pooled and is poured through approximately four layers of
sterile gauze and through one layer of 70 micrometer poly-
ester mesh. The filtered solution was then centrifuged for
1000 g for 10 minutes through diluted new born calf
serum, said new born calf serum diluted at a ratio of 1 vol-
ume saline to 7 volumes of new born calf serum. The
pooled pellet was then resuspended in 35 ml of warm
DMEM with 25 mM HEPES containing 5 mg DNase I. The suspension was subsequently mixed with 10 ml of
90% Percoll to give a final density of 1.027 g/ml and centri-
fuged at 550 g for 10 minutes with the centrifuge brake off. The pellet was then washed in HBSS and cells incubated
for 48 hours in complete DMEM media. After 3–4 pas-
sages cells were incubating in media containing 100 IU of
IFN-gamma per ml. Preparation of vaccine Subsequent to incubation cells were
either used: a) unmanipulated; b) used as a lysate, with 10
freeze thaw cycles in liquid nitrogen, subsequent to which
lysate was filtered through a 0.2 micron filter; c) mitotically
inactivated by irradiation at 10 Gy; or d) inactivated by fix-
ation in 0.5% formalin and subsequently washed. In this current study it was demonstrated that placen-
tal endothelial cells that are interferon gamma primed
potently inhibit tumor growth in 3 histologically distinct
animal models, as well as suppress pulmonary metastasis
subsequent to intravenous tumor administration. Fur-
thermore, the therapeutic effect was retained when pla-
cental endothelial cells have been mitotically inactivated
by either formalin or irradiation. The success of this new
approach may provide a new way to develop clinical ef-
fective placental cells vaccination against a wide variety
of tumors by targeting tumor angiogenesis. Background Additionally, the authors
found that, immunity targeted to tumor vasculature was
induced and was responsible for the anti-tumor activity,
which was not associated with any noticeable toxicity to-
ward non-malignant tissues [48,49]. From a clinical per-
spective, a 17 patient trial demonstrated that HUVEC
vaccine therapy significantly prolonged tumor doubling
time and inhibited tumor growth in patients with recur-
rent glioblastoma, inducing both cellular and humoral
responses against the tumor vasculature without any
adverse events or noticeable toxicities [50]. The clinical
efficacy of using HUVEC vaccination to break tolerance to
tumor angiogenesis has also been demonstrated in pa-
tients with colorectal cancer and malignant brain tumors
without any observable adverse effects on healthy angio-
genesis [20]. CO2. The murine mammary carcinoma 4 T1 cells (ATCC)
were grown DMEM medium (Sigma-Aldrich) with 10%
FBS, l-glutamine, penicillin, and streptomycin at 37°C
in 5% CO2. Lewis Lung Carcinoma (LLC) is a murine
lung carcinoma originating from C57/BL6 mice. The cells
were maintained in RPMI 1640 supplemented with 10%
fetal bovine serum, 2 mM glutamine (Gibco-BRL, Life
Technologies, Inc.). The cell line was cultured at 37°C in a
5% incubator. has been reported in tumor associated vascular cells
[46,47]. Accordingly, a polyvalent vaccine approach tar-
geting the immune system toward a plethora of endothe-
lial cell antigens specific to the tumor endothelium may
be more effective. With this approach comes a heightened
theoretical risk of autoimmunity. Despite these theoretical
concerns successful immunization against tumor endothe-
lium has been performed utilizing Human Umbilical Vein
Endothelial Cells (HUVEC). Wei et al. demonstrated that
vaccination of mice with fixed xenogeneic whole endothe-
lial cells (in the form of HUVEC) as a vaccine was effective
in affording protection from tumor growth, inducing
regression of established tumors, and prolonging the sur-
vival of tumor-bearing mice. Additionally, the authors
found that, immunity targeted to tumor vasculature was
induced and was responsible for the anti-tumor activity,
which was not associated with any noticeable toxicity to-
ward non-malignant tissues [48,49]. From a clinical per-
spective, a 17 patient trial demonstrated that HUVEC
vaccine therapy significantly prolonged tumor doubling
time and inhibited tumor growth in patients with recur-
rent glioblastoma, inducing both cellular and humoral
responses against the tumor vasculature without any
adverse events or noticeable toxicities [50]. Background The clinical
efficacy of using HUVEC vaccination to break tolerance to
tumor angiogenesis has also been demonstrated in pa-
tients with colorectal cancer and malignant brain tumors
without any observable adverse effects on healthy angio-
genesis [20]. Background Another further potential benefit of targeting the tumor
associated vasculature is the potential of sensitizing tu-
mors to radiotherapy [15], in part due to the selective
thrombotic and apoptotic effects irradiation has on the
tumor vasculature [16-19]. Current tyrosine kinase inhibi-
tors
blocking
angiogenesis
systemically
inhibit
pro-
angiogenic factors such as Vascular Endothelial Growth
Factor (VEGF) or Angiopoetin, slowing blood vessel for-
mation without differentiating between tumor and healthy
angiogenesis. However, therapeutics that stimulate direct
damage to the tumor endothelium have been shown to ac-
tivate the coagulation cascade, effectively cutting off blood
supply to the tumor and creating a hypoxic microenvir-
onment conducive to necrosis and tumor regression [20]. A more effective anti-angiogenesis approach may be
to stimulate selective killing of the tumor endothelium
through immunotherapeutic vaccines. A fundamental question determining feasibility of vaccine-
induced killing of tumor vasculature is whether antigens
exist on the tumor endothelium that are not expressed on
physiologically normal blood vessels, and whether immun-
ity could be raised against such antigens. A few tumor
endothelium-specific antigens have been reported. The
roundabout receptor (ROBO)-4 is a transmembrane pro-
tein that was originally found to orchestrate the neuronal
guidance mechanism of the nervous system [21]. ROBO4
was found to be selectively expressed on tumor endothe-
lial cells but not healthy vasculature [22]. Zhuang et al. demonstrated that mice immunized with the extracel-
lular domain of mouse Robo4, showed a strong antibody Although tumor endothelial cells are more genetically
stable then the tumor cells, thus reducing the possibility of
immune mediated antigen loss, some mutational activity Page 3 of 9 Page 3 of 9 Ichim et al. Journal of Translational Medicine (2015) 13:90 has been reported in tumor associated vascular cells
[46,47]. Accordingly, a polyvalent vaccine approach tar-
geting the immune system toward a plethora of endothe-
lial cell antigens specific to the tumor endothelium may
be more effective. With this approach comes a heightened
theoretical risk of autoimmunity. Despite these theoretical
concerns successful immunization against tumor endothe-
lium has been performed utilizing Human Umbilical Vein
Endothelial Cells (HUVEC). Wei et al. demonstrated that
vaccination of mice with fixed xenogeneic whole endothe-
lial cells (in the form of HUVEC) as a vaccine was effective
in affording protection from tumor growth, inducing
regression of established tumors, and prolonging the sur-
vival of tumor-bearing mice. Materials and methods
Animals and cells Female C57BL/6 and BALB/c mice aged 8–12 weeks
were purchased from The Jackson Laboratory. Animals
were housed under conventional conditions at the Animal
Care Facility, University of Western Ontario, and were
cared for in accordance with the guidelines established by
the Canadian Council on Animal Care. A murine melan-
oma cell line established from a C57BL/6 mouse and
designated B16F10 was obtained from the American
Type Culture Collection (ATCC) and was maintained in
RPMI 1640 medium (Sigma-Aldrich) with 10% FBS, l-
glutamine, penicillin, and streptomycin at 37°C in 5% Page 4 of 9 Page 4 of 9 Ichim et al. Journal of Translational Medicine (2015) 13:90 administration of tumor challenge. As seen in Figures 1, 2
and 3, a trend towards reduction of tumor growth was ob-
served with non-IFN-gamma pretreated endothelial cells,
while a potent reduction of tumor growth was seen in ani-
mals treated with cells that were first stimulated with
interferon gamma. Interferon gamma pretreatment was
shown to upregulate HLA I and HLA II (data not shown). Immunization schedules and tumor assessment
For induction of tumor growth, 5 × 105 B16, LLC, or 4 T1
cells, American Type Culture Collection (Manassas, VA)
cells were injected subcutaneously into the hind limb
flank. Four weekly vaccinations of 5 × 105 test cells were
administered subcutaneously on the contralateral side to
which tumors were administered. Vaccination was per-
formed on the day of tumor inoculation and on days 7, 14,
and 21. Tumor growth was assessed every 3 days by two
measurements of perpendicular diameters by a caliper,
and animals were sacrificed when tumors reached a size
of 1 cm in any direction. Tumor volume was calculated by
the following formula: (the shortest diameter2 × the lon-
gest diameter)/2. Mitotically inactivated endothelial cell vaccine retains
antitumor activity across histologically different tumors
For clinical development of a cancer angiogenesis vac-
cine, it is imperative to generate cells that are mitotically
inactivated. Part of the reason for this is that administra-
tion of viable endothelial cells could potentially result in
acceleration of tumor growth through enhancement of
angiogenesis [59]. Furthermore, in previous clinical tri-
als, endothelial cells were pretreated with a fixative to
avoid this potential issue [20]. As seen in Figures 4, 5
and 6, for all tumor models tested, mitotic inactivation
utilizing irradiation was mildly superior to formalin fix-
ation. Materials and methods
Animals and cells Additionally, no therapeutic effect was observed by
administration of endothelial cell lysate, with activity being
retained in activated endothelial cells. Successful utilization of placental endothelial cells in
induction of anticancer immunity regardless of tumor
type While it has previously been demonstrated that vaccination
with autologous and allogeneic endothelial cells results in
tumor regression [51-55], and safety of this approach has
been reported in clinical studies [20], current means of
extracting endothelial cells are limited to the need for tissue
culture expansion. Generally endothelial cells proliferate
poorly in vitro and require the addition of recombinant
growth factors that add expense, as well as possibility of
contamination during production of clinical grade produc-
tion. Accordingly, a more practical source of endothelium
would be the placental body, which contains up to 2–10
billion primary endothelial cells per placenta [56-58]. We immunized mice bearing LLC, B16 and 4 T1 cells. The immunization schedule was a therapeutic one in that
time of immunization occurred concurrently with the Endothelial cell vaccine inhibit tumor metastasis Endothelial cell vaccine inhibit tumor metastasis
In addition to reduction of tumor size growth, an im-
portant aspect of cancer immunization is reduction in
lung metastasis. Importantly, in the utilization of vac-
cines against cancer, the ability of the immune system to
seek and destroy metastatic cells is one of the key en-
ticing factors of this approach. When intravenous ad-
ministration of LLC was performed in C57BL/6 mice,
immunization with ValloVax™resulted in inhibition of
tumor lung metastasis colonies (Figure 7). The inhibition Figure 1 ValloVax™treatment inhibits B16 melanoma growth. Female C57BL/6 mice (10 mice per group) were immunized with saline
(diamond), or 5 × 10(5) placental endothelium cells (square) or placental endothelium cells pretreated with interferon gamma (triangle) on days 0,
7, 14, and 21. Tumor growth was initiated by subcutaneous administration of 5 × 10(5) B16 cells and quantified every third day. Figure 1 ValloVax™treatment inhibits B16 melanoma growth. Female C57BL/6 mice (10 mice per group) were immunized with saline
(diamond), or 5 × 10(5) placental endothelium cells (square) or placental endothelium cells pretreated with interferon gamma (triangle) on days 0,
7, 14, and 21. Tumor growth was initiated by subcutaneous administration of 5 × 10(5) B16 cells and quantified every third day. Ichim et al. Journal of Translational Medicine (2015) 13:90 Page 5 of 9 Figure 2 ValloVax™treatment inhibits 4 T1 mammary carcinoma growth. Female BALB/c mice (10 mice per group) were immunized with
saline (diamond), or 5 × 10(5) placental endothelium cells (square) or placental endothelium cells pretreated with interferon gamma (triangle) on
days 0, 7, 14, and 21. Tumor growth was initiated by subcutaneous administration of 5 × 10(5) 4 T1 cells and quantified every third day. Figure 2 ValloVax™treatment inhibits 4 T1 mammary carcinoma growth. Female BALB/c mice (10 mice per group) were immunized with
saline (diamond), or 5 × 10(5) placental endothelium cells (square) or placental endothelium cells pretreated with interferon gamma (triangle) on
days 0, 7, 14, and 21. Tumor growth was initiated by subcutaneous administration of 5 × 10(5) 4 T1 cells and quantified every third day. Figure 2 ValloVax™treatment inhibits 4 T1 mammary carcinoma growth. Female BALB/c mice (10 mice per group) were immunized with
saline (diamond), or 5 × 10(5) placental endothelium cells (square) or placental endothelium cells pretreated with interferon gamma (triangle) on
days 0, 7, 14, and 21. Discussion was significantly more profound when placental endo-
thelial cells were treated with interferon gamma. The concept of targeting tumor associated endothelium
has been a holy grail of cancer therapists since the original
work of Judah Folkman demonstrated that tumors cannot
grow more than 1–2 millimeters without the stimulation
of new blood vessel formation (angiogenesis) [60]. Specif-
ically blocking angiogenesis is intellectually enticing be-
cause the tumor-associated endothelium is derived from
non-mutated tissue; therefore the possibility of devel-
opment of a drug resistant phenotype is very low. Unfor-
tunately several angiogenesis-targeting drugs that have
demonstrated promising results in animal trials have failed
in pivotal clinical trials. Examples include angiostatin,
endostatin, and shark cartilage extract (Neovastat) [61,62]. Endothelial cell vaccine inhibit tumor metastasis Tumor growth was initiated by subcutaneous administration of 5 × 10(5) 4 T1 cells and quantified every third day. Safety evaluation More recent studies using the VEGF pathway blocking
antibody, bevacizumab (Avastin), have demonstrated posi-
tive results in specific types of tumors, which led to regu-
latory approvals [63]. Unfortunately the use of these
antibodies requires co-administration of chemotherapy,
and is associated with signification toxicity [64]. Further-
more, for reasons unknown, bevacizumab is ineffective in
several tumor types, and in the tumors that it is effective,
resistance often ensues, limiting long-term therapeutic
utility [65]. More recent studies using the VEGF pathway blocking
antibody, bevacizumab (Avastin), have demonstrated posi-
tive results in specific types of tumors, which led to regu-
latory approvals [63]. Unfortunately the use of these
antibodies requires co-administration of chemotherapy,
and is associated with signification toxicity [64]. Further-
more, for reasons unknown, bevacizumab is ineffective in
several tumor types, and in the tumors that it is effective,
resistance often ensues, limiting long-term therapeutic
utility [65]. placental derived endothelial cells as a source of antigen
found on proliferating endothelium such as the tumor. The
utilization of placenta derived tissues for immunization to
cancer was initially introduced in the 1970s by Dr. Valentin
Govallo (reviewed in Harandi [66]) who demonstrated that
immunity to placental trophoblast extract resulted in re-
duction of immune suppression using the PHA stimu-
lation assay, as well as radiological tumor reductions. Dr. Govallo noted the immunological similarities between
pregnancy and cancer. Later along with the advancement
in molecular biology development founding placental cells
and tumor endothelial cells share the molecules of angio-
genesis such as VEGF, placental growth factor, angio-
poietin, FGF, EGF, and TGF-beta, and as well placental
endothelium expresses many of the novel tumor endothe-
lial markers (TEM) such as ROBO4 [67], CLEC14A [68], The possibility of inducing selective immunity to pro-
liferating blood vessels has been previously reported in
animal models as well as pilot clinical trials. Unfortu-
nately, a major limiting factor to clinical implementation
has been the utilization of HUVEC cells as an antigenic
source, which is limited in availability. Here we utilized Figure 5 Mitotically inactivated ValloVax™retains activity against 4 T1 mammary carcinoma growth. Female BALB/c mice (10 mice per
group) were immunized with saline, ValloVax™, ValloVax™lysate, formalin fixed ValloVax™, or irradiated Vallovax™at a concentration of 5 × 10(5)
cells or cell equivalents on days 0, 7, 14, and 21. Tumor growth was initiated by subcutaneous administration of 5 × 10(5) 4 T1 cells and
quantified every third day. Safety evaluation Seven male and female mice per group were treated with
control, or 500,000, 2 million or 4 million ValloVax™ir-
radiated cells subcutaneously. Cells were administrated
as in the therapeutic protocol, in that they were given on
day 0, 7, 14, and 21. Body weights were calculated every
three days and organ sizes, biochemical and hematological
parameters were evaluated. No significant deviation was
noted, nor were signs of autoimmunity present (online
Additional file 1). These preclinical data support the safety
of the irradiated ValloVax™approach. Figure 3 ValloVax™treatment inhibits LCC lung carcinoma growth. Female C57BL/6 mice (10 mice per group) were immunized with saline
(diamond) or 5 × 10(5) placental endothelium cells (square) or placental endothelium cells pretreated with interferon gamma (triangle) on days 0 Figure 3 ValloVax™treatment inhibits LCC lung carcinoma growth. Female C57BL/6 mice (10 mice per group) were immunized with saline
(diamond), or 5 × 10(5) placental endothelium cells (square) or placental endothelium cells pretreated with interferon gamma (triangle) on days 0,
7, 14, and 21. Tumor growth was initiated by subcutaneous administration of 5 × 10(5) LLC cells and quantified every third day. Figure 3 ValloVax™treatment inhibits LCC lung carcinoma growth. Female C57BL/6 mice (10 mice per group) were immunized with saline
(diamond), or 5 × 10(5) placental endothelium cells (square) or placental endothelium cells pretreated with interferon gamma (triangle) on days 0,
7, 14, and 21. Tumor growth was initiated by subcutaneous administration of 5 × 10(5) LLC cells and quantified every third day. Ichim et al. Journal of Translational Medicine (2015) 13:90 Page 6 of 9 Figure 4 Mitotically inactivated ValloVax™retains activity against B16 melanoma growth. Female C57BL/6 mice (10 mice per group) were
immunized with saline, ValloVax™, ValloVax™lysate, formalin fixed ValloVax™, or irradiated Vallovax™at a concentration of 5 × 10(5) cells or cell
equivalents on days 0, 7, 14, and 21. Tumor growth was initiated by subcutaneous administration of 5 × 10(5) B16 cells and quantified every
third day. Figure 4 Mitotically inactivated ValloVax™retains activity against B16 melanoma growth. Female C57BL/6 mice (10 mice per group) were
immunized with saline, ValloVax™, ValloVax™lysate, formalin fixed ValloVax™, or irradiated Vallovax™at a concentration of 5 × 10(5) cells or cell
equivalents on days 0, 7, 14, and 21. Tumor growth was initiated by subcutaneous administration of 5 × 10(5) B16 cells and quantified every
third day. Safety evaluation Figure 5 Mitotically inactivated ValloVax™retains activity against 4 T1 mammary carcinoma growth. Female BALB/c mice (10 mice per
group) were immunized with saline, ValloVax™, ValloVax™lysate, formalin fixed ValloVax™, or irradiated Vallovax™at a concentration of 5 × 10(5)
cells or cell equivalents on days 0, 7, 14, and 21. Tumor growth was initiated by subcutaneous administration of 5 × 10(5) 4 T1 cells and
quantified every third day. Ichim et al. Journal of Translational Medicine (2015) 13:90 Page 7 of 9 Page 7 of 9 Figure 6 Mitotically inactivated ValloVax™Retains™activity against LLC lung carcinoma. Female C57BL/6 mice (10 mice per group) were
immunized with saline, ValloVax™, ValloVax™lysate, formalin fixed ValloVax™, or irradiated Vallovax™at a concentration of 5 × 10(5) cells or cell
equivalents on days 0, 7, 14, and 21. Tumor growth was initiated by subcutaneous administration of 5 × 10(5) LLC cells and quantified every
third day. Figure 6 Mitotically inactivated ValloVax™Retains™activity against LLC lung carcinoma. Female C57BL/6 mice (10 mice per group) were
immunized with saline, ValloVax™, ValloVax™lysate, formalin fixed ValloVax™, or irradiated Vallovax™at a concentration of 5 × 10(5) cells or cell
equivalents on days 0, 7, 14, and 21. Tumor growth was initiated by subcutaneous administration of 5 × 10(5) LLC cells and quantified every
third day. Here we demonstrate the therapeutic activity of ValloVax™
against a wide range of histologically distinct tumor types,
suggesting that the effect is acting against new blood ves-
sels and not against shared tumor antigens. Additionally,
the main concern of utilization of an antiendothelial vac-
cine would be the possibility of inducing autoimmunity
against the endothelium. This has not been observed in
the 28 day safety study. We have demonstrated that tumor
inhibiting activity was preserved when cells were mitoti-
cally inactivated, however was substantially reduced when
cell lysate was utilized. It is important to note that adju-
vants were not administered as part of the vaccination
inoculum. Accordingly, manipulation of the vaccine ad-
ministration either by modification of dosage or frequency
may induce more potent therapeutic responses. One of
the deficiencies of the current study is the lack of direct
demonstration that inhibition of endothelial proliferation
was responsible for reduction in tumors. Although it is un-
likely that direct tumor immunity was induced to all three
tumor types assessed by the administration of ValloVax™,
this possibility cannot be excluded. Safety evaluation Supporting the possi-
bility that anti-endothelial immunity was induced is data
demonstrating sera of immunized mice was able to inhibit
proliferation of endothelial cells in vitro. These data are
currently the subject of an additional manuscript looking
at more detailed mechanisms of immunity and tumor biol-
ogy. As well further studies on combination of ValloVax™
with standard of care treatments will be studied. and endosialin [69] suggested parallels between the pla-
cental and tumor microenvironment, namely immune
suppression, active angiogenesis, and the secretion of
matrix metalloproteinase associated with metastasis, not
just a functional, but also a molecular homology between
placenta, tumor cells and tumor-associated endothelium. Based on the safety and possible efficacy of the Govallo
vaccine, we sought to utilize placental endothelial cells as
a polyvalent antigenic source for stimulation of immunity
against proliferating endothelial cells that have been
primed with interferon gamma to stimulate immunogen-
icity. We termed this product “ValloVax™”. Figure 7 Reduction in lung metastasis after ValloVax™
immunization. Female C57BL/6 mice (10 mice per group) were
immunized with saline, placental endothelial cells, and placental
endothelial cells pretreated with IFN-gamma. Immunization was
performed subcutaneously at same time as 5 × 10(5) LLC cells were
administered intravenously. Mice were sacrificed after 3 weeks and
lung colonies were quantified by counting per visual field. References 25. Chen C, Zeng L, Ding S, Xu K. Adult endothelial progenitor cells retain
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immunization. Female C57BL/6 mice (10 mice per group) w Figure 7 Reduction in lung metastasis after ValloVax™ Figure 7 Reduction in lung metastasis after ValloVax™
immunization. Female C57BL/6 mice (10 mice per group) were
immunized with saline, placental endothelial cells, and placental
endothelial cells pretreated with IFN-gamma. Immunization was
performed subcutaneously at same time as 5 × 10(5) LLC cells were
administered intravenously. Mice were sacrificed after 3 weeks and
lung colonies were quantified by counting per visual field. Based on existing preclinical and clinical data demonstrat-
ing safety of endothelial cell vaccination, combined with the
recent data described herein, ValloVax™appears to be a
promising antiangiogenic vaccine platform. Demonstration
of efficacy in 3 different animal models supports possibility
utilization against a broad spectrum of tumors. Page 8 of 9 Page 8 of 9 Ichim et al. Journal of Translational Medicine (2015) 13:90 TEI, HM, JSS, SCW are employees or board members of Batu Biologics. TEI, HM, JSS, SCW are employees or board members of Batu Biologics. 16. Czarnota GJ, Karshafian R, Burns PN, Wong S, Al Mahrouki A, Lee JW, et al. Tumor radiation response enhancement by acoustical stimulation of the
vasculature. Proc Natl Acad Sci U S A. 2012;109(30):E2033–41. The work in this publication was funded by Batu Biologics. 19. Truman JP, García-Barros M, Kaag M, Hambardzumyan D, Stancevic B, Chan M
et al. Endothelial membrane remodeling is obligate for anti-angiogenic
radiosensitization during tumor radiosurgery. PLoS One. 2010;19;5(8):e12310. Received: 27 January 2015 Accepted: 18 February 2015 24. Paprocka M, Krawczenko A, Dus D, Kantor A, Carreau A, Grillon C, et al. CD133 positive progenitor endothelial cell lines from human cord blood. Cytometry A. 2011;79(8):594–602. Additional file 12. Folkman J. The role of angiogenesis in tumor growth. Semin Cancer Biol. 1992;3(2):65–71. 13. Motz GT, Santoro SP, Wang LP, Garrabrant T, Lastra RR, Hagemann IS, et al. Tumor endothelium FasL establishes a selective immune barrier promoting
tolerance in tumors. Nat Med. 2014;20(6):607–15. Additional file 1: Seven male and female mice per group were
treated with control, or 500,000, 2 million or 4 million ValloVax™
irradiated cells subcutaneously. Cells were administrated on days 0, 7,
14, and 21. Body weight was assessed on days 1, 14 and 28, whereas,
biochemical and hematological parameters were evaluated at the
termination of the experiment on day 28. Additional file 1: Seven male and female mice per group were
treated with control, or 500,000, 2 million or 4 million ValloVax™
irradiated cells subcutaneously. Cells were administrated on days 0, 7,
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Southeastern University, Fort Lauderdale, Florida, USA. 4Department of
Surgery, University of Utah, Salt Lake City, Utah. 5Department of
Neurosciences, University of California San Diego, 9500 Gilman Dr., MSC
0752, La Jolla, San Diego, CA 92093-0752, USA. 6Translational 1Batu Biologics Inc, San Diego, 9255 Towne Centre Drive, Suite 450, San
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Zhongshan Hospital of Dalian University, Dalian 116001, China. 3Nova
Southeastern University, Fort Lauderdale, Florida, USA. 4Department of
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Neurosciences, University of California San Diego, 9500 Gilman Dr., MSC
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microvessels: effect of different proteolytic enzymes on releasing 56. Ugele B, Lange F. Isolation of endothelial cells from human placental
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A citation-based map of concepts in invasion biology
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Martin Enders1,2,3, Frank Havemann4, Jonathan M. Jeschke1,2,3 1 Freie Universität Berlin, Department of Biology, Chemistry, Pharmacy, Institute of Biology, Königin-Luise-
Str. 1–3, 14195 Berlin, Germany 2 Leibniz-Institute of Freshwater Ecology and Inland Fisheries (IGB),
Müggelseedamm 310, 12587 Berlin, Germany 3 Berlin-Brandenburg Institute of Advanced Biodiversity Re
search (BBIB), Altensteinstr. 34, 14195 Berlin, Germany 4 Humboldt-Universität zu Berlin, Philosophische
Fakultät, Institut für Bibliotheks- und Informationswissenschaft, Dorotheenstr. 26, 10099 Berlin, Germany Corresponding author: Martin Enders (enders.martin@gmx.net) Academic editor: Robert Colautti | Received 21 December 2018 | Accepted 23 May 2019 | Published 19 Ju Citation: Enders M, Havemann F, Jeschke JM (2019) A citation-based map of concepts in invasion biology. NeoBiota
47: 23–42. https://doi.org/10.3897/neobiota.47.32608 Abstract Invasion biology has been quickly expanding in the last decades so that it is now metaphorically flooded
with publications, concepts, and hypotheses. Among experts, there is no clear consensus about the rela
tionships between invasion concepts, and almost no one seems to have a good overview of the literature
anymore. Similar observations can be made for other research fields. Science needs new navigation tools
so that researchers within and outside of a research field as well as science journalists, students, teachers,
practitioners, policy-makers, and others interested in the field can more easily understand its key ideas. Such navigation tools could, for example, be maps of the major concepts and hypotheses of a research
field. Applying a bibliometric method, we created such maps for invasion biology. We analysed research
papers of the last two decades citing at least two of 35 common invasion hypotheses. Co-citation analysis
yields four distinct clusters of hypotheses. These clusters can describe the main directions in invasion biol
ogy and explain basic driving forces behind biological invasions. The method we outline here for invasion
biology can be easily applied for other research fields. 23
Advancing research on alien species and biological invasions
A peer-reviewed open-access journal
NeoBiota 23
Advancing research on alien species and biological invasions
A peer-reviewed open-access journal
NeoBiota 23
Advancing research on alien species and biological invasions
A peer-reviewed open-access journal
NeoBiota NeoBiota 47: 23–42 (2019)
doi: 10.3897/neobiota.47.32608
http://neobiota.pensoft.net NeoBiota 47: 23–42 (2019)
doi: 10.3897/neobiota.47.32608
http://neobiota.pensoft.net n-based map of invasion
RESEARCH ARTICLE A citation-based map of concepts in invasion biology Martin Enders1,2,3, Frank Havemann4, Jonathan M. Jeschke1,2,3 Copyright Martin Enders et al. This is an open access article distributed under the terms of the Creative Commons Attribution License (CC BY 4.0),
which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. Introduction When you are visiting a city, you can usually find some important places by yourself,
for example the central station, a supermarket, and maybe even a few touristic high
lights. A better way, however, would be that a friend draws you a map with the places
in the city you are interested in. Then you would also find the small French café, the
little arthouse cinema, and the restaurant serving delicious oriental food. But this map
will be limited by your friend’s knowledge of her district. What if you want to visit an
other part of the city? You will find yourself in the same position as before. Therefore,
an even better way is to ask several people who live in different areas of the city. In this
way, you can get a detailed picture of the whole city and, if you are lucky, even find the
best brewed coffee in the city.hi f
The same is true when you start in a new research field. Enders et al. (2018) showed
that the field of invasion biology can be seen as such a big city in which many of its in
habitants, i.e. invasion biologists, have no clear picture of the whole city; their knowl
edge seems to be limited to their immediate field of interest within invasion biology. What is the solution for a problem like this? Suppose you have no good tourist guide
at hand, then you need to observe where other tourists go to and follow them. For a
research field, this would be an analysis of citations made by specialists. i
Authors of a scholarly paper cite publications and other sources they assume to
be relevant for the topic of their paper. Thus, scholarly papers form a huge network, a
view already propagated by one of the fathers of bibliometrics (de Solla Price 1965). The identification of topics in bibliographies is an old problem in bibliometrics. Start
ing with co-citation analysis (Marshakova 1973; Small 1973; Small and Sweeny 1985),
important recent developments include hybrid approaches that combine citation-
based and term-based techniques (Glenisson et al. 2005; Glänzel and Thijs 2017), and
term-based probabilistic methods (topic modelling, Yau et al. 2014). The 21st century
brought the advance of many methods for clustering in networks (Fortunato 2010;
Xie et al. 2013; Amelio and Pizzuti 2014). Some of these methods were also applied
to citation networks (Gläser et al. Keywords bibliometric methods, biological invasions, concepts, invasion biology, invasion science, map, navigation
tools, network of invasion hypotheses Copyright Martin Enders et al. This is an open access article distributed under the terms of the Creative Commons Attribution License (CC BY 4.0),
which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. 24 Martin Enders et al. / NeoBiota 47: 23–42 (2019) Martin Enders et al. / NeoBiota 47: 23–42 (2019) Introduction 2017; Velden et al. 2017), and topic identification is
often accompanied by visualization of the topic landscape (Börner 2015). For this publication, we analysed co-citations of invasion hypotheses in research
papers of the last two decades. Co-citation analysis was independently introduced by
Irina Marshakova (1973) and Henry Small (1973) (see also Havemann 2016). Because
there are no strict rules for citing, they had to solve the problem of noise in co-citation
data. Irina Marshakova compared the observed absolute co-citation numbers with ex
pected numbers in a null model of independent random citing and only accepted co-
citation links between cited sources that are more frequently co-cited than in 95% of
random trials in the null model. In other words, she assumed binomial distributions of
co-citation numbers and chose a significance level of 95%. Henry Small, on the other
hand, reduced noise by using thresholds of relative co-citation measures (Jaccard and
Salton index). Also, other relative measures of co-citation strengths were used (Gmür
2003; Egghe and Leydesdorff 2009; Boyack and Klavans 2010). In a recent study, Tru Citation-based map of invasion biology 25 jillo and Long (2018) used absolute co-citation numbers as a similarity measure and
created a sequence of nested co-citation networks by setting different thresholds for
this measure. In invasion biology or related research fields, however, no citation-based
map of major concepts and hypotheses does, to our knowledge, currently exist. Invasion biology is a discipline that grew very slowly at first. In the 19th century,
early concepts on non-native species were mentioned (Cadotte 2006), for example in
Darwin’s (1859) book “On the origin of species by means of natural selection”. Further
concepts were introduced by the Swiss botanist Albert Thellung (Kowarik and Pyšek
2012), Elton (1958) and others until the 1950s; however, there was still too little work
on the topic to recognize a distinct research field. Possibly due to a growing conscious
ness for ecosystems in a changing world (Meadows et al. 1972) and in human respon
sibilities (Jonas 1979), interest in invasion biology strongly increased since the late 20th
century (Richardson and Pyšek 2008). It has also influenced other research fields; for
example, concepts and hypotheses of invasion biology are used in restoration ecology,
landscape ecology, urban ecology, or risk assessments of genetically modified organisms
(Jeschke et al. 2013; Lowry et al. 2013).ii Our study aims were twofold. Introduction First, we wanted to find a suitable map of the field
of invasion biology based on co-citation analysis. Second, we aimed to compare this
map to those created with two other approaches: a map based on an assessment of the
characteristics (“traits”) of hypotheses (Enders and Jeschke 2018), and one based on an
online survey (Enders et al. 2018). Methods We defined 35 common concepts and hypotheses in invasion biology and their rep
resenting key publications (Table 1). This list is based on Enders and Jeschke (2018)
and Enders et al. (2018), which are in turn based on Catford et al. (2009). For clarity,
we only give one key publication per hypothesis. One paper is the key publication for
four hypotheses (EI, ERD, IS, NAS), and another paper for two hypotheses (SG, BID)
(Table 1). Thus, Table 1 includes 31 key publications. h
A first hint about relationships between our key publications can be obtained from
their direct citation links, but this approach is limited by the small sample size of
publications. As there is some randomness in the act of citation, a larger sample size
is useful. Using bibliographic coupling relations between key papers, i.e., analysing to
which degree their reference lists overlap, has the same drawback. An alternative approach, which we applied here, is co-citation analysis, where joint
citations of key papers are analysed, using all publications of the field. This approach
can thus draw from a much larger dataset. We downloaded all 10,430 records citing any of our key publications from the
Web of Science (WoS, as licensed for Freie Universität Berlin, March 2017). Vari
ants of referencing key papers were identified semi-automatically with the help of an
R-script provided by Felix Mattes. For example, missing or wrong author initials or Martin Enders et al. / NeoBiota 47: 23–42 (2019) 26 wrong page numbers were corrected in this way. Then we determined the yearly cita
tion and co-citation numbers of all key publications. We expect higher numbers of key
papers cited in review papers which diminishes the weight of each co-citation. There
fore, we excluded reviews from the analysis. Key invasion papers are also cited outside of invasion biology. We excluded such
outside-of-the-field papers from co-citation analysis, as invasion hypotheses are pri
marily applied in invasion biology and we expect that peculiarities of their relation
ships are discussed within the field, whereas joint citations by publications outside of
the field are less reliable for assessing such relationships. We defined papers belonging
to the field as those that are returned by the term search proposed by Vaz et al. Methods (2017): “Ecological invasion*” or “Biological invasion*” or “Invasion biology” or “Invasion
ecology” or “Invasive species” or “Alien species” or “Introduced species” or “Non-native spe
cies” or “Nonnative species” or “Nonindigenous species” or “Non-indigenous species” or “Al
lochthonous species” or “Exotic species”. Using this term search on 28.08.2017 in the WoS returned 30,731 records. After
excluding 1,769 review papers, 28,962 papers remained in the sample. These are mainly
primary research communications (28,295) and have mainly been published after 1990
(28,841; i.e. 99.6%). Figure 1 displays the time distribution of the sample of these 28,841
invasion biology papers in the WoS. In the 1990s, the number of papers in the field has
remained small. We therefore restricted our analysis to the time period 1999–2017. Thus,
we ended up with a sample of 1,518 invasion biology papers that cite at least two of our
key publications listed in Table 1. The sample includes 1501 research articles, mainly in
journals but also 39 in conference proceedings and five in books. In addition, we have eight
letters and nine editorials. The time distribution of the sample is displayed in Figure 2. Salton’s cosine In the n-dimensional vector space with one dimension per citing paper, each cited
source i can be represented by a vector vik (k = 1, ..., n) with vik = 1 if paper k cites source
i and vik = 0 otherwise. The Salton index S(i, j) of two sources is a similarity measure
defined as the cosine of the angle between the two source vectors (Hamers et al. 1989). Translated into the language of set theory, it can be calculated as: S i j
c
c
c
c
i
j
i
j
( , )
·
,
(1) (1) where ci is the set of papers citing source publication i. Salton’s cosine gives values in
the interval [0, 1]. Co-citations are usually determined within reference lists of citing
publications ci published during a given year. Due to heavily fluctuating citation num where ci is the set of papers citing source publication i. Salton’s cosine gives values in
the interval [0, 1]. Co-citations are usually determined within reference lists of citing
publications ci published during a given year. Due to heavily fluctuating citation num Citation-based map of invasion biology 27 Figure 1. Numbers of publications in invasion biology, using the same search term as Vaz et al. (2017)
in the Web of Science. The number of publications in 2017 is relatively low because the search was per
formed within this year, on 28 August 2017. 95
109
96
113 142 190 188
273 260 319
417 469
590
804
974
1158 1211
1479
1629
1968
2130 2175
2317
2417
2772 2791
1755
1992
1994
1996
1998
2000
2002
2004
2006
2008
2010
2012
2014
2016 Figure 1. Numbers of publications in invasion biology, using the same search term as Vaz et al. (2017)
in the Web of Science. The number of publications in 2017 is relatively low because the search was per
formed within this year, on 28 August 2017. 3
12
17
13
26
50
48
81
91
105 104
123
143
119
146
135
165
128
9
2000
2002
2004
2006
2008
2010
2012
2014
2016
Figure 2. Number of publications per year that cite at least two of the key papers given in Table 1. This
sample of 1518 publications was analysed in detail here; it is a subset of the publications shown in Figure 1. Figure 2. Salton’s cosine Number of publications per year that cite at least two of the key papers given in Table 1. This
sample of 1518 publications was analysed in detail here; it is a subset of the publications shown in Figure 1. bers, we combined several years to get broader citation windows. Due to this change,
a challenge was that two key papers i and j published within the citation window in
different years yi < yj have different chances to be cited: older papers have more oppor
tunities to be cited than younger papers. We made their chances to be cited as equal as
possible by reducing the set ci to citing papers published from year yj on. Martin Enders et al. / NeoBiota 47: 23–42 (2019) 28 . List of 35 common invasion hypotheses and how we defined them (cf. Catford et al. 2009; End
Jeschke 2018; Enders et al. 2018). Table 1. List of 35 common invasion hypotheses and how we defined them (cf. Catford et al. 2009; End
ers and Jeschke 2018; Enders et al. 2018). Hypothesis
Description
Key reference
ADP
Adaptation
The invasion success of non-native species depends on the
adaptation to the conditions in the exotic range before and/or
after the introduction. Non-native species that are related to native
species are more successful in this adaptation. Duncan and Williams (2002)
BA
Biotic acceptance aka
“the rich get richer”
Ecosystems tend to accommodate the establishment and coexistence
of non-native species despite the presence and abundance of native
species. Stohlgren et al. (2006)
BID
Biotic indirect effects
Non-native species benefit from different indirect effects triggered
by native species. Callaway et al. (2004)
BR
Biotic resistance aka
diversity-invasibility
hypothesis
An ecosystem with high biodiversity is more resistant against non-
native species than an ecosystem with lower biodiversity. Levine and D’Antonio (1999)
DEM
Dynamic equilibrium
model
The establishment of a non-native species depends on natural
fluctuations of the ecosystem, which influences the competition of
local species. Huston (1979)
DN
Darwin’s naturalization The invasion success of non-native species is higher in areas that are
poor in closely related species than in areas that are rich in closely
related species. Daehler (2001)
DS
Disturbance
The invasion success of non-native species is higher in highly
disturbed than in relatively undisturbed ecosystems. Salton’s cosine Hobbs and Huenneke (1992)
EE
Enemy of my enemy
aka accumulation-
of-local-pathogens
hypothesis
Introduced enemies of a non-native species are less harmful to the
non-native as compared to the native species. Eppinga et al. (2006)
EI
Enemy inversion
Introduced enemies of non-native species are less harmful for them
in the exotic than the native range, due to altered biotic and abiotic
conditions. Colautti et al. (2004)
EICA
Evolution of increased
competitive ability
After having been released from natural enemies, non-native species
will allocate more energy in growth and/or reproduction (this
re-allocation is due to genetic changes), which makes them more
competitive. Blossey and Nötzold (1995)
EN
Empty niche
The invasion success of non-native species increases with the
availability of empty niches in the exotic range. MacArthur (1970)
ER
Enemy release
The absence of enemies in the exotic range is a cause of invasion
success. Keane and Crawley (2002)
ERD
Enemy reduction
The partial release of enemies in the exotic range is a cause of
invasion success. Colautti et al. (2004)
EVH
Environmental
heterogeneity
The invasion success of non-native species is high if the exotic range
has a highly heterogeneous environment. Melbourne et al. (2007)
GC
Global competition
A large number of different non-native species is more successful
than a small number. Colautti et al. (2006)
HC
Human commensalism
Species that are living in close proximity to humans are more
successful in invading new areas than other species. Jeschke and Strayer (2006)
HF
Habitat filtering
The invasion success of non-native species in the new area is high if
they are pre-adapted to this area. Weiher and Keddy (1995)
IM
Invasional meltdown
The presence of non-native species in an ecosystem facilitates
invasion by additional species, increasing their likelihood of survival
or ecological impact. Simberloff and Von Holle
(1999)
IRA
Increased resource
availability
The invasion success of non-native species increases with the
availability of resources. Sher and Hyatt (1999)
IS
Increased susceptibility
If a non-native species has a lower genetic diversity than the native
species, there will be a low probability that the non-native species
establishes itself. Colautti et al. (2004)
ISH
Island susceptibility
hypothesis
Non-native species are more likely to become established and have
major ecological impacts on islands than on continents. Jeschke (2008)
IW
Ideal weed
The invasion success of a non-native species depends on its specific
traits (e.g. life-history traits). Salton’s cosine Rejmánek and Richardson
(1996) Citation-based map of invasion biology 29 Hypothesis
Description
Key reference
LS
Limiting similarity
The invasion success of non-native species is high if they strongly
differ from native species, and it is low if they are similar to native
species. MacArthur and Levins (1967)
MM
Missed mutualisms
In their exotic range, non-native species suffer from missing
mutualists. Mitchell et al. (2006)
NAS
New associations
New relationships between non-native and native species can
positively or negatively influence the establishment of the non-
native species. Colautti et al. (2006)
NW
Novel weapons
In the exotic range, non-native species can have a competitive
advantage against native species because they possess a novel
weapon, i.e. a trait that is new to the resident community of native
species and therefore affects them negatively. Callaway and Ridenour
(2004)
OW
Opportunity windows
The invasion success of non-native species increases with the
availability of empty niches in the exotic range, and the availability
of these niches fluctuates spatio-temporally. Johnstone (1986)
PH
Plasticity hypothesis
Invasive species are more phenotypically plastic than non-invasive
or native ones. Richards et al. (2006)
PP
Propagule pressure
A high propagule pressure (a composite measure consisting of the
number of individuals introduced per introduction event and the
frequency of introduction events) is a cause of invasion success. Lockwood et al. (2005)
RER
Resource-enemy release
The non-native species is released from its natural enemies and
can spend more energy in its reproduction, and invasion success
increases with the availability of resources. Blumenthal (2006)
RI
Reckless invader aka
“boom-bust”
A non-native species that is highly successful shortly after its
introduction can get reduced in its population or even extinct
over time due to different reasons (such as competition with other
introduced species or adaptation by native species). Simberloff and Gibbons
(2004)
SDH
Shifting defence
hypothesis
After having been released from natural specialist enemies,
non-native species will allocate more energy in cheap (energy-
inexpensive) defenses against generalist enemies and less energy
in expensive defenses against specialist enemies (this re-allocation
is due to genetic changes); the energy gained in this way will be
invested in growth and/or reproduction, which makes the non-
native species more competitive. Doorduin andVrieling (2011)
SG
Specialist-generalist
Non-native species are more successful in a new region if the local
predators are specialists and local mutualists are generalists. Callaway et al. Salton’s cosine (2004)
SP
Sampling
A large number of different non-native species is more likely
to become invasive than a small number due to interspecific
competition. Also, the species identity of the locals is more
important than the richness in terms of the invasion of an area. Crawley et al. (1999)
TEN
Tens rule
Approximately 10% of species successfully take consecutive steps of
the invasion process. Williamson and Brown
(1986) Communities in networks Clusters of highly cited sources containing often co-cited sources are assumed to rep
resent knowledge bases of current research fronts (Small and Sweeny 1985). Such
clusters are particularly useful for constructing conceptual maps that should serve as
navigation tools for research fields, as they group similar concepts and hypotheses in
one cluster. Especially in the last two decades, several clustering methods have been
developed in network science (see Fortunato (2010) for a review). Clusters (also called
modules or communities) of nodes in networks should have many internal links and
comparatively few external links. In the case of weighted networks, not the number
of external and internal links is compared but the sum of their weights. Identifying
clusters in a network is a way of investigating its inner structure. 30 Martin Enders et al. / NeoBiota 47: 23–42 (2019) For the case of disjoint communities, Newman and Girvan (2004) introduced
“modularity” as an evaluation function of a graph partition. It compares the actual
number of internal edges of each community with the number expected in a null
model without community structure. In the usual null model, each vertex is expected
to have the same degree as in the original graph.f We compared the results of different algorithms for community detection from the
packages SNA (Handcock et al. 2003) and igraph (Csardi and Nepusz 2006) in R (R
Development Core Team 2008), which can be categorized into several types. (1) The
Girvan and Newman (2002) algorithm is an example of divisive clustering (igraph func
tion cluster_edge_betweenness). It recursively detects links with high edge betweenness
and removes them from the network. The clustering dendrogram is cut at the partition
with maximum modularity. (2) Clauset et al. (2004) proposed to set each node as a
cluster and then merge those two subgraphs that give the highest gain in modularity;
this is repeated until there is no gain in modularity anymore (igraph function cluster_
fast_greedy). Again, the clustering dendrogram is cut at the partition with maximum
modularity. (3) Quite similar is the approach introduced by Brandes et al. (2008) (igraph
function cluster_optimal). It maximizes modularity applying an optimization algorithm
from integer linear programming. (4) We also applied the Louvain algorithm designed by
Blondel et al. Communities in networks (2008) that very quickly maximizes partition modularity (igraph function
cluster_louvain), (5) the “walk trap” algorithm suggested by Pons and Latapy (2005) that
assumes a random walker gets trapped in communities and calculates these “traps” (ig
raph function cluster_walktrap), and (6) a divisive spectral algorithm suggested by New
mann (2006) which also maximizes modularity (igraph function cluster_leading_eigen). Beside global evaluation functions like modularity, there are also functions that
evaluate cohesion and separation of each community. A community C is well separated
from the rest of the network if the escape probability of a random walker is small (For
tunato 2010). It is given by the ratio of the sum of external degrees of a community’s
nodes to the sum of their total degrees: P
C
k
C
k C
esc
out
( )
( )
( )
=
. (2) (2) The weak definition of a community after Radicchi et al. (2004) is fulfilled when
the total internal degree is greater than the total external degree. The requirements are
fulfilled if Pesc < 0.5. The strong community definition requires that every node has a
stronger internal than external connection. Results We analysed different time periods (time steps of 1–5 years), but the results varied too
much to get a clear picture. This means that the edges between the nodes varied from pe
riod to period. Obviously, in different years relationships between different concepts and Citation-based map of invasion biology 31 Citation-based map of invasion biology
31
Figure 3. Partition of co-citation network M with maximum modularity q = 0.520. Links are weighted
with significant co-citation numbers of hypothesis papers (significance level 95%, cf. text). For acronyms
of hypotheses see Table 1. LS
1967
DEM
1979
OW
1986
TEN
1986
DS
1992
EICA
1995
HF
1995
IW
1996
BR
1999
SP
1999
DN
2001
ER
2002
ADP
2002
NW
2004
EI ERD
IS NAS
2004
SG
BID
2004
RI
2004
PP
2005
RER
2006
MM
2006
PH
2006
BA
2006
GC
2006
EE
2006
HC
2006
EVH
2007
ISH
2008
SDH
2011
EN
1970
IRA
1999
IM
1999
Darwin's cluster
Propagule cluster
Resistance cluster
Enemy cluster Propagule cluster Propagule cluster Enemy cluster Figure 3. Partition of co-citation network M with maximum modularity q = 0.520. Links are weighted
with significant co-citation numbers of hypothesis papers (significance level 95%, cf. text). For acronyms
of hypotheses see Table 1. hypotheses were discussed in the literature. We decided to accumulate the data from 1999
to 2017 to get a clearer, cumulative picture of relationships between invasion hypotheses. We constructed two co-citation networks of our 31 key papers. Network M is
based on Marshakova (1973) where accepted links are weighted by co-citation num
bers (Fig. 3). Following Small and Sweeny (1985) in network S, we weighted all links
with Salton’s cosine and omitted links with a cosine below a threshold of 0.1 (Fig. 4). This threshold was chosen to receive a clearer picture of the graph and to have no un
connected nodes. We compared the results obtained with different clustering algorithms (Table 2). In both networks, maximum modularity was achieved by a partition with four clusters. The partitions in M and S differ only in the membership of the plasticity hypothesis
(PH), which switches between two clusters. We named the four clusters obtained in
both networks by the most prominent principle of their hypotheses (Figs 3, 4; Ta
ble 3): Darwin’s cluster, resistance cluster, propagule cluster and enemy cluster. Martin Enders et al. / NeoBiota 47: 23–42 (2019) 32 Martin Enders et al. Results / NeoBiota 47: 23 42 (2019)
32
Table 2. Partitions of co-citation networks M and S obtained by different algorithms maximizing modularity. Algorithm
Number of clusters
Modularity
M-network
S-network
M-network
S-network
Cluster_optimal
4
4
0.520
0.463
Fast_greedy
4
4
0.520
0.463
Louvain
4
4
0.520
0.463
Leading_eigen
6
4
0.502
0.441
Edge_betweenness
3
5
0.464
0.428
Walktrap
4
5
0.520
0.430
LS
1967
DEM
1979
OW
1986
TEN
1986
DS
1992
EICA
1995
HF
1995
IW
1996
BR
1999
SP
1999
DN
2001
ER
2002
ADP
2002
NW
2004
EI ERD
IS NAS
2004
SG
BID
2004
RI
2004
PP
2005
RER
2006
MM
2006
PH
2006
BA
2006
GC
2006
EE
2006
HC
2006
EVH
2007
ISH
2008
SDH
2011
EN
1970
IRA
1999
IM
1999
Darwin's cluster
Propagule cluster
Resistance cluster
Enemy cluster
Figure 4. Partition of co-citation network S with maximum modularity q = 0.463. Links are weighted
with Salton’s cosine of co-citation numbers of hypothesis papers above a minimum threshold of 0.1 (cf. text). For acronyms of hypotheses see Table 1. . Partitions of co-citation networks M and S obtained by different algorithms maximizing modularity. Darwin's cluster Figure 4. Partition of co-citation network S with maximum modularity q = 0.463. Links are weighted
with Salton’s cosine of co-citation numbers of hypothesis papers above a minimum threshold of 0.1 (cf. text). For acronyms of hypotheses see Table 1. Figure 4. Partition of co-citation network S with maximum modularity q = 0.463. Links are weighted
with Salton’s cosine of co-citation numbers of hypothesis papers above a minimum threshold of 0.1 (cf. text). For acronyms of hypotheses see Table 1. The plasticity hypothesis (PH) switches between the enemy and the propagule
cluster. In the M-network, PH has no links to the propagule cluster because the num
bers of co-citations with papers of the cluster are not significant on the 95%-level.h The plasticity hypothesis (PH) switches between the enemy and the propagule
cluster. In the M-network, PH has no links to the propagule cluster because the num
bers of co-citations with papers of the cluster are not significant on the 95%-level.h The best partition of network M has modularity 0.520 (see Fig. 3) and its clusters are
communities in the weak and strong sense. The best partition of network S (Fig. Results 4) has
modularity 0.463 and its clusters are communities in the weak sense, two of them also in
the strong sense (Darwin’s and enemy cluster). Since the key papers for IW (ideal weed) Citation-based map of invasion biology 33 Table 3. Partitions of co-citation networks M and S with maximum modularity. The key papers (see Ta
ble 1 for details) are ranked in their clusters by internal strength. Also, escape probability Pesc is displayed
for each cluster (cf. Figs 3, 4). Table 3. Partitions of co-citation networks M and S with maximum modularity. The key papers (see Ta
ble 1 for details) are ranked in their clusters by internal strength. Also, escape probability Pesc is displayed
for each cluster (cf. Figs 3, 4). for each cluster (cf. Figs 3, 4). Results Network M
Network S
Hypothesis-paper
Internal strength
Hypothesis-paper
Internal strength
Darwin´s cluster
Pesc(C) = 0.27
Pesc(C) = 0.24
Adaptation (ADP 2002)
54
Darwin‘s naturalization (DN 2001)
0.77
Darwin‘s naturalization (DN 2001)
53
Adaptation (ADP 2002)
0.76
Limiting similarity (LS 1967)
19
Limiting similarity (LS 1967)
0.57
Habitat filtering (HF 1995)
6
Habitat filtering (HF 1995)
0.32
Niche cluster
Pesc(C) = 0.02
Pesc(C) = 0.25
Biotic resistance (BR 1999)
243
Biotic resistance (BR 1999)
1.75
Disturbance (DS 1992)
163
Disturbance (DS 1992)
1.28
Sampling (SP 1999)
63
Sampling (SP 1999)
0.57
Invasional meltdown (IM 1999)
44
Biotic acceptance (BA 2006)
0.45
Increased resource availability (IRA 1999)
38
Dynamic equilibrium model (DEM
1979)
0.41
Opportunity windows (OW 1986)
37
Empty niche (EN 1970)
0.35
Biotic acceptance (BA 2006)
36
Invasional meltdown (IM 1999)
0.34
Empty niche (EN 1970)
33
Opportunity windows (OW 1986)
0.34
Dynamic equilibrium model (DEM 1979)
31
Increased resource availability (IRA 1999) 0.29
Environmental heterogeneity (EVH 2007)
24
Environmental heterogeneity (EVH
2007)
0.20
Propagule cluster
Pesc(C) = 0.01
Pesc(C) = 0.38
Propagule pressure (PP 2005)
186
Propagule pressure (PP 2005)
1.28
Global competition (GC 2006)
141
Global competition (GC 2006)
0.78
Human commensalism (HC 2006)
38
Ideal weed (IW 1996)
0.66
Tens rule (TEN 1986)
28
Tens rule (TEN 1986)
0.54
Island susceptibility hypothesis (ISH 2008)
11
Island susceptibility hypothesis (ISH
2008)
0.50
Ideal weed (IW1996)
10
Human commensalism (HC 2006)
0.46
Plasticity hypothesis (PH 2006)
0.40
Enemy cluster
Pesc(C) = 0.02
Pesc(C) = 0.14
Enemy release (ER 2002)
652
Enemy release (ER 2002)
2.41
Evolution of increased competitive ability
(EICA 1995)
465
Evolution of increased competitive ability
(EICA 1995)
1.98
Enemy inversion, Enemy reduction,
Increased susceptibility, New associations
357
Enemy inversion, Enemy reduction,
Increased susceptibility, New associations
(EI; ERD; IS; NAS 2004)
1.58
Missed mutualism
196
Missed mutualism (MM2006)
1.37
Novel weapons
192
Novel weapons (NW 2004)
1.30
Resource-enemy release (RER 2006)
81
Specialist-generalist, Biotic indirect effects
(SG; BID 2004)
1.04
Specialist-generalist, Biotic indirect effects
(SG; BID 2004)
67
Enemy of my enemy aka accumulation-
of-local-pathogens hypothesis (EE 2006)
0.69
Enemy of my enemy aka accumulation-of-
local-pathogens hypothesis (EE 2006)
60
Resource-enemy release (RER 2006)
0.62
Plasticity hypothesis (PH 2006)
41
Shifting defence hypothesis (SDH 2011)
0.58
Shifting defence hypothesis (SDH 2011)
35
Reckless invader aka “boom-bust” (RI
2004)
0.24
Reckless invader aka “boom-bust” (RI 2004) 20 Martin Enders et al. Discussion The clusters of networks M and S are remarkably similar. Two of the four clusters in
each network are even identical, namely the concept clusters focused on eco-evolution
ary and phylogenetic relationships between non-native and resident species (Darwin’s
cluster) and the concept cluster focused on biotic resistance of ecosystems against non-
native species (resistance cluster). Comparing these two networks further, one can see
that the other two concept clusters differ just in the membership of PH, the plasticity
hypothesis. In one case (M-network), PH is in the concept cluster focused on species
relationships (enemy cluster). In the other case (S-network), PH is a member of the
concept cluster focused on introduction and species traits (propagule cluster). Results / NeoBiota 47: 23–42 (2019) 34 and IM (invasional meltdown) have stronger external than internal connections, the niche
and propagule cluster do not meet the strong definition here. In general, the centrality of
a node in an unweighted graph can be measured by its degree. The analogy in weighted
networks is called the strength of the node and is defined as the sum of weights of its links. The centrality within a subgraph is then the sum of weights of the node’s internal links and
can be called its internal strength which we use for ranking papers in Table 3. What are the implications from the networks? The networks visualize how invasion biologists have seen their research field during
the last two decades. Essentially, the networks suggest four broad themes that are
represented by the four clusters. One core idea comes from evolutionary biology;
it highlights the importance of eco-evolutionary relationships between non-native
and resident species, and the capability of species to adapt to new environments
(evolutionary perspective, Darwin’s cluster). A second core idea is the possibility that
ecosystems can be resistant, or not, against non-native species based on their char
acteristics (ecosystem perspective, resistance cluster). A third core idea is that species
interactions such as host-parasite or predator-prey interactions (including the loss of
such interactions in the exotic environment, i.e., enemy release) are very important
for understanding biological invasions (species-interactions perspective, enemy clus
ter). Finally, the most recent core idea is that human action is principally influencing
biological invasions, which can thus only be understood by studies bridging different
research fields (Richardson and Pyšek 2008; Kueffer 2017) (interdisciplinary per
spective; propagule cluster). Following this line of thought, the discipline of invasion
biology is now sometimes called invasion science, reflecting that it is not simply a
biological subdiscipline but stretches towards other disciplines including social sci
ences and economics (Richardson and Ricciardi 2013). Citation-based map of invasion biology 35 Strongly connected hypothesis pairs Some of the hypotheses in our networks are particularly strongly connected. In this
section, we highlight one strongly connected hypothesis pair for each of the four clus
ters, and outline whether these connections are reasonable. In Darwin’s cluster, the two hypotheses adaptation (ADP) and Darwin’s naturali
zation hypothesis (DN) are very strongly connected. The two key publications for
these hypotheses included in Table 1 were published at roughly the same time (2001
and 2002). However, DN has its origin in the mid-19th century in what is probably
biology’s most famous publication of all times (Darwin 1859). As Darwin’s book is
mainly cited for other reasons than DN, we used another publication as the key paper
for DN. The main reason for the strong connection between the hypotheses DN and
ADP based on their co-citation in so many papers might be that both hypotheses are
contradicting each other (Table 1) and are jointly called Darwin’s naturalization conun
drum (Diez et al. 2008). In the resistance cluster, there is a particularly strong connection between biotic
resistance (BR) and the disturbance hypothesis (DS). These two hypotheses are in
fact logically linked. According to DS, the invasion success of non-native species is
higher in highly disturbed than in relatively undisturbed ecosystems (Table 1). In other
terms, highly disturbed ecosystems show lower resistance against non-native species
than relatively undisturbed ecosystems. Thus, both hypotheses focus on the resistance
of ecosystems against non-native species; BR does so with a focus on biodiversity, and
DS with a focus on disturbance (Jeschke and Heger 2018). Another link between the
two hypotheses is that disturbance can reduce biodiversity. In the propagule cluster, the propagule pressure hypothesis (PP) is very strongly
connected to global competition (GC). The latter hypothesis is actually based on PP
(Catford et al. 2009), which explains that these concepts are often jointly cited. Finally in the enemy cluster, the enemy release hypothesis (ER) and EICA hypoth
esis are particularly strongly connected. This can also be easily explained, as EICA uses
enemy release as an underlying assumption (Table 1). Comparing the network to previous works In comparison to the other two networks published by Enders and Jeschke (2018)
and Enders et al. (2018), the networks of this publication are way clearer. Com
pared with the similarity-dissimilarity network in Enders et al. (2018), which was
created based on an online survey, the M- and S-networks have fewer connections
and clearer, distinct clusters. Apparently, the survey participants had different views
on the relationships between invasion hypotheses, possibly because invasion biology
has so many hypotheses now that it is hard for researchers to know them all; the
similarity-dissimilarity network in Enders et al. (2018) used direct responses given
by the survey participants when being asked for hypothesis pairs how similar they
are. If participants often simply guessed the similarity of hypothesis pairs, one would
expect a random network to emerge from the answers, and this is what Enders et al. (2018) found. This problem was circumvented for two other networks in Enders et
al. (2018), joint-mentions networks A and B, which are only based on hypotheses
that the survey participants indicated to know best. These networks are clearer than
the similarity-dissimilarity network; however, they do not seem to be as useful maps
as the networks M and S presented here. They are not as clear, there clusters have a
lower modularity (ca 0.25 for both networks; Enders et al. 2018), and their clusters
are not communities in the strong sense. The network in Enders and Jeschke (2018), which was created by traits of the con
cepts and hypotheses, has three clusters consisting of concepts with a focus on (i) human
interference, (ii) mutualisms, and (iii) enemies (predators or parasites). The modularity is
relatively high (ca 0.4) but still lower than for the two networks shown here. Also, the clus
ters are not communities in the strong sense. This network also seems to be less suitable
to serve as a map of the field than the networks shown here, particularly the M-network. Which network is the better map? Although the clusters of the two networks are very similar, the better map is in our
opinion the M-network. This is due to the following two reasons. First, the M-network
has 25% less edges compared to the S-network which results in a clearer picture. Sec
ond, the clusters in the M-network are better separated from each other than in the
S-network; all clusters in the M-network are communities in the strong sense, but this
is only true for two clusters in the S-network. Martin Enders et al. / NeoBiota 47: 23–42 (2019) 36 Data accessibility The R script underlying this study is available via Dryad (https://doi.org/10.5061/
dryad.d2q07t6). The R script underlying this study is available via Dryad (https://doi.org/10.5061/
dryad.d2q07t6). Conclusions and outlook The co-citation approach has proven useful to construct conceptual maps of the field
of invasion biology. These maps, particularly the M-network, are clearer than previ
ous maps created with other approaches. Efforts to create such conceptual maps that
highlight relationships between major concepts within a research field are currently
limited. In fact, we are unaware of other attempts to create such maps. This lack of
conceptual maps means that researchers lack navigation tools which would help them
identify where their work is located within a given research field such as invasion biol
ogy. The results of a recent online survey among >350 invasion biologists suggest that
the participants lack a “joint vision how invasion hypotheses are related to each other”
(Enders et al. 2018). This resembles the situation that invasion biologists lack a com
mon map of the field, which also implies that they do not know where their own work
is located in comparison to other studies in the field. The utility of conceptual maps
and other navigation tools for research fields thus seems obvious, and it is of course not Citation-based map of invasion biology 37 restricted to invasion biology. Such maps can be provided as interactive visualization
tools (https://www.hi-knowledge.org, Jeschke et al. 2018). But the conceptual maps constructed for this study are early steps on the way
towards advanced navigation tools. An important next step would be to allow for con
cepts and hypotheses to be included in more than one cluster, so that they can take the
role of cluster-connecting concepts. To take this next step, a cluster-finding-algorithm
that allows overlapping communities should be considered. Furthermore, we have thus
far applied three different approaches to create conceptual maps. Other approaches
can be imagined as well, for example based on a Delphi-approach in which a group of
experts follows multiple iterative steps to create a consensus map. Further work should
also involve the expansion of the network to include maps of related fields. In this way,
a larger map, or atlas of science (see also Börner 2010, 2015; Kitcher 2011) can be
generated that highlights linkages between fields by way of shared broader concepts,
such as diversity, stability or the ecological niche (Jeschke 2014). Such a larger atlas of
science will undoubtedly foster inter- and transdisciplinary collaboration. Acknowledgements We thank Felix Mattes for providing an R-script to identify variants of reference strings in
the Web of Science. Financial support was provided by the Foundation of German Busi
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Control of Porphyrin Planarity and Aggregation by Covalent Capping: Bissilyloxy Porphyrin Silanes
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doi.org/10.26434/chemrxiv.12195084.v1 Control of Porphyrin Planarity and Aggregation by Covalent Capping:
Bissilyloxy Porphyrin Silanes File list (2)
download file
view on ChemRxiv
PorSil paper final.pdf (2.97 MiB)
download file
view on ChemRxiv
PorSil SI final.pdf (18.18 MiB) Control of Porphyrin Planarity and Aggregation by Covalent Capping:
Bissilyloxy Porphyrin Silanes Burhan A. Hussein, Zainab Shakeel, Andrew T. Turley, Aisha N. Bismillah, Kody Wolfstadt, Julia Pia, Melanie
Pilkington, Paul R. McGonigal, Marc Adler
Submitted date: 24/04/2020 • Posted date: 27/04/2020
Licence: CC BY-NC-ND 4.0
Citation information: Hussein, Burhan A.; Shakeel, Zainab; Turley, Andrew T.; Bismillah, Aisha N.; Wolfstadt,
Kody; Pia, Julia; et al. (2020): Control of Porphyrin Planarity and Aggregation by Covalent Capping: Bissilyloxy
Porphyrin Silanes. ChemRxiv. Preprint. https://doi.org/10.26434/chemrxiv.12195084.v1 Burhan A. Hussein, Zainab Shakeel, Andrew T. Turley, Aisha N. Bismillah, Kody Wolfstadt, Julia Pia, Melanie
Pilkington, Paul R. McGonigal, Marc Adler Submitted date: 24/04/2020 • Posted date: 27/04/2020
Licence: CC BY-NC-ND 4.0
Citation information: Hussein, Burhan A.; Shakeel, Zainab; Turley, Andrew T.; Bismillah, Aisha N.; Wolfstadt,
Kody; Pia, Julia; et al. (2020): Control of Porphyrin Planarity and Aggregation by Covalent Capping: Bissilyloxy
Porphyrin Silanes. ChemRxiv. Preprint. https://doi.org/10.26434/chemrxiv.12195084.v1 Submitted date: 24/04/2020 • Posted date: 27/04/2020
Licence: CC BY-NC-ND 4.0
Citation information: Hussein, Burhan A.; Shakeel, Zainab; Turley, Andrew T.; Bismillah, Aisha N.; Wolfstadt,
Kody; Pia, Julia; et al. (2020): Control of Porphyrin Planarity and Aggregation by Covalent Capping: Bissilyloxy
Porphyrin Silanes. ChemRxiv. Preprint. https://doi.org/10.26434/chemrxiv.12195084.v1 Citation information: Hussein, Burhan A.; Shakeel, Zainab; Turley, Andrew T.; Bismillah, Aisha N.; Wolfstadt,
Kody; Pia, Julia; et al. (2020): Control of Porphyrin Planarity and Aggregation by Covalent Capping: Bissilyloxy
Porphyrin Silanes. ChemRxiv. Preprint. https://doi.org/10.26434/chemrxiv.12195084.v1 Porphyrins are cornerstone functional materials that are useful in a wide variety of settings ranging from
molecular electronics to biology and medicine. Their applications are often hindered, however, by poor
solubilities that result from their ex- tended, solvophobic aromatic surfaces. Attempts to counteract this
problem by functionalizing their peripheries have been met with only limited success. Here, we demonstrate a
versatile strategy to tune the physical and electronic properties of porphyrins using an axial functionalization
approach. Porphyrin silanes (PorSils) and bissilyloxy PorSils (SOPS) are prepared from porphyrins by opera-
tionally simple κ4N-silylation protocols, introducing bulky silyloxy “caps” that are central and perpendicular to
the planar porphyrin. While porphyrins typically form either J- or H-aggregates, SOPS do not self-associate in
the same manner: the silyloxy axial substit- uents dramatically improve solubility by inhibiting aggregation. Moreover, axial porphyrin functionalization offers convenient han- dles through which optical, electronic, and
structural properties of the porphyrin core can be modulated. We observe that the identity of the silyloxy
substituent impacts the degree of planarity of the porphyrin in the solid state as well as the redox potentials. Supporting Information Placeholder Supporting Information Placeholder ABSTRACT: Porphyrins are cornerstone functional materials that are useful in a wide variety of settings ranging from molecular
electronics to biology and medicine. Their applications are often hindered, however, by poor solubilities that result from their ex-
tended, solvophobic aromatic surfaces. Attempts to counteract this problem by functionalizing their peripheries have been met with
only limited success. Here, we demonstrate a versatile strategy to tune the physical and electronic properties of porphyrins using an
axial functionalization approach. Porphyrin silanes (PorSils) and bissilyloxy PorSils (SOPS) are prepared from porphyrins by opera-
tionally simple κ4N-silylation protocols, introducing bulky silyloxy “caps” that are central and perpendicular to the planar porphyrin. While porphyrins typically form either J- or H-aggregates, SOPS do not self-associate in the same manner: the silyloxy axial substit-
uents dramatically improve solubility by inhibiting aggregation. Moreover, axial porphyrin functionalization offers convenient han-
dles through which optical, electronic, and structural properties of the porphyrin core can be modulated. We observe that the identity
of the silyloxy substituent impacts the degree of planarity of the porphyrin in the solid state as well as the redox potentials. accomplished through peripheral functionalization of the por-
phyrin with i) hydrophilic or non-conjugated lipophilic groups
to interact favorably with the solvent medium and/or ii) bulky
groups that sterically disfavor intermolecular association. In na-
ture, porphyrins are buried in biomolecular hydrophobic clefts
which circumvents the solubility obstacle; synthetic systems
mimicking this approach have recently been explored to im-
prove photophysical and electrochemical performance.14 File list (2) download file
view on ChemRxiv
download file
view on ChemRxiv Control of Porphyrin Planarity and Aggregation by Covalent Capping:
Bissilyloxy Porphyrin Silanes Burhan A. Hussein,†,‡ Zainab Shakeel,† Andrew T. Turley,‡ Aisha N. Bismillah,‡,§ Kody M. Wolfstadt,†
Julia E. Pia,† Melanie Pilkington,⊥ Paul R. McGonigal,‡ and Marc J. Adler†,* † Department of Chemistry & Biology, Ryerson University, 350 Victoria St., Toronto, ON, M5B 2K3, Canada
‡ Department of Chemistry, Durham University, Lower Mountjoy, Stockton Road, Durham, DH1 3LE, United Kingdom
§ Department of Chemistry, Dartmouth College, Hanover, New Hampshire, 03755, USA ⊥ Department of Chemistry, Brock University, 1812 Sir Isaac Brock Way, St. Catharines, ON, L2S 3A1, Canada Supporting Information Placeholder
ABSTRACT: Porphyrins are cornerstone functional materials that are useful in a wide variety of settings ranging from molecular
electronics to biology and medicine. Their applications are often hindered, however, by poor solubilities that result from their ex-
tended, solvophobic aromatic surfaces. Attempts to counteract this problem by functionalizing their peripheries have been met with
only limited success. Here, we demonstrate a versatile strategy to tune the physical and electronic properties of porphyrins using an
axial functionalization approach. Porphyrin silanes (PorSils) and bissilyloxy PorSils (SOPS) are prepared from porphyrins by opera-
tionally simple κ4N-silylation protocols, introducing bulky silyloxy “caps” that are central and perpendicular to the planar porphyrin. While porphyrins typically form either J- or H-aggregates, SOPS do not self-associate in the same manner: the silyloxy axial substit-
uents dramatically improve solubility by inhibiting aggregation. Moreover, axial porphyrin functionalization offers convenient han-
dles through which optical, electronic, and structural properties of the porphyrin core can be modulated. We observe that the identity
of the silyloxy substituent impacts the degree of planarity of the porphyrin in the solid state as well as the redox potentials. Supporting Information Placeholder Supporting Information Placeholder INTRODUCTION Porphyrins are a long-known and well-studied class of com-
pounds.1 Naturally occurring variants are vital for the biochem-
istry of both plants (e.g. chlorophyll, a photoredox catalyst for
photosynthesis) and animals (e.g. heme, an oxygen carrier).2
Accordingly, significant efforts have been dedicated to estab-
lishing laboratory syntheses of this class of compounds.3 Both
porphyrins and κ4N,N′,N′′,N′′′-porphyrin–metal complexes (i.e. metalloporphyrins)4 possess optical, electronic, and chemical
properties that make them useful in a range of applied fields,
including photodynamic therapy,5,6 biological imaging,7 or-
ganic photovoltaics,8 photoredox catalysis,9 and analytical
chemistry.10 However, their applications can be hindered by
their suboptimal physical properties. A constraining drawback
of working with porphyrins is that they are difficult to handle
and process owing to their poor solubilities, which can be as-
cribed to the favorable J- or H-aggregation of their exposed ar-
omatic surfaces.11 Efforts have been made to prepare deriva-
tives that exhibit improved solubilities in aqueous12 and or-
ganic13 solutions. Inhibition of aggregation has generally been Phthalocyanines (Pcs)15 have been used for many of the same
applications as porphyrin compounds.16 Like porphyrins, Pcs
are planar and suffer from poor solubilities. However, an ele-
gant approach to improve their physical properties has been to
silylate the center of the Pc, introducing axially oriented groups
that shield the aromatic surface. Beyond its effect on solubility,
silylation modifies the optical and electronic profiles of Pcs,
which has led to over 1000 papers discussing the synthesis,
properties, and applications of silylated Pcs (Si-Pcs).17 Curi-
ously, however, there is a relative dearth of literature describing
such functionalization of the parent porphyrin compounds,
which is presumably due to the relatively harsh conditions and
operationally complex protocols used to incorporate the central
silicon atom. While Si-Pcs are formed in the presence of SiCl4 hands as the modified porphyrin covalently reacted with the
solid support. We accomplished the silylation of 2 using HSiCl3
with Et3N, a common laboratory reagent (Scheme 1). After
aqueous workup, residual Et3N can be readily removed by evap-
oration. Using this method we were able to avoid the necessity
for chromatography, and instead were able to isolate our desired
product by simple liquid-liquid extraction, resulting in up to an
85% yield of 2-SiCl2. The generalization of this reaction in
combination with the simplification of the purification proce-
dure are steps forward for the prospects of developing this class
of molecules. INTRODUCTION To synthesize the SOPS, 2-SiCl2 was converted
quantitively to 3 by refluxing in a THF/water mixture, and sub-
sequently silylated using Et3N and the respective silyl chloride
(Scheme 1). These final compounds were air-stable and purified
by column chromatography using silica gel and alkaline eluents
(see Supporting Information); large scale purification could be
accomplished by recrystallization. to i) template the macrocyclization and ii) silylate in situ, por-
phyrin silanes (PorSils) have been synthesized by first making
the porphyrin and then inserting the silicon by forming the [por-
phyrin]2- species with a strong and difficult-to-handle amide
base under strictly anhydrous conditions.18,19 Sun and co-work-
ers were able to silylate two porphyrins using HSiCl3 and a ter-
tiary amine base. However, purification of the resulting PorSil
dichloride requires chromatography on neutral alumina,20
which makes the protocol too inefficient and expensive to be
applied as a general method on a large scale. Furthermore, this
protocol can be difficult to reproduce as the PorSil dichloride
can react with the alumina sorbent via nucleophilic substitution
of a chloride. This lack of development of PorSils is unfortunate given that
peripheral ring functionalization – allowing for useful tuning of
the electronic properties – is much easier to achieve for PorSils
than for Si-Pcs. There have been relatively few reports of pe-
ripherally functionalized Si-Pcs.21 The substituted pyrroles and
phthalic acids required as starting materials are synthetically
challenging and scarcely commercially available. Porphyrins,
on the other hand, possess bridging methines connecting their
pyrrole rings that serve as convenient handles for meso substi-
tution. This meso substitution is readily achieved by simply
forming the porphyrin from commercially available aldehydes,
of which there are many. Therefore, a robust procedure for κ4N-
silylation of porphyrin derivatives is an appealing target that
would provide access to PorSil materials that combine the elec-
tronic tuneability of porphyrins with the improved physical
properties of Si-Pcs. It is worth commenting on the more practical aspects of this
synthesis, particularly in reference to key intermediate 2-SiCl2. While stable in open air and during neutral aqueous workup, the
Si-Cl bonds in the PorSil are labile enough that reaction quickly
and quantitatively occurs between 2-Si(Cl)2 and silica gel (in
both column and thin-layer chromatography (TLC)). Neither
the precursor (2) nor subsequent product (3) display such reac-
tivity. INTRODUCTION This allows for facile tracking of reaction progress in ei-
ther the generation of 2-SiCl2 from 2 or consumption of 2-SiCl2
to make 3, as 2-SiCl2 is completely immobile on a silica TLC
plate.22 NMR Analysis. The NMR spectra of the synthesized SOPS
provide insight into the structural and electronic characteristics
of these molecules (Figure 1). The quadrupole of the aromatic
porphyrin shields the alkyl/aryl protons of the silyloxy axial
substituents resulting in marked upfield shifts of these signals. This was not unexpected: N-H protons in 2 – which also lie in
the shielded porphyrin core – are observed at -2.75 ppm and
similar upfield shifts are observed for axial substituents in re-
lated PorSils and SiPcs.23 This shielding falls off with distance
from the silane (and thus the center of the quadrupole); for ex-
ample, in TPP-Si(OSiPh3)2 (1i), the signal for the ortho protons
(HE) is visible at 4.69 ppm, significantly upfield from the usual
aromatic region, and the signal for the meta protons (HF) is ob-
served at 6.57 ppm (Figure 1). An additional consequence is
that while phenylsilanes typically have overlapping signals for
the meta (HF) and para (HG) protons, such protons in these com-
pounds (i.e. 1f-i) are completely resolved, with Δδ of 0.26-0.32
ppm. A similar effect is observed in the 13C NMR spectra, with
significant upfield shifts observed for the axial silane substitu-
ents (see Supporting Information, Figures S1-18). Here, we describe a straightforward and general synthetic ap-
proach to PorSils (Scheme 1), which has allowed us to elabo-
rate them into a new class of porphyrins, bissilyloxy PorSils
(SOPS). Investigation of this series of SOPS (1a-i) based on
5,10,15,20-tetraphenylporphyrin (TPP, 2) revealed that the ax-
ial substituents not only serve to solubilize the porphyrin but
also to tune their optical and electronic properties. RESULTS AND DISCUSSION Synthesis and Reactivity of PorSils and SOPS. Tetra-
phenylporphyrin (TPP, 2) was synthesized by the Adler–Longo
method.3b Previous methodology for accessing PorSils relied on
the use of a highly reactive lithium amide to deprotonate the
porphyrin prior to reaction with HSiCl3, which was found to be
a better porphyrin silylating reagent than the perhaps more in-
tuitive building block SiCl4.18 Sun and co-workers found that
porphyrin silylation could be accomplished by combining the
porphyrin and HSiCl3 in the presence of Pr3N.20 They relied on
chromatography to purify the resulting TPP-Si(Cl)2 (2-SiCl2),
an inefficient approach that also notably did not work in our pp
y
Scheme 1. Synthesis of the target library of bissilyloxy porphyrin silanes (SOPS). Reagents and conditions: i. HSiCl3, Et3N, rt, 24 h, 85%; ii. tetrahydrofuran, water, reflux, 2 h, quantitative; iii. chlorosilane (RCl), Et3N,
1,2-dichloroethane, reflux, 16 h, 82–97%. Reagents and conditions: i. HSiCl3, Et3N, rt, 24 h, 85%; ii. tetrahydrofuran, water, reflux, 2 h, quantitative; iii. chlorosilane (RCl), Et3N,
1,2-dichloroethane, reflux, 16 h, 82–97%. Figure 1. Partial 1H NMR spectra (400 MHz, CDCl3, 298 K) of 2,
3, and 1i showing i) that aromatic resonances of the axial substitu-
ent are shifted upfield by their proximity to the porphyrin ring and
ii) that HB is shifted significantly upfield in aromatic SOPS (1i). *Signal from residual CHCl3 in CDCl3. Impact of Axial Substitution on Porphyrin Planarity. Por-
Sils have previously been observed to have distortion in the pla-
narity of the ring system in the solid state, which is due to the
small size of silicon relative to the porphyrin cavity size.24 In
these instances, the porphyrin core slightly contracts to allow
for sufficient orbital overlap between the pyrrole nitrogen atoms
and the electron-deficient silicon atom. These non-planar por-
phyrins25 can adopt a variety of conformations, including ruf-
fled and waved, 26 which each have characteristic patterns of
displacement. Of the 10 previously reported porphyrin silane
crystal structures, four were close to planar (∆r < 0.15 Å: TPP-
Si(OH)227 TPP-Si(CH2TMS)2, TPP-Si(CHCH2)2, and TPP-
Si(CCPh)228) and six were clearly non-planar (∆r>>0.15 Å:
[TPP-Si(THF)2]2+•2Cl-,29 TPP-SiOTf2,18 TPP-SiMePh,30 TPP-
SiPh2,28 tetrakis(p-tolyl)porphyrin-SiF2, and tetrakis(p-trifluo-
romethylphenyl)porphyrin-SiF231). RESULTS AND DISCUSSION From this set it seems as though planarity can be achieved if
both i) the axial substituents are sufficiently small so as to not
abut the porphyrin and ii) the axial ligand is capable of π-back-
bonding to provide the silicon with extra electron density and
allow Si-N bonds to lengthen to planarity. For example, while
a fluorine atom is certainly small, it does not effectively provide
electron density to the silicon via unshared electrons. On the
other hand, the phenyl substituents can more readily π-back-
bond to the silicon, however the ortho hydrogens have a delete-
rious steric interaction with the macrocyclic ring, preventing
porphyrin planarization. This theory is also supported by the
observed Si-N and Si-X (X = first atom of axial substituent)
bond lengths: planar PorSils feature longer Si-N bonds com-
pared to non-planar structures and the Si-X bond lengths are
similar to those in tetracoordinate silanes as opposed to the
elongated bonds expected in a hexacoordinate silane.32 Figure 1. Partial 1H NMR spectra (400 MHz, CDCl3, 298 K) of 2,
3, and 1i showing i) that aromatic resonances of the axial substitu-
ent are shifted upfield by their proximity to the porphyrin ring and
ii) that HB is shifted significantly upfield in aromatic SOPS (1i). *Signal from residual CHCl3 in CDCl3. While the proton resonance for HB appears at approximately
8.1-8.2 ppm (Figure 1) in the spectra of 2 and alkyl capped de-
rivatives 1a-e, it is shifted upfield to 7.4-8.0 ppm for 1f-i. We
attribute this effect to through-space interactions between HB
and the aromatic ring(s) of the capping groups in 1f-i; such in-
teractions are also observed in the solid state (see Supporting
Information, Figures S49-53). All NMR spectra acquired at am-
bient temperature were well-resolved; this evidence of rapid
conformational sampling suggests that these intramolecular
contacts do not restrict bond rotation. There is, however, a dis-
tinct broadening of the aromatic peaks of the silyloxy cap in 1f
at low temperatures, indicating anisotropy due to slow confor-
mational sampling. We were unable to reach a temperature low
enough to sufficiently slow the rate of interconversion such that
two distinct species could be detected (see Supporting Infor-
mation, Figure S19). To systematically probe the impact of axial substitution on
solid-state conformation of the PorSils, single crystals of the
four species that possessed aromatic silyl caps 1f-i were ana-
lyzed by X-ray diffraction. RESULTS AND DISCUSSION In general, we were gratified to see that
modification of the easily incorporated axial silyloxy substitu-
ents can control the degree to which the porphyrin deviates from
planarity in the crystal structure. This demonstrates that axial
substitution is a powerful tool for control of solid-state porphy-
rin conformation. unique amongst PorSils that have been examined by X-ray crys-
tallography: it has an Si-X bond distance similar to that of a
tetracoordinate silane, yet the porphyrin in the crystal structure
is still highly ruffled. The other derivatives seem to fit into the
construct derived from previous studies of porphyrin silanes (as
discussed above). One last interesting note is that while the silyloxy substituents
in 1g, 1h, and 1i are arranged in an anti configuration with re-
spect to the Si-O(-Si1-)O-Si bond, the highly ruffled 1f has a
Si-O(-Si1-)O-Si dihedral angle of 86.72°. This may be a conse-
quence of the unique conformation of this PorSil, or it could be
that the packing in the crystal lattice impacts this arrangement. Influence of Axial Substitution on Solubility. Owing to
their large, three-dimensional hydrophobic surfaces, SOPS
(1a-i) have much greater solubility in organic solvents than TPP
(2), as seen in Table 2. There were also noticeable differences
in solubility between the series of aliphatic SOPS and the series
Table 2. Solubility of TPP (2), aliphatic SOPS (1e), and ar-
omatic SOPS (1h). Influence of Axial Substitution on Solubility. Owing to
their large, three-dimensional hydrophobic surfaces, SOPS
(1a-i) have much greater solubility in organic solvents than TPP
(2), as seen in Table 2. There were also noticeable differences
in solubility between the series of aliphatic SOPS and the series In terms of electronics, the iterative replacement of methyl
for phenyl groups on the silyloxy cap (1f to 1g to 1i) should
increase the electron density on the silane allowing for length-
ening of the O1-Si2/O2-Si3 bond (Figure 2); the excess electron
density on the oxygen could translate to a shorter Si1-O dis-
tances and allow the Si-N bonds to lengthen to accommodate
the preferred return to planarity of the ring. No such effect is
observed. RESULTS AND DISCUSSION This data confirmed the presumed
structures in all cases: in each of the four structures the hyper-
coordinate silicon core adopts an octahedral structure with the
two silyloxy ligands observed in a trans (diaxial) arrangement
(Figure 2). Figure 2. a) X-ray crystal structures of SOPS 1f-1i confirm the presence and structure of capping groups on either face of the porphyri
units. Both independent molecules in the unit cell of 1i are shown. b) Near-linear Si1–O–Si linkages (bond angles 150-168°) connect th
bulky silyloxy caps to the PorSil. The porphyrin system of 1f is ruffled while 1i is slightly bent. Nitrogen atoms are shown in blue, silico
atoms in yellow, oxygen atoms in red, and carbon atoms in gray and purple. Hydrogen atoms are omitted for clarity. Figure 2. a) X-ray crystal structures of SOPS 1f-1i confirm the presence and structure of capping groups on either face of the porphyrin
units. Both independent molecules in the unit cell of 1i are shown. b) Near-linear Si1–O–Si linkages (bond angles 150-168°) connect the
bulky silyloxy caps to the PorSil. The porphyrin system of 1f is ruffled while 1i is slightly bent. Nitrogen atoms are shown in blue, silicon
atoms in yellow, oxygen atoms in red, and carbon atoms in gray and purple. Hydrogen atoms are omitted for clarity. Figure 2. a) X-ray crystal structures of SOPS 1f-1i confirm the presence and structure of capping groups on either face of the porphyrin
units. Both independent molecules in the unit cell of 1i are shown. b) Near-linear Si1–O–Si linkages (bond angles 150-168°) connect the
bulky silyloxy caps to the PorSil. The porphyrin system of 1f is ruffled while 1i is slightly bent. Nitrogen atoms are shown in blue, silicon
atoms in yellow, oxygen atoms in red, and carbon atoms in gray and purple. Hydrogen atoms are omitted for clarity. Table 1. Selected data from crystal structures of SOPS 1f-i. RESULTS AND DISCUSSION Compound
Si1-O bond lengthsa
(Å)
Si1-O-Si bond anglesa (º)
Δrb
(Å)
Displacement of individual meso
carbons from N1-Si1-N2 planea,b (Å)
TPP-Si(OSiMe2Ph)2 (1f)
1.688(2) (Si1-O1)
1.681(2) (Si1-O2)
150.8(2) (Si1-O1-Si2)
155.2(2) (Si1-O2-Si3)
0.469
-0.431 (C5), +0.507 (C16),
-0.549 (C27), +0.389 (C38)
TPP-Si(OSiMePh2)2 (1g)
1.6758(14)
157.75(10)
0.006
0 (C5), +0.011 (C16),
0 (C5), -0.011 (C16)
TPP-Si(OSiPh2tBu)2 (1h)
1.6801(12)
167.57(9)
0.111
-0.152 (C5), -0.069 (C16),
+0.152, (C5), +0.069 (C16)
TPP-Si(OSiPh3)2
(1i)
Pose 1c
(1i′)
1.684(3)
163.9(2)
0.058
-0.006 (C5), -0.109 (C16),
+0.006 (C5), +0.109 (C16)
Pose 2c
(1i′′)
1.690(3)
159.8(2)
0.085
-0.025 (C45), -0.145 (C56),
+0.025 (C45), +0.145 (C56)
a Atoms labeled according to designation in the crystal structure: Si1 is the central silicon atom; Si2 and Si3 are the silicon atoms in the
silyloxy caps; O1 and O2 are the linking oxygens of the bissilyl ethers. N1 and N2 refer to two cis-coordinated nitrogens. For full numbering
scheme see Supporting Information, Figures S41, 43, 45, and 47. b See reference 25; (+) and (–) designations represent relative orientation. c
The asymmetric unit in 1i contains two molecules, each in a different conformational pose (1i′ and 1i′′). a Atoms labeled according to designation in the crystal structure: Si1 is the central silicon atom; Si2 and Si3 are the silicon atoms in the
silyloxy caps; O1 and O2 are the linking oxygens of the bissilyl ethers. N1 and N2 refer to two cis-coordinated nitrogens. For full numbering
scheme see Supporting Information, Figures S41, 43, 45, and 47. b See reference 25; (+) and (–) designations represent relative orientation. c
The asymmetric unit in 1i contains two molecules, each in a different conformational pose (1i′ and 1i′′). Of the four compounds we examined (seen in Table 1), all
deviated from planarity. Compound 1g is the most planar mol-
ecule with two meso carbon atoms located trans to each other
displaced above and below the plane by ±0.011 Å. This is the
most planar porphyrin silane crystal structure reported to date. The meso carbons in 1h and in both poses of 1i were each out
of plane, though only slightly (≤0.152 Å), and porphyrins main-
tained overall symmetry around the central silicon. Unique
amongst the studied set, compound 1f displayed the least planar
structure and was surprisingly devoid of symmetry around the
central silicon atom. a Limiting concentration determined by titrating 0.1 mL aliquots
of solvent into samples of the porphyrins (5-15 mg) followed by
sonication until full dissolution. b No dissolution observed up to 10
mg in 15 mL. RESULTS AND DISCUSSION From a steric perspective, the Si1-O-Si bond angle of
the least planar porphyrin (1f) is the most acute so one might
think the steric interaction is influencing ring structure, how-
ever i) this is also the smallest of the studied substituents and
arranged in the sterically least impacting way in the solid state
(with the phenyl pointing away from the porphyrin) and ii) there
is no general correlation between that bond angle and planarity
in the studied compounds. Table 2. Solubility of TPP (2), aliphatic SOPS (1e), and ar-
omatic SOPS (1h). Limiting concentrationa (mM)
Solvent
2
1e
1h
Hexanes
0.0b
8.0
1.7
Toluene
2.5
7.3
4.4
Dichloromethane
4.7
13
6.5
Ethyl acetate
0.41
6.7
1.2
Acetonitrile
0.20
0.05
0.05
Ethanol
0.11
0.70
0.28 There does appear to be a correlation between axial silyloxy
substituent size and Si1-O-Si angle, tending towards linear as
the cap size increases in this set. The SOPS bearing the largest
substituent (OSitBuPh2, 1h) displays a remarkably wide bond
angle of 168°. The Si1-O bond length also varies based on the
silyl cap, though no clear trend is observed. While shorter Si1-
O bond distances would be expected in the more planar SOPS,
there is a complex interplay amongst these derivatives with re-
spect to the steric and electronic demands of the silyloxy cap
substituents. From this perspective the Me2Ph derivative (1f) is a Limiting concentration determined by titrating 0.1 mL aliquots
of solvent into samples of the porphyrins (5-15 mg) followed by
sonication until full dissolution. b No dissolution observed up to 10
mg in 15 mL. Figure 3. The solid-state superstructure of 1h, which shows that
the silyloxy cap shields the porphyrin core from intermolecular ar-
omatic interactions. A Hirshfeld surface plot reveals that the inter-
atomic distances between neighboring molecules are almost en-
tirely at (white) or above (blue) the sum of the van der Waals radii. (Close contacts shown in red.) none come into close contact with the surface of the porphyrin
ring system itself; they contact the cap instead. A Hirshfeld sur-
face plot33 of 1h (Figure 3) and interaction energy calculations
(see Supporting Information, Tables S3-12 and Figures S56-70)
confirm that these interactions between the neighboring mole-
cules are dominated by van der Waals forces. RESULTS AND DISCUSSION The SOPS contact
one another at distances that correspond closely to the sum of
the respective van der Waals radii, as can be seen by the large
areas of white in the Hirshfeld surface. Impact of Axial Substitution on Optoelectronic Proper-
ties. As expected, all the investigated porphyrins are UV-active
compounds (Table 3, Figures 4 and 5a). Silylation of TPP (2) to
make TPP-Si(OH)2 (3) does not significantly impact observed
λmax – though there is a small general red-shift – and a J-aggre-
gation-type Soret band is observed around 450 nm. Q1 is the
strongest Q-band of both 2 and 3, indicating that the dissym-
metry that exists in 2 giving rise to this optical phenomenon is
also present in 3. This spectral feature lies in stark contrast to
what is typically seen in two-dimensional metallated (i.e. Zn(II), Ni(II), Cu(II), and Fe(II)) porphyrins, which have only
one or two Q-bands (with Q2 and/or Q3 persisting) due to higher
levels of symmetry.34 Interestingly, when the silyloxy caps are
installed we observe Q-band structures more like the metallated
porphyrins, with Q2 being the most intense (Figure 4). There is
some differentiation amongst the relative molar extinction co-
efficients of the Q bands for SOPS; for example, 1a has almost
no Q4 band, while 1b has a Q4 band that is greater in intensity
than Q1. Notably, in all SOPS some degree of dissymmetry is
evidenced by the presence of all four Q bands, and the respec-
tive λmax (Soret and Q bands) of the SOPS are generally red-
shifted compared to that of 2, with the notable exception of Q4
(Table 3). Both of these observations can be attributed to the
likely ruffling of the porphyrin in solution.35 This hypothesis
supported by a density functional theory structural study (M06-
2X/6-31G with a polarizable continuum model for dichloro-
methane solvent) that shows non-planarity in the calculated
ground state minimized structure of SOPS in solution (see Sup-
porting Information, Figures S54 and 55). Variance amongst the
SOPS λmax (Soret and Q bands) is modest (Table 3); the largest
range can be seen in Q4, where the lowest (TPP-
Si(OSitBuMe2)2, 1c) and highest (TPP-Si(OSiPh3)2, 1i) λmax are Figure 3. The solid-state superstructure of 1h, which shows that
the silyloxy cap shields the porphyrin core from intermolecular ar-
omatic interactions. a Low energy visible transitions from UV-Vis in dichloromethane. b Data collected using 0.1 M NBu4PF6 dichloromethane solutions at
100 mV s-1 and referenced to a ferrocene ([Fc]/[Fc]+) internal standard followed by conversion to NHE; [Fc]/[Fc]+ = +765 mV vs. NHE in
dichloromethane. c A second oxidation peak was observed for 2 at 1.63 V vs. NHE. RESULTS AND DISCUSSION b) Normalized emission profiles of porphy-
rins in i) dichloromethane (10 µM, solid lines) and ii) dispersed in
optically clear amorphous polymer films (0.1 wt.% ZEONEX film,
dotted lines). Figure 4. Comparison of normalized absorption for 1a-i, 2, and 3. separated by 15 nm (618 and 633 nm, respectively). This ab-
ti
d t d
t t
th t th
l
ti
f
ti
l
i Figure 4. Comparison of normalized absorption for 1a-i, 2, and 3. Figure 4. Comparison of normalized absorption for 1a-i, 2, and 3. separated by 15 nm (618 and 633 nm, respectively). This ab-
sorption data demonstrates that the selection of a particular si-
lyloxy cap can be used to control the structure of the porphyrin
ring. separated by 15 nm (618 and 633 nm, respectively). This ab-
sorption data demonstrates that the selection of a particular si-
lyloxy cap can be used to control the structure of the porphyrin
ring. The examined porphyrins were fluorescent in a dichloro-
methane solution (Table 3 and Figure 5b). For 2 we observed a
very strong emission band at 650 nm and a much smaller emis-
sion at 711 nm. This two-emission profile is typical of porphy-
rins, and is attributed to two tautomeric states.36 In toluene, 2
has the same λmax as in dichloromethane but emits relatively
more intensely at 711 nm.37 This demonstrates that environmen-
tal effects (i.e. solvent) impact the population distribution of the
two tautomers but not the energy of the individual HOMO-
LUMO gaps. When the SOPS (1a-i) were excited at their re-
spective Soret bands in solution, two emission signals were
noted: one around 600 nm and another closer to 650 nm (Table
3 and Figure 6b). The ~50 nm blue shift of the SOPS with re-
spect to 2 corresponds to what is seen in fluorescent metallopor-
phyrins such as TPP-Zn.38 Interestingly, 3 fluoresces at three
distinct λmax: 600, 650, and 711 nm. This finding suggests that
compound 3 either i) possesses optical character similar to both
free base and metalloporphyrin and/or ii) has an additional red-
shifted emission due to aggregation. The population distribution
between the emission bands at ~600 and ~650 nm differs from
that seen in the SOPS. It is clear that the silyloxy cap is impact-
ing ring electronics, perhaps as a consequence of inhibition of
aggregation and/or influence on porphyrin planarity. Figure 5. RESULTS AND DISCUSSION Absorption and emission spectra of a representative set
of porphyrins in dichloromethane: 1d (aliphatic SOPS), 1i (aro-
matic SOPS), 2, and 3. a) Absorption spectra of porphyrins, with
inset zoom on Q bands. b) Normalized emission profiles of porphy-
rins in i) dichloromethane (10 µM, solid lines) and ii) dispersed in
optically clear amorphous polymer films (0.1 wt.% ZEONEX film,
dotted lines). of the identity of the silyloxy cap. However, the SOPS have
slightly higher oxidation potentials (1.31-1.35 V) that those ob-
served for 2 (1.31 V), and significantly lower than that observed
for 3 (1.52 V). This increase in the oxidation potential indicates
a stabilization of the HOMO of the PorSils in solution. Samples of 2, aliphatic SOPS 1d, and aromatic SOPS 1i were
also embedded into a ZEONEX polymer matrix and examined
by fluorescence (Figure 5b). The emission spectrum of 2 was
significantly red-shifted in the ZEONEX film. Given that gen-
eral environmental effects do not cause such a phenomenon in
2, this appears to be evidence of aggregation of the porphyrin
in the polymer.39 While the SOPS did show an altered popula-
tion distribution of the two tautomeric states, as evidenced by a
change in relative intensities of the two emission bands, the en-
ergies of these transitions, however, were not affected. These
findings support our hypothesis that silyloxy caps discourage
aggregation. There was more variance in the reduction potential of the
SOPS, with values ranging from -1.35 V (1e) to -1.06 V (1a). In all cases the SOPS were reduced at potential greater than ei-
ther 2 or 3, which we observed as -0.92 and -0.93 V, respec-
tively. A small trend was observed for the C3-symmetrical lin-
ear trialkylsilyloxy caps (1a, 1d, and 1e), with longer chain
lengths being associated with reduction potentials of greater
magnitude; this could be due to electron repulsion by the si-
lyloxy substituents. No other obvious trends were observed,
however it is clear that the LUMO energies of the SOPS are
sensitive to the identity of the silyloxy cap. The electrochemical behavior of these compounds was stud-
ied using cyclic voltammetry (CV) for the full range of synthe-
sized SOPS (Table 3; for CV spectra see Supporting Infor-
mation, Figures S35-40). All SOPS underwent a reversible one-
electron oxidation with similar oxidizing potentials regardless RESULTS AND DISCUSSION A Hirshfeld surface plot reveals that the inter-
atomic distances between neighboring molecules are almost en-
tirely at (white) or above (blue) the sum of the van der Waals radii. (Close contacts shown in red.) of aromatic SOPS; these differences were used to our advantage
in the purification process (see Supporting Information). The
improved solubilities of the SOPS compared to 2 can be ration-
alized by considering the non-covalent interactions between the
molecules in the solid state. Porphyrins that lack axial capping
groups, such as 2, are known to experience favorable face-to-
face aromatic interactions between their large, exposed π-sur-
faces. These interactions cause aggregation, which in turn can
red-shift absorption and quench fluorescence. On the other
hand, analysis of the packing structures of 1f-i (see Supporting
Information, Figures S42, 44, 46, and 48) shows that the bulky
axial caps prevent this interaction. As an illustrative example,
there are three molecules near the axial cap of 1h (Figure 3), but
Table 3. Physicochemical data of studied porphyrins. Compound
Absorptiona λmax [nm]
Emission λmax [nm]
(lex [nm])
E1/2b [V vs. NHE]
Soret
Q1
Q2
Q3
Q4
Oxidation
Reduction
1a
421
513
552
589
625
605, 643 (430)
1.33
- 1.06
1b
422
512
550
591
623
592, 627 (430)
1.36
- 1.21
1c
418
512
549
586
618
605, 646 (427)
1.34
- 1.08
1d
424
514
555
596
627
598, 645 (424)
1.32
- 1.18
1e
423
514
555
595
627
602, 649 (423)
1.32
- 1.35
1f
423
514
552
591
628
605, 649 (427)
1.35
- 1.10
1g
422
514
553
592
628
600, 648 (423)
1.36
- 1.08
1h
423
512
550
587
628
607, 648 (431)
1.35
- 1.11
1i
425
515
553
592
633
602, 645 (427)
1.33
- 1.13
2
417
514
549
590
646
650, 711 (418)
1.34c
- 0.92
3
418, 446
514
550
590
649
600, 650, 711 (418)
1.52
- 0.93 nd 3. s ab-
ar si-
hyrin
loro-
ved a
mis-
phy-
ne, 2
vely
men-
f the
MO-
r re-
were
Table
h re-
opor-
three
that
both
red-
ution
Figure 5. Absorption and emission spectra of a representative set
of porphyrins in dichloromethane: 1d (aliphatic SOPS), 1i (aro-
matic SOPS), 2, and 3. a) Absorption spectra of porphyrins, with
inset zoom on Q bands. Author Contributions The manuscript was written through contributions of all authors. (8) a) Martinez-Diaz, M.V.; de la Torre, G.; Torres, T. Lighting
Porphyrins and Phthalocyanines for Molecular Photovol-
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widely used building blocks for functional organic materials. We have demonstrated that the straightforward, high-yielding
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alloporphyrins for Selective Living Radical Polymeriza-
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capping with axial silyloxy substituents, we have increased por-
phyrin solubility and prevented aggregation-induced physico-
chemical phenomena. The identity of the silyloxy cap can be
used to tune porphyrin planarity and molecular orbital energies. This approach offers opportunities for the customization of por-
phyrins through axial tuning and an improvement in the pro-
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search Council (EPSRC) Centre for Doctoral Training in Soft Mat-
ter and Functional Interfaces (SOFI) for a PhD studentship. A.T.T. and A.N.B. acknowledge EPSRC Doctoral Training Grants. MP
acknowledges NSERC RTI for support. The authors also thank
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Complexes
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Tetra-p-tolylporphyrin
and
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Crystal (18) f
( )
Kane, K.M.; Lemke, F.R.; Petersen J.L. Bis(trifluoro-
methanesulfonato)(tetra-p-tolylporphyrinato)sili- Structures and Unprecedented Reactivity in Hexacoordi-
nate Difluorosilanes1. Inorg. Chem. 1997, 36(7), 1354-1359. (38) REFERENCES Observed bond lengths for Si-X in crystal structure of por-
phyrin silane (PorSil) and a tetracoordinated (4c) silane (with
reference): X = OH, PorSil = 1.67 Å, 4c = 1.66 Å (ref. 23);
CHCH2, PorSil = 1.83 Å (ref. 24), 4c = 1.86 Å (Bartkowska,
B.; Krüger, C. Tetravinylsilane. Acta Cryst. 1997, C53,
1066-1068.); CCPh, PorSil = 1.82 Å (ref. 24), 4c = 1.83 Å
(Wrackmeyer, B.; Khana, E.; Bayer, S.; Toka, O.L.; Klim-
kina, E.V.; Miliusc, W.; Kempe, R. Alkynylsilanes and Al-
kynyl(vinyl)silanes. Synthesis, Molecular Structures and
Multinuclear Magnetic Resonance Study. Z. Naturforsch. 2010, 65b, 725-744.); CH2TMS, PorSil = 1.93 Å (ref. 24), 4c
= 1.92 Å (Buttrus, N.H.; Eaborn, C.; Hitchcock, P.B.; Lickiss,
P.D.; Najim, S.T. 1,3 Silicon to Silicon Migration of the
Methoxy Group in Solvolysis of (bromodiphenylsi-
lyl)(methoxydimethylsilyl)bis(trimethylsilyl)methane. Crystal Structures of (ethoxydimethylsilyl)(methoxydi-
phenylsilyl)bis(trimethylsilyl)-methane and (methoxydi-
methylsilyl)(methoxydiphenylsilyl)bis(trimethylsilylme-
thane). J. Chem. Soc. Perkin Trans. II 1987, 1753-1757.). As
a point of reference, here are two examples for non-planar
porphyrins: Ph, PorSil = 1.94 Å (ref. 24), 4c = 1.86 Å (Párká-
nyi, L.; Sasvári, K. Crystal structure of tetraphenylsilane. Period. Polytechnic. Chem. Eng. 1973, 17(3), 271-276.); F,
PorSil = 1.64 Å (ref. 26), 4c = 1.60 Å (Dell, S.; Ho, D.M.; Pascal, R.A. in- and out-Cyclophanes Bearing Non-Hydro-
gen Bridgehead Substituents. J. Org. Chem. 1999, 64(15),
5626-5633.) Pascal, R.A. in- and out-Cyclophanes Bearing Non-Hydro-
gen Bridgehead Substituents. J. Org. Chem. 1999, 64(15),
5626-5633.) Structures and Unprecedented Reactivity in Hexacoordi-
nate Difluorosilanes1. Inorg. Chem. 1997, 36(7), 1354-1359. (32) (33) )
Spackman, M. A.; Jayatilaka, D. Hirshfeld Surface Analy-
sis. CrystEngComm 2009, 11(1), 19-32. (34) Ralphs, K.; Zhang, C.; James, S. L. Solventless Mechano-
chemical Metalation of Porphyrins. Green Chem. 2017,
19(1), 102-105. (35) )
Valicsek, Z.; Horváth, O. Application of the Electronic
Spectra of Porphyrins for Analytical Purposes: The Effects
of Metal Ions and Structural Distortions. Microchem. J. 2013, 107, 47-62. (36)
Uttamlal, M.; Holmes-Smith, A.S. The Excitation Wave-
length Dependent Fluorescence of Porphyrins. Chem. Phys. Lett. 2008, 454(4-6), 223-228. (37) y
(
)
(37)
Ghosh, M.; Nath, S.; Hajra, A.; Sinha, S. Fluorescence Self-
Quenching of Tetraphenylporphyrin in Liquid Medium. J. Lumin. 2013, 141, 87-92. Crystal Structures of (ethoxydimethylsilyl)(methoxydi-
phenylsilyl)bis(trimethylsilyl)-methane and (methoxydi-
methylsilyl)(methoxydiphenylsilyl)bis(trimethylsilylme-
thane). J. Chem. Soc. Perkin Trans. II 1987, 1753-1757.). As
a point of reference, here are two examples for non-planar
porphyrins: Ph, PorSil = 1.94 Å (ref. (37) REFERENCES 24), 4c = 1.86 Å (Párká-
nyi, L.; Sasvári, K. Crystal structure of tetraphenylsilane. Period. Polytechnic. Chem. Eng. 1973, 17(3), 271-276.); F,
PorSil = 1.64 Å (ref. 26), 4c = 1.60 Å (Dell, S.; Ho, D.M.; (38)
Zheng, W.; Shan, N.; Yu, L.; Wang, X. UV–visible, Fluores-
cence and EPR Properties of Porphyrins and Metallopor-
phyrins. Dyes Pigm. 2008, 77, 153-157. (39) (39)
Chen, Z.; Lohr, A.; Saha-Möller, C.R.; Würthner, F. Self-As-
sembled π-Stacks of Functional Dyes in Solution: Struc-
tural and Thermodynamic Features. Chem. Soc. Rev. 2009,
38(2), 564-584. PorSil paper final.pdf (2.97 MiB) download file
view on ChemRxiv Supporting Information Supporting Information Burhan A. Hussein,†,‡ Zainab Shakeel,† Andrew T. Turley,‡ Aisha N. Bismillah,‡,§ Kody M. Wolfstadt,† Julia E. Pia,† Melanie Pilkington,⊥ Paul R. McGonigal,‡ and Marc J. Adler†,*
† Department of Chemistry & Biology, Ryerson University, 350 Victoria St., Toronto, ON, M5B 2K3, Canada
‡ Department of Chemistry, Durham University, Lower Mountjoy, Stockton Road, Durham, DH1 3LE,
United Kingdom
§ Department of Chemistry, Dartmouth College, Hanover, New Hampshire, 03755, USA
⊥ Department of Chemistry, Brock University, 1812 Sir Isaac Brock Way, St. Catharines, ON, L2S 3A1,
Canada Burhan A. Hussein,†,‡ Zainab Shakeel,† Andrew T. Turley,‡ Aisha N. Bismillah,‡,§ Kody M. Wolfstadt,† Julia E. Pia,† Melanie Pilkington,⊥ Paul R. McGonigal,‡ and Marc J. Adler†,* † Department of Chemistry & Biology, Ryerson University, 350 Victoria St., Toronto, ON, M5B 2K3, Canada
‡ Department of Chemistry, Durham University, Lower Mountjoy, Stockton Road, Durham, DH1 3LE,
United Kingdom Department of Chemistry, Dartmouth College, Hanover, New Hampshire, 03755, USA
⊥ Department of Chemistry, Brock University, 1812 Sir Isaac Brock Way, St. Catharines, ON, L2S 3A1,
Canada 1 Table of Contents 1. GENERAL METHODS.............................................................................................................................. 3
2. SYNTHETIC DETAILS............................................................................................................................... 5
3. 1H, 13C, AND VARIABLE-TEMPERATURE NMR SPECTROSCOPIC CHARACTERIZATION OF SYNTHESIZED COMPOUNDS . 15
4. UV-VIS SPECTROSCOPY ....................................................................................................................... 34
5. PHOTOLUMINESCENCE SPECTROSCOPY .................................................................................................... 44
6. CYCLIC VOLTAMMETRY ........................................................................................................................ 49
7. X-RAY CRYSTALLOGRAPHIC ANALYSIS...................................................................................................... 57
7.1 INTRAMOLECULAR CONTACTS IN SOLID STATE......................................................................................... 63
8. IN SILICO MODELLING ......................................................................................................................... 69
9. HIRSHFELD SURFACE ANALYSIS OF SOLID-STATE STRUCTURES ...................................................................... 71
10. CALCULATION OF INTERMOLECULAR INTERACTION ENERGIES IN THE SOLID STATE .......................................... 81
11. COMPOUND IDENTITY VALIDATION BY LOW RESOLUTION MASS SPECTRA ..................................................... 87
12. REFERENCES .................................................................................................................................... 92 2 2 1. General Methods Materials: All reagents were purchased from commercial suppliers (Sigma-Aldrich, Alfa Aesar,
or Oakwood Chemicals) and used without further purification. Instrumentation and Analytical Techniques: Purification by column chromatography was carried
out using silica (Silicycle: ultrapure flash silica). Analytical thin-layer chromatography (TLC)
was performed on aluminum-backed sheets pre-coated with silica 60 F254 adsorbent (0.25 mm
thick; Silicycle) and visualized under UV light (254 nm), if needed. Routine 1H and 13C{1H}
nuclear magnetic resonance (NMR) spectra were recorded at 400 MHz and 101 MHz
respectively, on a Bruker AV 400 instrument at ambient temperatures. Variable-temperature
(VT) NMR was recorded on a Varian Inova 500 (1H 500.130 MHz) at range of temperatures. For
VT measurements, operating temperatures were calibrated using an internal calibration solution
of MeOH and glycerol. Chemical shifts (δ) are reported in parts per million (ppm) from low to
high field and referenced to a residual non-deuterated solvent (CHCl3) peak for 1H and 13C
nuclei. Coupling constants (J) are reported in Hertz (Hz). Standard abbreviations indicating
multiplicity are used as follows: s = singlet; d = doublet; m = multiplet; br = broad). 13C NMR
experiments were proton decoupled. NMR spectra were processed using MestReNova version
11.0. Data are reported as follows: chemical shift; multiplicity; coupling constants; integral and
assignment. Low resolution mass spectrometry (MS) results were obtained on a Waters GCT
Premier instrument using electron impact (EI) for ionization. High-resolution electrospray (HR-
ESI) mass spectra were measured using a Waters LCT Premier XE high resolution, accurate
mass UPLC ES MS with ASAP ion source. Cyclic voltammetry (CV) data were collected using a
Metrohm µ-Autolab Type III potentiostat/galvanostat and are reported relative to the potential of
the normal hydrogen electrode (NHE). UV-Vis spectroscopy data was obtained using a Cary 3 3 Series UV-Vis Spectrophotometer from Agilent Technologies. Steady-state photoluminescence
(PL) solution data were obtained using a Perkin-Elmer LS 50 B Luminescence Spectrometer. Steady-state PL of films and solutions were measured using Jobin Yvon Fluoromax and
Fluorolog with machine-specific calibration curves. The low temperature and temperature-
dependent PL spectra were measured using a Janis Research Co. Inc. nitrogen filled cryostat. Thus, at low temperature, films were in a nitrogen atmosphere and solutions in a sealed long-
neck cuvette. Suitable single crystals of all four compounds 1f-i were mounted on a cryoloop
with paratone oil and examined on a Bruker APEX-II CCD diffractometer. 1. General Methods All four compounds
have been deposited in the Cambridge Structural Database with numbers CCDC 1977452-
1977455. 4 4 2. Synthetic Details 2. Synthetic Details N
N
N
N
Ph
Ph
Ph
Si
OSi
SiO
Et
Et
1
2
3
4
5
6
Et
Et
Et N
N
N
N
Ph
Ph
Ph
Si
OSi
SiO
Et
Et
1
2
3
4
5
6
Et
Et
Et 1a: In a 50 mL round-bottom flask with a magnetic stir bar, 3 (100
mg, 0.15 mmol) was dissolved in 1,2-dichloroethane (10 mL) to
which Et3N (50 µL, 0.37 mmol) was added. The reaction mixture
was stirred for 5 min, followed by the addition of
triethylchlorosilane (40 mg, 0.37 mmol). The reaction was
refluxed overnight and monitored by TLC. Upon completion, the reaction mixture was
concentrated in vacuo and the crude residue was purified using a short silica plug (petroleum
ether:Et3N, 9:1), Rf = 0.70. The filtrate was then triturated using cold MeCN until no further
precipitation occurred. The solid was filtered through a sintered glass funnel which was then dried
under vacuum to yield 1a as a purple solid (127 mg, 0.14 mmol, 95%). 1H NMR (400 MHz,
CDCl3) d 8.83 (s, 8H, H1), 8.18 – 8.13 (m, 8H, H2), 7.79 – 7.70 (m, 12H, H3, H4), -1.36 (t, J = 7.9
Hz, 18H, H6), -2.68 (q, J = 8.0 Hz, 12H, H5). 13C NMR (101 MHz, CDCl3) d 143.9, 141.7, 134.1
130.5, 127.7, 126.8, 117.7, 4.49, 2.80. IR (cm-1) 3057, 2942, 2867, 2797, 2378, 2265, 2101, 2081,
1944, 1881, 1758, 1597, 1534, 1491, 1439, 1409, 1354, 1226, 1205, 1173, 1060, 1006, 882, 845,
801, 748. UV-Vis (CH2Cl2): λmax (nm) 421 (Soret band), 513, 552, 589, 625 (Q bands);
Fluorescence (CH2Cl2, λex = 430): λem (nm) 605, 643. HRMS-ASAP m/z [M]+ calculated for
C56H58N4O2Si3 902.3868, measured 902.3912. CV (V vs NHE, ref to Fc/Fc+) -1.119, 1.321. N
N
N
N
Ph
Ph
Ph
Si
OSi
SiO
Et
Et
1
2
3
4
5
6
Et
Et
Et 1a: In a 50 mL round-bottom flask with a magnetic stir bar, 3 (100
mg, 0.15 mmol) was dissolved in 1,2-dichloroethane (10 mL) to
which Et3N (50 µL, 0.37 mmol) was added. The reaction mixture
was stirred for 5 min, followed by the addition of
triethylchlorosilane (40 mg, 0.37 mmol). The reaction was
refluxed overnight and monitored by TLC. 1. General Methods Upon completion, the reaction mixture was
concentrated in vacuo and the crude residue was purified using a short silica plug (petroleum
ether:Et3N, 9:1), Rf = 0.70. The filtrate was then triturated using cold MeCN until no further
precipitation occurred. The solid was filtered through a sintered glass funnel which was then dried
under vacuum to yield 1a as a purple solid (127 mg, 0.14 mmol, 95%). 1H NMR (400 MHz,
CDCl3) d 8.83 (s, 8H, H1), 8.18 – 8.13 (m, 8H, H2), 7.79 – 7.70 (m, 12H, H3, H4), -1.36 (t, J = 7.9
Hz, 18H, H6), -2.68 (q, J = 8.0 Hz, 12H, H5). 13C NMR (101 MHz, CDCl3) d 143.9, 141.7, 134.1
130.5, 127.7, 126.8, 117.7, 4.49, 2.80. IR (cm-1) 3057, 2942, 2867, 2797, 2378, 2265, 2101, 2081,
1944, 1881, 1758, 1597, 1534, 1491, 1439, 1409, 1354, 1226, 1205, 1173, 1060, 1006, 882, 845,
801, 748. UV-Vis (CH2Cl2): λmax (nm) 421 (Soret band), 513, 552, 589, 625 (Q bands);
Fluorescence (CH2Cl2, λex = 430): λem (nm) 605, 643. HRMS-ASAP m/z [M]+ calculated for
C56H58N4O2Si3 902.3868, measured 902.3912. CV (V vs NHE, ref to Fc/Fc+) -1.119, 1.321. N
N
N
N
Ph
Ph
Ph
Si
OSi
SiO
Et
Et
1
2
3
4
5
6
Et
Et
Et refluxed overnight and monitored by TLC. Upon completion, the reaction mixture was
concentrated in vacuo and the crude residue was purified using a short silica plug (petroleum
ether:Et3N, 9:1), Rf = 0.70. The filtrate was then triturated using cold MeCN until no further
precipitation occurred. The solid was filtered through a sintered glass funnel which was then dried
under vacuum to yield 1a as a purple solid (127 mg, 0.14 mmol, 95%). 1H NMR (400 MHz,
CDCl3) d 8.83 (s, 8H, H1), 8.18 – 8.13 (m, 8H, H2), 7.79 – 7.70 (m, 12H, H3, H4), -1.36 (t, J = 7.9
Hz, 18H, H6), -2.68 (q, J = 8.0 Hz, 12H, H5). 13C NMR (101 MHz, CDCl3) d 143.9, 141.7, 134.1
130.5, 127.7, 126.8, 117.7, 4.49, 2.80. IR (cm-1) 3057, 2942, 2867, 2797, 2378, 2265, 2101, 2081,
1944, 1881, 1758, 1597, 1534, 1491, 1439, 1409, 1354, 1226, 1205, 1173, 1060, 1006, 882, 845,
801, 748. UV-Vis (CH2Cl2): λmax (nm) 421 (Soret band), 513, 552, 589, 625 (Q bands);
Fluorescence (CH2Cl2, λex = 430): λem (nm) 605, 643. HRMS-ASAP m/z [M]+ calculated for
C56H58N4O2Si3 902.3868, measured 902.3912. 1. General Methods CV (V vs NHE, ref to Fc/Fc+) -1.119, 1.321. 5 5 1b: In a 50 mL round-bottom flask with a magnetic stir bar, 3 (100
mg, 0.15 mmol) was dissolved in 1,2-dichloroethane (10 mL) to
which Et3N (50 µL, 0.37 mmol) was added. The reaction mixture
was stirred for 5 min, followed by the addition of
triisopropylchlorosilane (71 mg, 0.37 mmol). The reaction was
refluxed overnight and monitored by TLC. Upon completion, the reaction mixture was
concentrated in vacuo and the crude residue was purified using a short silica plug (petroleum
ether:Et3N, 9:1), Rf = 0.72. The filtrate was then triturated using cold MeCN until no further
precipitation occurred. The solid was filtered through a sintered glass funnel which was then dried
under vacuum to yield 1b as a purple solid (132 mg, 0.14 mmol, 91%). 1H NMR (400 MHz,
CDCl3) d 8.82 (s, 8H, H1), 8.15 – 8.07 (m, 8H, H2), 7.81 – 7.69 (m, 12H, H3, H4), -1.31 (d, J = 7.5
Hz, 36H, H6), -2.26 (septet, J = 7.5 Hz, 6H, H5). 13C NMR (101 MHz, CDCl3) d 144.3, 141.6,
134.0, 130.8, 127.8, 126.8, 118.3, 15.5 11.0. IR (cm-1) 2918, 2857, 2168, 2116, 2078, 1883, 1817,
1597, 1533, 1491, 1354, 1232, 1205, 1172, 1076, 1033, 1007, 881, 836, 800, 747, 698. UV-Vis
(CH2Cl2): λmax (nm) 422 (Soret band), 512, 550, 591, 623 (Q bands). Fluorescence (CH2Cl2, λex =
430 nm): λem (nm) 592, 627. MS (EI+) m/z [M]+ calculated for C62H70N4O2Si3 986.5, measured
986.5. CV (V vs NHE ref to Fc/Fc+) -1.218, 1.353. N
N
N
N
Ph
Ph
Ph
Si
OSi
SiO
iPr
iPr
1
2
3
4
5
6
iPr
iPr
iPr 1b: In a 50 mL round-bottom flask with a magnetic stir bar, 3 (100
mg, 0.15 mmol) was dissolved in 1,2-dichloroethane (10 mL) to
which Et3N (50 µL, 0.37 mmol) was added. The reaction mixture
was stirred for 5 min, followed by the addition of
triisopropylchlorosilane (71 mg, 0.37 mmol). The reaction was
refluxed overnight and monitored by TLC. Upon completion, the reaction mixture was
concentrated in vacuo and the crude residue was purified using a short silica plug (petroleum
ether:Et3N, 9:1), Rf = 0.72. The filtrate was then triturated using cold MeCN until no further
precipitation occurred. 1. General Methods 13C NMR (101 MHz, CDCl3) d 144.5, 141.9, 134.1, 127.8, 126.7, 118.4,
120.2, 23.2, 15.1, 7.5. IR (cm-1) 2920, 2848, 1597, 1537, 1491, 1440, 1355, 1240, 1207, 1062,
1008, 939, 829, 801, 749. UV-Vis (CH2Cl2): λmax (nm) 418 (Soret band), 512, 549, 586, 618 (Q
bands); Fluorescence (CH2Cl2, λex = 427): λem (nm) 605, 646. MS (EI+) m/z [M]+ calculated for
C56H58N4O2Si3 902.38, measured 902.39. CV (V vs NHE ref to Fc/Fc+) -1.144, 1.342. was refluxed overnight and monitored by TLC. Upon completion, the reaction mixture was
concentrated in vacuo and the crude residue was purified using a short silica plug (petroleum
ether:Et3N, 9:1), Rf = 0.72. The filtrate was then triturated using cold MeCN until no further
precipitation occurred. The solid was filtered through a sintered glass funnel which was then dried
under vacuum to yield 1c as a purple solid (115 mg, 0.13 mmol, 86%). 1H NMR (400 MHz,
CDCl3) d 8.86 (s, 8H, H1), 8.20 – 8.14 (m, 8H, H2), 7.81 – 7.70 (m, 12H, H3, H4), -1.61 (s, 18H,
H6), -3.34 (s, 12H, H5). 13C NMR (101 MHz, CDCl3) d 144.5, 141.9, 134.1, 127.8, 126.7, 118.4,
120.2, 23.2, 15.1, 7.5. IR (cm-1) 2920, 2848, 1597, 1537, 1491, 1440, 1355, 1240, 1207, 1062,
1008, 939, 829, 801, 749. UV-Vis (CH2Cl2): λmax (nm) 418 (Soret band), 512, 549, 586, 618 (Q
bands); Fluorescence (CH2Cl2, λex = 427): λem (nm) 605, 646. MS (EI+) m/z [M]+ calculated for
C56H58N4O2Si3 902.38, measured 902.39. CV (V vs NHE ref to Fc/Fc+) -1.144, 1.342. N
N
N
N
Ph
Ph
Ph
Si
OSi
SiO
Bu
Bu
1
2
3
4
5
6
7
8
Bu
Bu
Bu 1d: In a 50 mL round-bottom flask with a magnetic stir bar, 3
(100 mg, 0.15 mmol) was dissolved in 1,2-dichloroethane (10
mL) to which Et3N (50 µL, 0.37 mmol) was added. The reaction
mixture was stirred for 5 min, followed by the addition of
tributylchlorosilane (87 mg, 0.37 mmol). The reaction mixture
N
N
N
N
Ph
Ph
Ph
Si
OSi
SiO
Bu
Bu
1
2
3
4
5
6
7
8
Bu
Bu
Bu 1d: In a 50 mL round-bottom flask with a magnetic stir bar, 3
(100 mg, 0.15 mmol) was dissolved in 1,2-dichloroethane (10
mL) to which Et3N (50 µL, 0.37 mmol) was added. 1. General Methods The solid was filtered through a sintered glass funnel which was then dried
under vacuum to yield 1b as a purple solid (132 mg, 0.14 mmol, 91%). 1H NMR (400 MHz,
CDCl3) d 8.82 (s, 8H, H1), 8.15 – 8.07 (m, 8H, H2), 7.81 – 7.69 (m, 12H, H3, H4), -1.31 (d, J = 7.5
Hz, 36H, H6), -2.26 (septet, J = 7.5 Hz, 6H, H5). 13C NMR (101 MHz, CDCl3) d 144.3, 141.6,
134.0, 130.8, 127.8, 126.8, 118.3, 15.5 11.0. IR (cm-1) 2918, 2857, 2168, 2116, 2078, 1883, 1817,
1597, 1533, 1491, 1354, 1232, 1205, 1172, 1076, 1033, 1007, 881, 836, 800, 747, 698. UV-Vis
(CH2Cl2): λmax (nm) 422 (Soret band), 512, 550, 591, 623 (Q bands). Fluorescence (CH2Cl2, λex =
430 nm): λem (nm) 592, 627. MS (EI+) m/z [M]+ calculated for C62H70N4O2Si3 986.5, measured
986.5. CV (V vs NHE ref to Fc/Fc+) -1.218, 1.353. N
N
N
N
Ph
Ph
Ph
Si
OSi
SiO
iPr
iPr
1
2
3
4
5
6
iPr
iPr
iPr N
N
N
N
Ph
Ph
Ph
Si
OSi
SiO
iPr
iPr
1
2
3
4
5
6
iPr
iPr
iPr 1c: In a 50 mL round-bottom flask with a magnetic stir bar, 3
(100 mg, 0.15 mmol) was dissolved in 1,2-dichloroethane (10
mL) to which Et3N (50 µL, 0.37 mmol) was added. The reaction
mixture was stirred for 5 min, followed by the addition of tert-
butyldimethylchlorosilane (56 mg, 0.37 mmol). The reaction
N
N
N
N
Ph
Ph
Ph
Si
OSi
SiO
1
2
3
4
5
6
tBu N
N
N
N
Ph
Ph
Ph
Si
OSi
SiO
1
2
3
4
5
6
tBu N
N
N
N
Ph
Ph
Ph
Si
OSi
SiO
1
2
3
4
5
6
tBu 6 was refluxed overnight and monitored by TLC. Upon completion, the reaction mixture was
concentrated in vacuo and the crude residue was purified using a short silica plug (petroleum
ether:Et3N, 9:1), Rf = 0.72. The filtrate was then triturated using cold MeCN until no further
precipitation occurred. The solid was filtered through a sintered glass funnel which was then dried
under vacuum to yield 1c as a purple solid (115 mg, 0.13 mmol, 86%). 1H NMR (400 MHz,
CDCl3) d 8.86 (s, 8H, H1), 8.20 – 8.14 (m, 8H, H2), 7.81 – 7.70 (m, 12H, H3, H4), -1.61 (s, 18H,
H6), -3.34 (s, 12H, H5). 1. General Methods The reaction
mixture was stirred for 5 min, followed by the addition of
tributylchlorosilane (87 mg, 0.37 mmol). The reaction mixture
was refluxed overnight and monitored by TLC. Upon completion, the reaction mixture was
concentrated in vacuo and the residue was purified using a short silica plug (petroleum ether:Et3N,
9:1), Rf = 0.72. The filtrate was then triturated using cold MeCN until no further precipitation
occurred. The solid was filtered through a sintered glass funnel which was then dried under vacuum
to yield 1d as a purple solid (141 mg, 0.13 mmol, 89%). 1H NMR (400 MHz, CDCl3) d 8.83 (s,
8H, H1), 8.18 (d, J = 5.8 Hz, 8H, H2), 7.80 – 7.69 (m, 12H, H3, H4), 0.36 – 0.17 (m, 30H, H7, H8),
N
N
N
N
Ph
Ph
Ph
Si
OSi
SiO
Bu
Bu
1
2
3
4
5
6
7
8
Bu
Bu
Bu was refluxed overnight and monitored by TLC. Upon completion, the reaction mixture was
concentrated in vacuo and the residue was purified using a short silica plug (petroleum ether:Et3N,
9:1), Rf = 0.72. The filtrate was then triturated using cold MeCN until no further precipitation
occurred. The solid was filtered through a sintered glass funnel which was then dried under vacuum
to yield 1d as a purple solid (141 mg, 0.13 mmol, 89%). 1H NMR (400 MHz, CDCl3) d 8.83 (s,
8H, H1), 8.18 (d, J = 5.8 Hz, 8H, H2), 7.80 – 7.69 (m, 12H, H3, H4), 0.36 – 0.17 (m, 30H, H7, H8), 7 7 -1.18 – -1.46 (m, 12H, H6), -2.54 – -2.95 (m, 12H, H5). 13C NMR (100 MHz, CDCl3) d 143.9,
141.8, 134.4, 130.6, 127.8, 126.8, 117.8, 26.1, 23.4, 13.5, 12.2. IR (cm-1) 2951, 2914, 2850, 1598,
1534, 1490, 1440, 1355, 1292, 1059, 1008, 883, 800, 752. UV-Vis (CH2Cl2): λmax (nm) 424 (Soret
band), 514, 555, 596, 627 (Q bands); Fluorescence (CH2Cl2, λex = 424): λem (nm) 598, 645. MS
(EI+) m/z [M]+ calculated for C68H82N4O2Si3 1070.5, measured 1070.5. CV (V vs NHE, ref to
Fc/Fc+)) -1.184, 1.307. 1e: In a 50 mL round-bottom flask with a magnetic stir
bar, 3 (100 mg, 0.15 mmol) was dissolved in 1,2-
dichloroethane (10 mL) to which Et3N (50 µL,
0.37 mmol) was added. The reaction mixture was stirred
for 5 min, followed by the addition of trihexylchlorosilane
(105 mg, 0.37 mmol). 1. General Methods The reaction mixture was refluxed overnight and monitored by TLC. Upon
completion, the reaction mixture was concentrated in vacuo and the residue was purified using a
short silica plug (petroleum ether:Et3N, 9:1), Rf = 0.72. The filtrate was then triturated using cold
MeCN until no further precipitation occurred. The solid was filtered through a sintered glass funnel
which was then dried under vacuum to yield 1e as a purple solid (178 mg, 0.15 mmol, 97%). 1H
NMR (400 MHz, CDCl3) d 8.82 (s, 8H, H1), 8.21 – 8.13 (m, 8H, H2), 7.80 – 7.67 (m, 12H, H3,
H4), 1.02 – 0.85 (m, 18H, H10 ), 0.71 (t, J = 7.3 Hz, 12H, H9), 0.63 (tt, J = 9.4, 6.5 Hz, 12H, H8),
0.23 (tt, J = 7.5, 7.5 Hz, 12H, H7), -1.33 (m, 12H, H6), -2.67 – -2.82 (m, 12H, H5). 13C NMR (101
MHz, CDCl3) d 143.7, 134.3, 130.5, 141.6, 127.7, 126.6, 117.6, 32.9, 31.15,22.5, 21.0, 14.1, 12.3. IR (cm-1) 2953, 2916, 2849, 1597, 1526, 1490, 1440, 1356, 1207, 1176, 1068, 1010, 884, 799,
750. UV-Vis (CH2Cl2): λmax (nm) 423 (Soret band), 514, 555, 595, 627 (Q bands); Fluorescence
N
N
N
N
Ph
Ph
Ph
Si
OSi
SiO
Hex
Hex
1
2
3
4
5
6
7
8
9
10
Hex
Hex
Hex 1e: In a 50 mL round-bottom flask with a magnetic stir
bar, 3 (100 mg, 0.15 mmol) was dissolved in 1,2-
dichloroethane (10 mL) to which Et3N (50 µL,
0.37 mmol) was added. The reaction mixture was stirred
for 5 min, followed by the addition of trihexylchlorosilane
(105 mg, 0.37 mmol). The reaction mixture was refluxed overnight and monitored by TLC. Upon
N
N
N
N
Ph
Ph
Ph
Si
OSi
SiO
Hex
Hex
1
2
3
4
5
6
7
8
9
10
Hex
Hex
Hex 1e: In a 50 mL round-bottom flask with a magnetic stir
bar, 3 (100 mg, 0.15 mmol) was dissolved in 1,2-
dichloroethane (10 mL) to which Et3N (50 µL,
0.37 mmol) was added. The reaction mixture was stirred
for 5 min, followed by the addition of trihexylchlorosilane
(105 mg, 0.37 mmol). The reaction mixture was refluxed overnight and monitored by TLC. Upon
completion, the reaction mixture was concentrated in vacuo and the residue was purified using a
short silica plug (petroleum ether:Et3N, 9:1), Rf = 0.72. 1. General Methods The filtrate was then triturated using cold
MeCN until no further precipitation occurred. The solid was filtered through a sintered glass funnel
which was then dried under vacuum to yield 1e as a purple solid (178 mg, 0.15 mmol, 97%). 1H
NMR (400 MHz, CDCl3) d 8.82 (s, 8H, H1), 8.21 – 8.13 (m, 8H, H2), 7.80 – 7.67 (m, 12H, H3,
H4), 1.02 – 0.85 (m, 18H, H10 ), 0.71 (t, J = 7.3 Hz, 12H, H9), 0.63 (tt, J = 9.4, 6.5 Hz, 12H, H8),
0.23 (tt, J = 7.5, 7.5 Hz, 12H, H7), -1.33 (m, 12H, H6), -2.67 – -2.82 (m, 12H, H5). 13C NMR (101
MHz, CDCl3) d 143.7, 134.3, 130.5, 141.6, 127.7, 126.6, 117.6, 32.9, 31.15,22.5, 21.0, 14.1, 12.3. IR (cm-1) 2953, 2916, 2849, 1597, 1526, 1490, 1440, 1356, 1207, 1176, 1068, 1010, 884, 799,
750. UV-Vis (CH2Cl2): λmax (nm) 423 (Soret band), 514, 555, 595, 627 (Q bands); Fluorescence
N
N
N
N
Ph
Ph
Ph
Si
OSi
SiO
Hex
Hex
1
2
3
4
5
6
7
8
9
10
Hex
Hex
Hex (105 mg, 0.37 mmol). The reaction mixture was refluxed overnight and monitore (105 mg, 0.37 mmol). The reaction mixture was refluxed overnight and monitored by TLC. Upon
completion, the reaction mixture was concentrated in vacuo and the residue was purified using a
short silica plug (petroleum ether:Et3N, 9:1), Rf = 0.72. The filtrate was then triturated using cold
MeCN until no further precipitation occurred. The solid was filtered through a sintered glass funnel
which was then dried under vacuum to yield 1e as a purple solid (178 mg, 0.15 mmol, 97%). 1H
NMR (400 MHz, CDCl3) d 8.82 (s, 8H, H1), 8.21 – 8.13 (m, 8H, H2), 7.80 – 7.67 (m, 12H, H3,
H4), 1.02 – 0.85 (m, 18H, H10 ), 0.71 (t, J = 7.3 Hz, 12H, H9), 0.63 (tt, J = 9.4, 6.5 Hz, 12H, H8),
0.23 (tt, J = 7.5, 7.5 Hz, 12H, H7), -1.33 (m, 12H, H6), -2.67 – -2.82 (m, 12H, H5). 13C NMR (101
MHz, CDCl3) d 143.7, 134.3, 130.5, 141.6, 127.7, 126.6, 117.6, 32.9, 31.15,22.5, 21.0, 14.1, 12.3. IR (cm-1) 2953, 2916, 2849, 1597, 1526, 1490, 1440, 1356, 1207, 1176, 1068, 1010, 884, 799,
750. UV-Vis (CH2Cl2): λmax (nm) 423 (Soret band), 514, 555, 595, 627 (Q bands); Fluorescence 8 8 (CH2Cl2, λex = 423): λem (nm) 602, 649. 1. General Methods HRMS-ESI m/z [M]+ calculated for C80H106N4O2Si3
1238.7653, measured 1238.7653. CV (V vs NHE, ref to Fc/Fc+)) -1.235, 1.317. 1f: In a 50 mL round-bottom flask with a magnetic stir bar, 3 (100
mg, 0.15 mmol) was dissolved in 1,2-dichloroethane (10 mL) to
which Et3N (50 µL, 0.37 mmol) was added. The reaction mixture
was stirred for 5 min, followed by the addition of
dimethylphenylchlorosilane (63 mg, 0.37 mmol). ). The reaction
mixture was refluxed overnight and monitored by TLC. Upon
completion, the reaction mixture was concentrated in vacuo and the
N
N
N
N
Ph
Ph
Ph
Si
OSi
SiO
1
2
3
4
5
6
7
8
Ph 1f: In a 50 mL round-bottom flask with a magnetic stir bar, 3 (100
mg, 0.15 mmol) was dissolved in 1,2-dichloroethane (10 mL) to
which Et3N (50 µL, 0.37 mmol) was added. The reaction mixture
was stirred for 5 min, followed by the addition of
dimethylphenylchlorosilane (63 mg, 0.37 mmol). ). The reaction
mixture was refluxed overnight and monitored by TLC. Upon
completion, the reaction mixture was concentrated in vacuo and the
residue was purified using a short silica plug (petroleum ether:Et2O:Et3N, 5:2:1), Rf = 0.63. The
filtrate was then triturated using cold EtOH until no further precipitation occurred. The solid was
filtered through a sintered glass funnel which was then dried under vacuum to yield 1f as a purple
solid (129 mg, 0.14 mmol, 92%). 1H NMR (400 MHz, CDCl3) d 8.82 (s, 8H, H1), 7.98 – 7.91 (m,
8H, H2), 7.75 – 7.69 (m, 4H, H4), 7.69 – 7.63 (m, 8H, H3), 6.72 (tt, J = 7.4, 1.4 Hz, 2H, H8), 6.50
– 6.41 (m, 4H, H7), 4.52 (dd, J = 7.9, 1.4 Hz, 4H, H6), -2.89 (s, 12H, H5). 13C NMR (101 MHz,
CDCl3) d 177.8, 143.6, 141.1, 140.2, 134.2, 131.1, 131.1, 127.9, 127.3, 126.9, 126.2, 2.8. IR (cm-1)
3051, 2946, 2552, 2377, 2104, 2077, 1884, 1814, 1761, 1597, 1533, 1490, 1440, 1399, 1355, 1239,
1206, 1174, 1115, 1067, 1007, 799, 743. UV-Vis (CH2Cl2): λmax (nm) 423 (Soret band), 514, 552,
591, 628 (Q bands). Fluorescence (CH2Cl2, λex = 427): λem (nm) 605, 649. HRMS-ASAP m/z
[M+H]+ calculated for C60H51N4O2Si3 943.3320, measured 943.3338. 1. General Methods CV (V vs NHE, ref to
Fc/Fc+) -1 099 1 349
N
N
N
N
Ph
Ph
Ph
Si
OSi
SiO
1
2
3
4
5
6
7
8
Ph N
N
N
N
Ph
Ph
Ph
Si
OSi
SiO
1
2
3
4
5
6
7
8
Ph residue was purified using a short silica plug (petroleum ether:Et2O:Et3N, 5:2:1), Rf = 0.63. The
filtrate was then triturated using cold EtOH until no further precipitation occurred. The solid was
filtered through a sintered glass funnel which was then dried under vacuum to yield 1f as a purple
solid (129 mg, 0.14 mmol, 92%). 1H NMR (400 MHz, CDCl3) d 8.82 (s, 8H, H1), 7.98 – 7.91 (m,
8H, H2), 7.75 – 7.69 (m, 4H, H4), 7.69 – 7.63 (m, 8H, H3), 6.72 (tt, J = 7.4, 1.4 Hz, 2H, H8), 6.50
– 6.41 (m, 4H, H7), 4.52 (dd, J = 7.9, 1.4 Hz, 4H, H6), -2.89 (s, 12H, H5). 13C NMR (101 MHz,
CDCl3) d 177.8, 143.6, 141.1, 140.2, 134.2, 131.1, 131.1, 127.9, 127.3, 126.9, 126.2, 2.8. IR (cm-1)
3051, 2946, 2552, 2377, 2104, 2077, 1884, 1814, 1761, 1597, 1533, 1490, 1440, 1399, 1355, 1239,
1206, 1174, 1115, 1067, 1007, 799, 743. UV-Vis (CH2Cl2): λmax (nm) 423 (Soret band), 514, 552,
591, 628 (Q bands). Fluorescence (CH2Cl2, λex = 427): λem (nm) 605, 649. HRMS-ASAP m/z
[M+H]+ calculated for C60H51N4O2Si3 943.3320, measured 943.3338. CV (V vs NHE, ref to
Fc/Fc+) -1.099, 1.349. 9 N
N
N
N
Ph
Ph
Ph
Si
OSi
SiO
1
2
3
4
5
6
7
8
Ph
Ph 1g: In a 50 mL round-bottom flask with a magnetic stir bar, 3
(100 mg, 0.15 mmol) was dissolved in 1,2-dichloroethane (10
mL) to which Et3N (50 µL, 0.37 mmol) was added. The reaction
mixture was stirred for 5 min, followed by the addition of
CH3Si(C6H5)2Cl (86 mg, 0.37 mmol). The reaction mixture was
refluxed overnight and monitored by TLC. Upon completion,
the reaction mixture was concentrated in vacuo and the residue was purified using a short silica
plug (petroleum ether:Et2O:Et3N, 5:2:1), Rf = 0.63. The filtrate was then triturated using cold EtOH
until no further precipitation occurred. The solid was filtered through a sintered glass funnel which
was then dried under vacuum to yield 1g as a purple solid (130 mg, 0.12 mmol, 82 %). 1. General Methods The reaction mixture
was stirred for 5 min, followed by the addition of tert-
butyldiphenylchlorosilane (101 mg, 0.37 mmol). The reaction
mixture was refluxed overnight and monitored by TLC. Upon
completion, the reaction mixture was concentrated in vacuo and
the residue was purified using a short silica plug (petroleum ether:Et2O:Et3N, 5:2:1), Rf = 0.63. The filtrate was then triturated using cold EtOH until no further precipitation occurred. The solid
was filtered through a sintered glass funnel which was then dried under vacuum to yield 1h as a
purple solid (154 mg, 0.13 mmol, 90%). 1H NMR (400 MHz, CDCl3) d 8.68 (s, 8H, H1), 7.83 (d,
J = 6.7 Hz, 8H, H2), 7.80 – 7.72 (m, 4H, H4), 7.69 (t, J = 7.2 Hz, 8H, H3), 6.89 (t, J = 7.4 Hz, 4H,
H8), 6.60 (t, J = 7.5 Hz, 8H, H7 ), 4.56 (d, J = 7.1 Hz, 8H, H6), -1.40 (s, 18H, H5). 13C NMR (101
MHz, CDCl3) d 144.6, 141.4, 134.3, 133.9, 133.4, 130.5, 127.6, 127.1, 126.6, 125.7, 118.5, 24.5,
16.7. IR (cm-1) 3053, 2923, 2849, 1597, 1540, 1424, 1355, 1259, 1206, 1174, 1102, 1042, 1008,
938, 799, 750. UV-Vis (CH2Cl2): λmax (nm) 423 (Soret band), 512, 550, 587, 628 (Q bands);
Fluorescence (CH2Cl2, λex = 431): λem(nm) 607, 648. MS (EI+) m/z [M]+ calculated for
C76H66N4O2Si3 1150.44, measured 1150.45. CV (V vs NHE, ref to Fc/Fc+) -1.105, 1.345. 1h: In a 50 mL round-bottom flask with a magnetic stir bar, 3 (100
mg, 0.15 mmol) was dissolved in 1,2-dichloroethane (10 mL) to
which Et3N (50 µL, 0.37 mmol) was added. The reaction mixture
was stirred for 5 min, followed by the addition of tert-
butyldiphenylchlorosilane (101 mg, 0.37 mmol). The reaction
mixture was refluxed overnight and monitored by TLC. Upon
completion, the reaction mixture was concentrated in vacuo and the residue was purified using a short silica plug (petroleum ether:Et2O:Et3N, 5:2:1), Rf = 0.63. The filtrate was then triturated using cold EtOH until no further precipitation occurred. The solid
was filtered through a sintered glass funnel which was then dried under vacuum to yield 1h as a
purple solid (154 mg, 0.13 mmol, 90%). 1. General Methods 1H NMR
(400 MHz, CDCl3) δ 8.75 (s, 8H, H1), 7.75 – 7.66 (dd, 12H, H4, H2), 7.63 (t, J = 7.4 Hz, 8H, H3),
6.78 (tt, J = 7.7, 1.3 Hz, 4H, H8), 6.49 (t, J = 7.4 Hz, 8H, H7), 4.56 (dd, J = 7.9, 1.3 Hz, 8H, H6), -
2.65 (s, 6H, H5). 13C NMR (101 MHz, CDCl3) δ 143.8, 141.1, 137.7, 134.3, 131.7, 130.9, 127.8,
127.5, 126.7, 126.3, 118.1, - 5.4. IR (cm-1) 1596, 1541, 1484, 1354, 1247, 1205, 1173, 1110, 1059
(vs), 1008 (vs), 850 (s), 795 (s), 737 (s), 700 (vs). UV-Vis (CH2Cl2): λmax (nm) 422 (Soret band),
514, 553, 592, 628 (Q bands); Fluorescence (CH2Cl2, λex = 423): λem (nm) 600, 648. MS (EI+)
m/z [M]+ calculated for C70H54N4O2Si3 1066.35, measured 1066.36. CV (V vs NHE, ref to Fc/Fc+)
N
N
N
N
Ph
Ph
Ph
Si
OSi
SiO
1
2
3
4
5
6
7
8
Ph
Ph 8 the reaction mixture was concentrated in vacuo and the residue was purified using a short silica
plug (petroleum ether:Et2O:Et3N, 5:2:1), Rf = 0.63. The filtrate was then triturated using cold EtOH
until no further precipitation occurred. The solid was filtered through a sintered glass funnel which
was then dried under vacuum to yield 1g as a purple solid (130 mg, 0.12 mmol, 82 %). 1H NMR
(400 MHz, CDCl3) δ 8.75 (s, 8H, H1), 7.75 – 7.66 (dd, 12H, H4, H2), 7.63 (t, J = 7.4 Hz, 8H, H3),
6.78 (tt, J = 7.7, 1.3 Hz, 4H, H8), 6.49 (t, J = 7.4 Hz, 8H, H7), 4.56 (dd, J = 7.9, 1.3 Hz, 8H, H6), -
2.65 (s, 6H, H5). 13C NMR (101 MHz, CDCl3) δ 143.8, 141.1, 137.7, 134.3, 131.7, 130.9, 127.8,
127.5, 126.7, 126.3, 118.1, - 5.4. IR (cm-1) 1596, 1541, 1484, 1354, 1247, 1205, 1173, 1110, 1059
(vs), 1008 (vs), 850 (s), 795 (s), 737 (s), 700 (vs). UV-Vis (CH2Cl2): λmax (nm) 422 (Soret band),
514, 553, 592, 628 (Q bands); Fluorescence (CH2Cl2, λex = 423): λem (nm) 600, 648. MS (EI+)
m/z [M]+ calculated for C70H54N4O2Si3 1066.35, measured 1066.36. CV (V vs NHE, ref to Fc/Fc+)
-1.105, 1.352. 10 1h: In a 50 mL round-bottom flask with a magnetic stir bar, 3 (100
mg, 0.15 mmol) was dissolved in 1,2-dichloroethane (10 mL) to
which Et3N (50 µL, 0.37 mmol) was added. 1. General Methods 1H NMR (400 MHz, CDCl3) d 8.68 (s, 8H, H1), 7.83 (d,
J = 6.7 Hz, 8H, H2), 7.80 – 7.72 (m, 4H, H4), 7.69 (t, J = 7.2 Hz, 8H, H3), 6.89 (t, J = 7.4 Hz, 4H,
H8), 6.60 (t, J = 7.5 Hz, 8H, H7 ), 4.56 (d, J = 7.1 Hz, 8H, H6), -1.40 (s, 18H, H5). 13C NMR (101
MHz, CDCl3) d 144.6, 141.4, 134.3, 133.9, 133.4, 130.5, 127.6, 127.1, 126.6, 125.7, 118.5, 24.5,
16.7. IR (cm-1) 3053, 2923, 2849, 1597, 1540, 1424, 1355, 1259, 1206, 1174, 1102, 1042, 1008,
938, 799, 750. UV-Vis (CH2Cl2): λmax (nm) 423 (Soret band), 512, 550, 587, 628 (Q bands);
Fluorescence (CH2Cl2, λex = 431): λem(nm) 607, 648. MS (EI+) m/z [M]+ calculated for
C76H66N4O2Si3 1150.44, measured 1150.45. CV (V vs NHE, ref to Fc/Fc+) -1.105, 1.345. 11 1i: In a 50 mL round-bottom flask with a magnetic stir bar, 3 (100
mg, 0.15 mmol) was dissolved in 1,2-dichloroethane (10 mL) to
which Et3N (50 µL g, 0.37 mmol) was added. The reaction mixture
was stirred for 5 min, followed by the addition of
triphenylchlorosilane (109 mg, 0.37 mmol). The reaction mixture
was refluxed overnight and monitored by TLC. Upon completion,
the reaction mixture was concentrated in vacuo and the residue
was purified using a short silica plug (petroleum ether:Et2O:Et3N, 5:2:1), Rf = 0.63. The filtrate
was then triturated using cold EtOH until no further precipitation occurred. The solid was filtered
through a sintered glass funnel which was then dried under vacuum to yield 1i as a purple solid
(150 mg, 0.13 mmol, 85%). 1H NMR (400 MHz, CDCl3) d 8.65 (s, 8H, H1), 7.68 – 7.63 (tt, J =
7.7, 1.3 Hz, 4H, H4), 7.55 (t, J = 7.6 Hz, 8H, H3), 7.39 (dd, J = 8.1, 1.2 Hz, 8H, H2), 6.84 (tt, J =
7.4, 1.4 Hz, 6H, H7), 6.53 (t, J = 7.6 Hz, 12H, H6), 4.67 – 4.59 (dd, J = 7.6, 1.2 Hz, 12H, H5). 13C
NMR (101 MHz, CDCl3) d 117.9, 126.4, 126.5, 127.6, 127.8, 130.9, 132.9, 143.6, 140.8, 134.4,
132.9, 130.9, 127.8, 127.6, 126.5, 126.4, 117.9. IR (cm-1) 3049, 1596, 1490, 1355, 1207, 1104,
1060, 1009, 852, 798, 745, 697. UV-Vis (CH2Cl2): λmax (nm) 425 (Soret band), 515, 553, 592, 633
(Q bands); Fluorescence (CH2Cl2, λex = 427): λem (nm) 602, 645. HRMS-ASAP m/z [M+H]+
calculated for C80H59N4O2Si3 1191.3945, measured 1191.3917. 1. General Methods The reaction mixture was then refluxed for
1 h. The reaction mixture was allowed to cool to rt and then MeOH (40 mL) was poured into the
flask. The mixture was stirred at rt overnight. The crude solid was isolated by vacuum filtration
and was washed with hot MeOH yield 2 as a fine, purple solid (0.62 g, 1.00 mmol, 27%). 1H NMR
(400 MHz, CDCl3) d 8.86 (s, 8H, H1), 8.23 (d, 8H, H2), 7.77 (m, 12H, H3, H4), -2.74 (s, 2H, H5). 13C NMR (101 MHz, CDCl3) d 142.4, 134.8, 131.4 (br) , 127.9, 126.9, 120.4. UV-Vis (CH2Cl2):
λmax (nm) 417 (Soret band), 514, 549, 590, 646 (Q bands). Fluorescence (CH2Cl2): λem (nm) 650,
719. Spectroscopic data are consistent with those reported previously.1 1 h. The reaction mixture was allowed to cool to rt and then MeOH (40 mL) was poured into the
flask. The mixture was stirred at rt overnight. The crude solid was isolated by vacuum filtration
and was washed with hot MeOH yield 2 as a fine, purple solid (0.62 g, 1.00 mmol, 27%). 1H NMR
(400 MHz, CDCl3) d 8.86 (s, 8H, H1), 8.23 (d, 8H, H2), 7.77 (m, 12H, H3, H4), -2.74 (s, 2H, H5). 13C NMR (101 MHz, CDCl3) d 142.4, 134.8, 131.4 (br) , 127.9, 126.9, 120.4. UV-Vis (CH2Cl2):
λmax (nm) 417 (Soret band), 514, 549, 590, 646 (Q bands). Fluorescence (CH2Cl2): λem (nm) 650,
719. Spectroscopic data are consistent with those reported previously.1 3: In a 50 mL round-bottom flask with a magnetic stir bar, 4 (100
mg, 0.14 mmol) was dissolved in THF (15 ml) and distilled H2O
(5 mL). The reaction mixture was refluxed for 2 h, monitoring the
conversion of starting material by TLC. Upon completion, the
reaction mixture was washed with a saturated aqueous solution of
NaHCO3 (30 mL) followed by brine (30 mL). The organic layers were dried over MgSO4, filtered
and concentrated in vacuo to yield 3 as a purple solid (95 mg, 0.14 mmol, 98%). 1H NMR (400
MHz, CDCl3) δ 8.85 (s, 8H, H1), 8.23 (d, 8H, H2), 7.76 (m, 12H, H3, H4). 13C NMR (101MHz,
CDCl3) δ 142.5, 134.9, 128.0, 127.0, 120.4. IR (cm-1) 2918, 2852, 2322, 2102, 2079, 1891, 1595,
1526, 1489, 1439, 1353, 1204, 1071, 1007, 828, 800, 750, 698. 1. General Methods CV (V vs NHE, ref to Fc/Fc+)) -
1 128 1 340 1i: In a 50 mL round-bottom flask with a magnetic stir bar, 3 (100
mg, 0.15 mmol) was dissolved in 1,2-dichloroethane (10 mL) to
which Et3N (50 µL g, 0.37 mmol) was added. The reaction mixture
was stirred for 5 min, followed by the addition of
triphenylchlorosilane (109 mg, 0.37 mmol). The reaction mixture
was refluxed overnight and monitored by TLC. Upon completion,
the reaction mixture was concentrated in vacuo and the residue was purified using a short silica plug (petroleum ether:Et2O:Et3N, 5:2:1), Rf = 0.63. The filtrate
was then triturated using cold EtOH until no further precipitation occurred. The solid was filtered
through a sintered glass funnel which was then dried under vacuum to yield 1i as a purple solid
(150 mg, 0.13 mmol, 85%). 1H NMR (400 MHz, CDCl3) d 8.65 (s, 8H, H1), 7.68 – 7.63 (tt, J =
7.7, 1.3 Hz, 4H, H4), 7.55 (t, J = 7.6 Hz, 8H, H3), 7.39 (dd, J = 8.1, 1.2 Hz, 8H, H2), 6.84 (tt, J =
7.4, 1.4 Hz, 6H, H7), 6.53 (t, J = 7.6 Hz, 12H, H6), 4.67 – 4.59 (dd, J = 7.6, 1.2 Hz, 12H, H5). 13C
NMR (101 MHz, CDCl3) d 117.9, 126.4, 126.5, 127.6, 127.8, 130.9, 132.9, 143.6, 140.8, 134.4,
132.9, 130.9, 127.8, 127.6, 126.5, 126.4, 117.9. IR (cm-1) 3049, 1596, 1490, 1355, 1207, 1104,
1060, 1009, 852, 798, 745, 697. UV-Vis (CH2Cl2): λmax (nm) 425 (Soret band), 515, 553, 592, 633
(Q bands); Fluorescence (CH2Cl2, λex = 427): λem (nm) 602, 645. HRMS-ASAP m/z [M+H]+
calculated for C80H59N4O2Si3 1191.3945, measured 1191.3917. CV (V vs NHE, ref to Fc/Fc+)) -
1.128, 1.340. 12 2: In a 250 mL round-bottom flask with a magnetic stir bar,
benzaldehyde (1.74 g, 16.4 mmol) was added into propionic acid
(30 mL). The mixture was heated to reflux for 15 min. Pyrrole
(1.00 g, 14.9 mmol) was added dropwise to the reaction mixture
over a period of 5 min. The reaction mixture was then refluxed for 2: In a 250 mL round-bottom flask with a magnetic stir bar,
benzaldehyde (1.74 g, 16.4 mmol) was added into propionic acid
(30 mL). The mixture was heated to reflux for 15 min. Pyrrole
(1.00 g, 14.9 mmol) was added dropwise to the reaction mixture
over a period of 5 min. 1. General Methods UV-Vis (CH2Cl2): λmax (nm) 418 3: In a 50 mL round-bottom flask with a magnetic stir bar, 4 (100
mg, 0.14 mmol) was dissolved in THF (15 ml) and distilled H2O
(5 mL). The reaction mixture was refluxed for 2 h, monitoring the
conversion of starting material by TLC. Upon completion, the
reaction mixture was washed with a saturated aqueous solution of NaHCO3 (30 mL) followed by brine (30 mL). The organic layers were dried over MgSO4, filtered
and concentrated in vacuo to yield 3 as a purple solid (95 mg, 0.14 mmol, 98%). 1H NMR (400
MHz, CDCl3) δ 8.85 (s, 8H, H1), 8.23 (d, 8H, H2), 7.76 (m, 12H, H3, H4). 13C NMR (101MHz,
CDCl3) δ 142.5, 134.9, 128.0, 127.0, 120.4. IR (cm-1) 2918, 2852, 2322, 2102, 2079, 1891, 1595,
1526, 1489, 1439, 1353, 1204, 1071, 1007, 828, 800, 750, 698. UV-Vis (CH2Cl2): λmax (nm) 418 13 446, (Soret band), 446, 514, 550, 590, 649 (Q bands). Fluorescence (CH2Cl2): λem (nm)
Spectroscopic data are consistent with those reported previously.2 TPP-SiCl2: In a 250 mL round-bottom flask with a magnetic stir
bar, 2 (100 mg, 0.16 mmol) was dissolved in anhydrous CH2Cl2
(100 mL). Et3N (36.2 mg, 0.358 mmol) was added and the mixture
was stirred for 5 min. Next, trichlorosilane (26 mg, 0.20 mmol)
was added and the reaction was stirred at rt for 24 h. The mixture TPP-SiCl2: In a 250 mL round-bottom flask with a magnetic stir
bar, 2 (100 mg, 0.16 mmol) was dissolved in anhydrous CH2Cl2
(100 mL). Et3N (36.2 mg, 0.358 mmol) was added and the mixture
was stirred for 5 min. Next, trichlorosilane (26 mg, 0.20 mmol)
was added and the reaction was stirred at rt for 24 h. The mixture
was cooled to 0 °C and quenched by adding H2O (10 mL). The reaction mixture was washed with
a saturated aqueous solution of NaHCO3 (2 × 50 mL) followed by brine (50 mL). The organic
layer was dried over MgSO4, filtered and concentrated in vacuo to yield TPP-SiCl2 as a purple
solid (99 mg, 0.14 mmol, 85%). 1H NMR (400 MHz, CDCl3) δ 8.93 (s, 8H, H1), 8.14 (m, 8H, H2),
7.74 (m, 12H, H3, H4). 13C NMR (101MHz, CDCl3) δ 117.7, 127.2, 128.1, 131.8, 134.3, 140.6,
143.5. Spectroscopic data are consistent with those reported previously.3 was cooled to 0 °C and quenched by adding H2O (10 mL). 1. General Methods The reaction mixture was washed with
a saturated aqueous solution of NaHCO3 (2 × 50 mL) followed by brine (50 mL). The organic
layer was dried over MgSO4, filtered and concentrated in vacuo to yield TPP-SiCl2 as a purple
solid (99 mg, 0.14 mmol, 85%). 1H NMR (400 MHz, CDCl3) δ 8.93 (s, 8H, H1), 8.14 (m, 8H, H2),
7.74 (m, 12H, H3, H4). 13C NMR (101MHz, CDCl3) δ 117.7, 127.2, 128.1, 131.8, 134.3, 140.6,
143.5. Spectroscopic data are consistent with those reported previously.3 14 3. 1H, 13C, and Variable-Temperature NMR Spectroscopic Characterization of Synthesized Compounds
Figure S1. 1H NMR spectrum of 1a (400 MHz, CDCl3, 298 K). 3. 1H, 13C, and Variable-Temperature NMR Spectroscopic Characterization of Synthesized Compounds re NMR Spectroscopic Characterization of Synthesized Compounds 3. 1H, 13C, and Variable-Temperature NMR Spectroscopic Characterization of Synthesized Compounds 3C, and Variable-Temperature NMR Spectroscopic Characterization o Figure S1. 1H NMR spectrum of 1a (400 MHz, CDCl3, 298 K). 15 15 Figure S2. 13C NMR spectrum of 1a (101 MHz, CDCl3, 298 K). Figure S2. 13C NMR spectrum of 1a (101 MHz, CDCl3, 298 K). 16 Figure S3. 1H NMR spectrum of 1b (400 MHz, CDCl3, 298 K). Figure S3. 1H NMR spectrum of 1b (400 MHz, CDCl3, 298 K). 17 17 Figure S4. 13C NMR spectrum of 1b (101MHz, CDCl3, 298 K). Figure S4. 13C NMR spectrum of 1b (101MHz, CDCl3, 298 K). 18 gure S5. 1H NMR spectrum of 1c (400 MHz, CDCl3, 298 K). Figure S5. 1H NMR spectrum of 1c (400 MHz, CDCl3, 298 K). 19 Figure S6. 13C NMR spectrum of 1c (101MHz, CDCl3, 298 K). Figure S6. 13C NMR spectrum of 1c (101MHz, CDCl3, 298 K). 20 igure S7. 1H NMR spectrum of 1d (400 MHz, CDCl3, 298 K). Figure S7. 1H NMR spectrum of 1d (400 MHz, CDCl3, 298 K). DCl3, 298 K). 21 21 Figure S8. 13C NMR spectrum of 1d (101 MHz, CDCl3, 298 K). Figure S8. 13C NMR spectrum of 1d (101 MHz, CDCl3, 298 K). 22 22 gure S9. 1H NMR spectrum of 1e (400 MHz, CDCl3, 298 K). Figure S9. 1H NMR spectrum of 1e (400 MHz, CDCl3, 298 K). 23 igure S10. 13C NMR spectrum of 1e (101 Hz, CDCl3, 298 K). Figure S10. 13C NMR spectrum of 1e (101 Hz, CDCl3, 298 K). 24 24 gure S11. 1H NMR spectrum of 1f (400 MHz, CDCl3, 298 K). Figure S11. 1. General Methods 1H NMR spectrum of 1f (400 MHz, CDCl3, 298 K). 25 Figure S12. 13C NMR spectrum of 1f (101MHz, CDCl3, 298 K). Figure S12. 13C NMR spectrum of 1f (101MHz, CDCl3, 298 K). 26 gure S13. 1H NMR spectrum of 1g (400 MHz, CDCl3, 298 K). ure S13. 1H NMR spectrum of 1g (400 MHz, CDCl3, 298 K). Figure S13. 1H NMR spectrum of 1g (400 MHz, CDCl3, 298 K). l3, 298 K). 27 27 ure S14. 13C NMR spectrum of 1g (101MHz, CDCl3, 298 K). Figure S14. 13C NMR spectrum of 1g (101MHz, CDCl3, 298 K). 28 gure S15. 1H NMR spectrum of 1h (400 MHz, CDCl3, 298 K). Figure S15. 1H NMR spectrum of 1h (400 MHz, CDCl3, 298 K). 29 e S16. 13C NMR spectrum of 1h (101 MHz, CDCl3, 298 K). Figure S16. 13C NMR spectrum of 1h (101 MHz, CDCl3, 298 K). 30 Figure S17. 1H NMR spectrum of 1i (400 MHz, CDCl3, 298 K). Figure S17. 1H NMR spectrum of 1i (400 MHz, CDCl3, 298 K). 31 S18. 13C NMR spectrum of 1i (101MHz, CDCl3, 298 K). Figure S18. 13C NMR spectrum of 1i (101MHz, CDCl3, 298 K). 32 32 3.1. Variable-Temperature (VT) NMR Spectroscopy (Metallo)porphyrins are known to exhibit a variety of conformational dynamics in solution, and the dynamic processes associated with
porphyrin ligands include macrocyclic inversion meso- and b-substituent rotation.4 In order to investigate this phenomenon, we
performed VT NMR measurements to determine conformational dynamics of these SOPS. A series of spectra were recorded for a
solution (CDCl2) of 1f ranging from 193 K to 298 K. Figure S19. Partial 1H NMR spectra of 1f, recorded from 298 K to 193 K. Figure S19. Partial 1H NMR spectra of 1f, recorded from 298 K to 193 K. 33 4. UV-Vis Spectroscopy The spectra in Figure S20 shows the UV-Vis absorption features of the SOPS (1a-1i) in their characteristic Soret band and Q band
regions. Spectra were measured in a 10 mm path-length cuvette at room temperature. 10 µM Sample concentrations in anhydrous CH2Cl2
were used for all measurements. The intensities were plotted as absorption (arbitrary units). Concentration effects on the Q band region
for compounds (1a-1i) are plotted (Figure S21-29) and shows a linear concentration between absorbance and concentration for all
compounds, demonstrating no aggregation occurs in solutions at the measured concentrations. Figure S20. UV-Vis spectra of the SOPS (1a-1i) a) in the Soret band region and b) in the Q band region. ctra of the SOPS (1a-1i) a) in the Soret band region and b) in the Q band region. -Vis spectra of the SOPS (1a-1i) a) in the Soret band region and b) in the Q band region. Figure S20. UV-Vis spectra of the SOPS (1a-1i) a) in the Soret band region and b) in the Q band region. Figure S20. UV-Vis spectra of the SOPS (1a-1i) a) in the Soret band region and b) in the Q 34 Figure S21. Plot of Q band lmax at different concentrations for compound 1a in CH2Cl2. a) lmax of Q1, b) lmax of Q2, c) lmax of Q3, and d) lmax of Q Figure S21. Plot of Q band lmax at different concentrations for compound 1a in CH2Cl2. a) lmax of Q1, b) lmax of Q2, c) lmax of Q3, and d) lmax of Q4. Figure S21. Plot of Q band lmax at different concentrations for compound 1a in CH2Cl2. a) 35 Figure S22. Plot of Q band lmax at different concentrations for compound 1b in CH2Cl2. a) lmax of Q1, b) lmax of Q2, c) lmax of Q3, and d) lmax of Q4. Figure S22. Plot of Q band lmax at different concentrations for compound 1b in CH2Cl2. a) lmax of Q1, b) lmax of Q2, c) lmax of Q3, and d) lmax of Q4. lmax at different concentrations for compound 1b in CH2Cl2. a) lmax of Q1, b) lmax of Q2, c) lmax of Q3, and d) lmax of Q4. 36 Figure S23. Plot of Q band lmax at different concentrations for compound 1c in CH2Cl2. a) lmax of Q1, b) lmax of Q2, c) lmax of Q3, and d) lmax of Q4. Figure S23. 4. UV-Vis Spectroscopy Plot of Q band lmax at different concentrations for compound 1c in CH2Cl2. a) lmax of Q1, b) lmax of Q2, c) lmax of Q3, and d) lmax of Q4. 37 37 Figure S24. Plot of Q band lmax at different concentrations for compound 1d in CH2Cl2. a) lmax of Q1, b) lmax of Q2, c) lmax of Q3, and d) lmax of Q Figure S24. Plot of Q band lmax at different concentrations for compound 1d in CH2Cl2. a) lmax of Q1, b) lmax of Q2, c) lmax of Q3, and d) lmax of Q4. Figure S24. Plot of Q band lmax at different concentrations for compound 1d in CH2Cl2. a) 38 Figure S25. Plot of Q band lmax at different concentrations for compound 1e in CH2Cl2. a) lmax of Q1, b) lmax of Q2, c) lmax of Q3, and d) lmax of Q4 Figure S25. Plot of Q band lmax at different concentrations for compound 1e in CH2Cl2. a) Figure S25. Plot of Q band lmax at different concentrations for compound 1e in CH2Cl2. a) lmax of Q1, b) lmax of Q2, c) lmax of Q3, and d) lmax of Q4. 39 Figure S26. Plot of Q band lmax at different concentrations for compound 1f in CH2Cl2. a) lmax of Q1, b) lmax of Q2, c) lmax of Q3, and d) lmax of Q Figure S26. Plot of Q band lmax at different concentrations for compound 1f in CH2Cl2. a) lmax of Q1, b) lmax of Q2, c) lmax of Q3, and d) lmax of Q4. f Q band lmax at different concentrations for compound 1f in CH2Cl2. a) lmax of Q1, b) lmax o Figure S26. Plot of Q band lmax at different concentrations for compound 1f in CH2Cl2. a) l tions for compound 1f in CH2Cl2. a) lmax of Q1, b) lmax of Q2, c) lmax of Q3, and d) lmax of Q4. 40 Figure S27. Plot of Q band lmax at different concentrations for compound 1g in CH2Cl2. a) lmax of Q1, b) lmax of Q2, c) lmax of Q3, and d) lmax of Q Figure S27. Plot of Q band lmax at different concentrations for compound 1g in CH2Cl2. a) lmax of Q1, b) lmax of Q2, c) lmax of Q3, and d) lmax of Q4. 41 Figure S28. Plot of Q band lmax at different concentrations for compound 1h in CH2Cl2. 4. UV-Vis Spectroscopy a) lmax of Q1, b) lmax of Q2, c) lmax of Q3, and d) lmax of Q4. Figure S28. Plot of Q band lmax at different concentrations for compound 1h in CH2Cl2. a) lmax of Q1, b) lmax of Q2, c) lmax of Q3, and d) lmax of Q4. Figure S28. Plot of Q band lmax at different concentrations for compound 1h in CH2Cl2. a) tions for compound 1h in CH2Cl2. a) lmax of Q1, b) lmax of Q2, c) lmax of Q3, and d) lmax of Q4 42 Figure S29. Plot of Q band lmax at different concentrations for compound 1i in CH2Cl2. a) lmax of Q1, b) lmax of Q2, c) lmax of Q3, and d) lmax of Q4 Figure S29. Plot of Q band lmax at different concentrations for compound 1i in CH2Cl2. a) lmax of Q1, b) lmax of Q2, c) lmax of Q3, and d) lmax of Q4. Figure S29. Plot of Q band lmax at different concentrations for compound 1i in CH2Cl2. a) l tions for compound 1i in CH2Cl2. a) lmax of Q1, b) lmax of Q2, c) lmax of Q3, and d) lmax of Q4. 43 5. Photoluminescence Spectroscopy Samples for room temperature fluorescence spectroscopy (Figure S30) were prepared as 10 µM CH2Cl2 solutions. The solid-state
photoluminescence of PorSils 1a, 1b, 1i and TPP-H2 were also measured at room temperature by preparing dispersions (1 wt% films)
in an optically clear ZEONEX® Cyclo Olefin Polymer (COP) matrix or optically clear PMMA. Films were prepared by drop casting
solutions of the polymer and SOPS. The results are shown in Figures S31-32. Sample 1i for VT fluorescence was measured as a 1 µM
2-MeTHF solution and as an optically clear ZEONEX Cyclo Olefin Polymer (COP) matrix. 2-Methyltetrahydrofuran (2-MeTHF) was
used as the solvent system, because it forms a stable organic glass which is UV-Vis transparent at low temperatures. Both solution- and
solid-state samples were kept at each temperature for at least 10 min to equilibrate prior to recording the spectra. The results of VT
fluorescence are summarized in Figure S33. 44 44 Figure S30. Normalized emission profiles acquired for solutions of SOPS (1a-1i), parent 2, and 3 in CH2Cl2. Figure S30. Normalized emission profiles acquired for solutions of SOPS (1a-1i), parent 2, and 3 in CH2Cl2. 45 Figure S31. Normalized emission profiles of a) 1a (SiEt3) and b) 1d (SiiPr3) dispersed in optically clear amorphous polymer films (1 wt%) are
contrasted with the emission in CH2Cl2 (10 μM). Figure S31. Normalized emission profiles of a) 1a (SiEt3) and b) 1d (SiiPr3) dispersed in optically clear amorphous polymer films (1 wt%) are
contrasted with the emission in CH2Cl2 (10 μM). 46 Figure S32. Normalized emission profiles of a) 1i (SiPh3) and b) 2 (TPP-H2) dispersed in optically clear amorphous polymer films (1 wt%) are
contrasted with the emission in CH2Cl2 (10 μM). Figure S32. Normalized emission profiles of a) 1i (SiPh3) and b) 2 (TPP-H2) dispersed in optically clear amorphous polymer films (1 wt%) are
contrasted with the emission in CH2Cl2 (10 μM). 47 47 Figure S33. VT fluorescence spectra of 2-MeTHF solutions (l = 10 mm, T = 80–290 K) of 1i λex = 425 nm, c = 1 μM; Inset in panel (a): Legend for
temperatures in all panels uorescence spectra of 2-MeTHF solutions (l = 10 mm, T = 80–290 K) of 1i λex = 425 nm, c = 1 μM; Inset in panel (a): Legend for
all panels Figure S33. 5. Photoluminescence Spectroscopy VT fluorescence spectra of 2-MeTHF solutions (l = 10 mm, T = 80–290 K) of 1i λex = 425 nm, c = 1 μM; Inset in panel (a): Legend for
temperatures in all panels 48 Table S1. Raw CV data seen in Figures S35-40, and values derived by calibration to oxidation of ferrocene. 6. Cyclic Voltammetry The cyclic voltammetry (CV) measurements were carried out with Gamry Interface 1000 potentiostat/galvanostat controlled by an
external computer and utilizing a three-electrode configuration at 25 ℃. The working electrode was a Pt disc with a surface area of 0.071
cm2. A Pt wire served as the counter electrode. Saturated calomel electrode (SCE) was employed as the reference electrode and separated
from the bulk of the solution by a double bridge. Electrochemical grade NBu4PF6 in anhydrous degassed CH2Cl2 was employed as the
supporting electrolyte at a concentration of 0.1 M. Figure S34. Redox potentials of SOPS (1a–1i), 2 (TPP-H2) and 3. Data were collected using a 0.1 M solution of NBu4PF6 in CH2Cl2 at 100 mV s-1 to
[Fc]/[Fc+] internal standard followed by conversion to NHE; [Fc]/[Fc+] = +765 mV vs. NHE in CH2Cl2. *2 has a second oxidation peak at 1.65 V. Figure S34. Redox potentials of SOPS (1a–1i), 2 (TPP-H2) and 3. Data were collected using a 0.1 M solution of NBu4PF6 in CH2Cl2 at 100 mV s-1 to
[Fc]/[Fc+] internal standard followed by conversion to NHE; [Fc]/[Fc+] = +765 mV vs. NHE in CH2Cl2. *2 has a second oxidation peak at 1.65 V. x potentials of SOPS (1a–1i), 2 (TPP-H2) and 3. Data were collected using a 0.1 M solution of NBu4PF6 in CH2Cl2 at 100 mV s-1 to
l standard followed by conversion to NHE; [Fc]/[Fc+] = +765 mV vs. NHE in CH2Cl2. *2 has a second oxidation peak at 1.65 V. 49 Table S1. Raw CV data seen in Figures S35-40, and values derived by calibration to oxidation of ferrocene. Table S1. Raw CV data seen in Figures S35-40, and values derived by calibration to oxidation of ferrocene. 50 Figure S35. CV of a) 1a and b) 1b. Data were collected using 0.1 MNBu4PF6 CH2Cl2 solutions at 100 mV s-1 to [Fc]/[Fc+] internal standard followed
by conversion to NHE; [Fc]/[Fc+] = +765 mV vs. NHE in CH2Cl2. *Reference oxidation peaks (ferrocene). a
b b b a a Figure S35. CV of a) 1a and b) 1b. Data were collected using 0.1 MNBu4PF6 CH2Cl2 solutions at 100 mV s-1 to [Fc]/[Fc+] internal standard followed
by conversion to NHE; [Fc]/[Fc+] = +765 mV vs. NHE in CH2Cl2. *Reference oxidation peaks (ferrocene). 51 51 b Figure S36. CV of a) 1c, and b) 1d. 6. Cyclic Voltammetry Data were collected using 0.1 MNBu4PF6 CH2Cl2 solutions at 100 mV s-1 to [Fc]/[Fc+] internal standard followed
by conversion to NHE; [Fc]/[Fc+] = +765 mV vs. NHE in CH2Cl2. *Reference oxidation peaks (ferrocene). a
b b a a Figure S36. CV of a) 1c, and b) 1d. Data were collected using 0.1 MNBu4PF6 CH2Cl2 solutions at 100 mV s-1 to [Fc]/[Fc+] internal standard followed
by conversion to NHE; [Fc]/[Fc+] = +765 mV vs. NHE in CH2Cl2. *Reference oxidation peaks (ferrocene). 52 Figure S37. CV of a) 1e, and b) 1f. Data were collected using 0.1 MNBu4PF6 CH2Cl2 solutions at 100 mV s-1 to [Fc]/[Fc+] internal standard followed
by conversion to NHE; [Fc]/[Fc+] = +765 mV vs. NHE in CH2Cl2. *Reference oxidation peaks (ferrocene). a
b b b a a Figure S37. CV of a) 1e, and b) 1f. Data were collected using 0.1 MNBu4PF6 CH2Cl2 solutions at 100 mV s-1 to [Fc]/[Fc+] internal standard followed
by conversion to NHE; [Fc]/[Fc+] = +765 mV vs. NHE in CH2Cl2. *Reference oxidation peaks (ferrocene). 53 53 Figure S38. CV of a) 1g, and b) 1h. Data were collected using 0.1 MNBu4PF6 CH2Cl2 solutions at 100 mV s-1 to [Fc]/[Fc+] internal standard followed
by conversion to NHE; [Fc]/[Fc+] = +765 mV vs. NHE in CH2Cl2 . *Reference oxidation peaks (ferrocene). a
b b a Figure S38. CV of a) 1g, and b) 1h. Data were collected using 0.1 MNBu4PF6 CH2Cl2 solutions at 100 mV s-1 to [Fc]/[Fc+] internal standard followed
by conversion to NHE; [Fc]/[Fc+] = +765 mV vs. NHE in CH2Cl2 . *Reference oxidation peaks (ferrocene). 54 Figure S39. CV of 1i. Data were collected using 0.1 MNBu4PF6 CH2Cl2 solutions at 100 mV s-1 to [Fc]/[Fc+] internal standard followed by conversion
to NHE; [Fc]/[Fc+] = +765 mV vs. NHE in CH2Cl2. *Reference oxidation peaks (ferrocene). Figure S39. CV of 1i. Data were collected using 0.1 MNBu4PF6 CH2Cl2 solutions at 100 mV s-1 to [Fc]/[Fc+] internal standard followed by conversion
to NHE; [Fc]/[Fc+] = +765 mV vs. NHE in CH2Cl2. *Reference oxidation peaks (ferrocene). 55 Figure S40. CV of a) 2, and b) 3. Data were collected using 0.1 MNBu4PF6 CH2Cl2 solutions at 100 mV s-1 to [Fc]/[Fc+] internal standard followed by
conversion to NHE; [Fc]/[Fc+] = +765 mV vs. NHE in CH2Cl2 . *Reference oxidation peaks (ferrocene). a
b b b a a Figure S40. CV of a) 2, and b) 3. 6. Cyclic Voltammetry Data were collected using 0.1 MNBu4PF6 CH2Cl2 solutions at 100 mV s-1 to [Fc]/[Fc+] internal standard followed by
conversion to NHE; [Fc]/[Fc+] = +765 mV vs. NHE in CH2Cl2 . *Reference oxidation peaks (ferrocene). 56 7. X-Ray Crystallographic Analysis Suitable single crystals of all four compounds 1f-i were mounted on a cryoloop with paratone oil
and examined on a Bruker APEX-II CCD diffractometer equipped with a CCD area detector and
an Oxford Cryoflex low temperature device. Data were collected at 150(2) K with Mo Kα
radiation (λ = 0.71073 Å) using the APEX-II software.5 Cell refinement and data-reduction were
carried out by SAINT. An absorption correction was performed by multi-scan method Suitable single crystals of all four compounds 1f-i were mounted on a cryoloop with paratone oil
and examined on a Bruker APEX-II CCD diffractometer equipped with a CCD area detector and
an Oxford Cryoflex low temperature device. Data were collected at 150(2) K with Mo Kα
radiation (λ = 0.71073 Å) using the APEX-II software.5 Cell refinement and data-reduction were
carried out by SAINT. An absorption correction was performed by multi-scan method
implemented in SADABS.6 The structures of the complexes were solved by (SHELXT)7 and
refined using SHELXL-2014 in the Bruker SHELXTL suite.8 Hydrogen atoms were added at
calculated positions and refined with a riding model. In compound 1g, disordered solvent was
removed using the SQUEEZE procedure in PLATON.9 Selected crystallographic data for the
complexes are presented in Table S2. All four compounds have been deposited in the Cambridge
Structural Database with numbers CCDC 1977452-1977455. 57 57 Table S2. Summary of select crystallographic data for compounds 1f-1i Compound
1f
1g
1h
1i
Chemical formula C60H50N4O2Si3
C70H54N4O2Si3
C76H66N4O2Si3
C80H58N4O2Si3
Mr
943.31
1067.44
1151.59
1191.57
Crystal system,
space group
Monoclinic,
P21/n
Monoclinic,
P21/n
Tetragonal,
I41/a
Triclinic, P¯1
Temperature (K)
150
150
150
150
a, b, c (Å)
12.8165 (9),
22.7137 (14),
17.6229 (11)
11.6001 (6),
12.5673 (6),
21.2309 (11)
31.4939 (8),
12.3443 (3)
12.8070 (8),
14.8522 (9),
18.6822 (11)
V (Å3)
5010.2 (6)
3066.6 (3)
12243.9 (7)
3122.9 (3)
Z
4
2
8
2
Radiation type
Mo Kα
Mo Kα
Mo Kα
Mo Kα
µ (mm−1)
0.14
0.13
0.13
0.13
Crystal size (mm)
0.15 × 0.1 ×
0.05
0.23 × 0.10 ×
0.04
0.39 × 0.27 ×
0.27
0.12 × 0.06 ×
0.03
Absorption
correction
Multi-scan
Bruker
SADABS
Multi-scan
Bruker
SADABS
Multi-scan
Bruker
SADABS
Multi-scan
Bruker
SADABS
Tmin, Tmax
0.640, 0.736
0.536, 0.786
0.945, 0.960
0.672, 0.739
No. 7. X-Ray Crystallographic Analysis of measured,
independent, and
observed [I >
2σ(I)] reflections
61068, 10069,
7509
38881, 5387,
4883
96129, 5701,
4924
83666, 10990,
9054
Rint
0.083
0.043
0.049
0.085
(sin θ/λ)max (Å−1)
0.630
0.594
0.667
0.595
R[F2 > 2σ(F2)],
wR(F2), S
0.085, 0.165,
1.08
0.048, 0.154,
0.64
0.050, 0.166,
1.09
0.107, 0.184,
1.28
No. of reflections
10069
5387
5701
10990
No. of parameters
626
359
388
781
H-atom treatment
H-atom
parameters
constrained
H-atom
parameters
constrained
H-atom
parameters
constrained
H-atom
parameters
constrained
Δρmax, Δρmin (e
Å−3)
0.33, −0.47
0.36, −0.54
0.26, −0.28
0.58, −0.57 58 Figure S41. Molecular structure of 1f with appropriate labelling scheme. H-atoms are removed for
clarity. Figure S41. Molecular structure of 1f with appropriate labelling scheme. H-atoms are removed for
clarity. Figure S42. Solid-state superstructure of 1f viewed along the three unit cell axes. a - axis
b - axis
c - axis c - axis a - axis Figure S42. Solid-state superstructure of 1f viewed along the three unit cell axes. 59 Figure S43. Molecular structure of 1g with appropriate atomic labelling scheme. H-atoms are omitted
for clarity. Figure S43. Molecular structure of 1g with appropriate atomic labelling scheme. H-atoms are omitted
for clarity. Figure S44. Solid-state superstructure of 1g viewed along the three unit cell axes. a - axis
b - axis
c - axis a - axis a - axis c - axis c - axis Figure S44. Solid-state superstructure of 1g viewed along the three unit cell axes. 60 Figure S45. Molecular structure of 1h with appropriate atomic labelling scheme. H-atoms are omitted
for clarity. Figure S45. Molecular structure of 1h with appropriate atomic labelling scheme. H-atoms are omitted
for clarity. Figure S45. Molecular structure of 1h with appropriate atomic labelling scheme. H-atoms are omitted
for clarity. Figure S46. Solid-state superstructure of 1h viewed along the three unit cell axes. a - axis
b - axis
c - axis c - axis a - axis c - axis Figure S46. Solid-state superstructure of 1h viewed along the three unit cell axes. 61 Figure S47. Molecular structure of the two crystallographically independent molecules of 1i with
appropriate atomic labelling schemes. H-atoms are omitted for clarity. Figure S47. Molecular structure of the two crystallographically independent molecules of 1i with
appropriate atomic labelling schemes. H-atoms are omitted for clarity. Figure S48. Solid-state superstructure of 1iʹ/1iʹʹ viewed along the three unit cell axes. a - axis
b - axis
c - axis s
b - axis
c - axis a - axis a - axis Figure S48. Solid-state superstructure of 1iʹ/1iʹʹ viewed along the three unit cell axes. 62 7.1 Intramolecular Contacts in Solid State The silyloxy caps can interact with the porphyrins by both C-H··· π and face to face aromatic
interactions. Figures S49-53 illustrates the intramolecular contacts in the crystal structures of
the aryl silyloxy cap 1f-1i are within or shorter than the van der Waals radius. 63 Figure S49. a) Structural formula of 1f where centroids of rings are colored to match crystal structure
centroids. b), c), d), and e) Four views of the solid-state structure showing intramolecular interactions of
silyloxy cap with the porphyrin ring within/shorter than the sum of the van der Waals radii (≤ 3.8 Å). Figure S49. a) Structural formula of 1f where centroids of rings are colored to match crystal structure
centroids. b), c), d), and e) Four views of the solid-state structure showing intramolecular interactions of
silyloxy cap with the porphyrin ring within/shorter than the sum of the van der Waals radii (≤ 3.8 Å). 64 Figure S50. a) Structural formula of 1g where centroids of rings are colored to match crystal structure
centroids. b), c), and d) Four views of the solid-state structure showing intramolecular interactions of
silyoxy cap with the porphyrin ring within/shorter than the sum of the van der Waals radii (≤ 3.8 Å). Figure S50. a) Structural formula of 1g where centroids of rings are colored to match crystal structure
centroids. b), c), and d) Four views of the solid-state structure showing intramolecular interactions of
silyoxy cap with the porphyrin ring within/shorter than the sum of the van der Waals radii (≤ 3.8 Å). 65 Figure S51. a) Structural formula of 1h where centroids of rings are colored coded to match crystal
structure centroids. b), c), d), e), and f) Five views of the solid-state structure showing intramolecular
interactions of silyloxy cap with the porphyrin ring within/shorter than the sum of the van der Waals radii
(≤ 3.8 Å). Figure S51. a) Structural formula of 1h where centroids of rings are colored coded to match crystal
structure centroids. b), c), d), e), and f) Five views of the solid-state structure showing intramolecular
interactions of silyloxy cap with the porphyrin ring within/shorter than the sum of the van der Waals radii
(≤ 3.8 Å). Figure S51. a) Structural formula of 1h where centroids of rings are colored coded to match crystal
structure centroids. 7.1 Intramolecular Contacts in Solid State b), c), d), e), and f) Five views of the solid-state structure showing intramolecular
interactions of silyloxy cap with the porphyrin ring within/shorter than the sum of the van der Waals radii
(≤ 3.8 Å). Figure S51. a) Structural formula of 1h where centroids of rings are colored coded to match crystal
structure centroids. b), c), d), e), and f) Five views of the solid-state structure showing intramolecular
interactions of silyloxy cap with the porphyrin ring within/shorter than the sum of the van der Waals radii
(≤ 3.8 Å). 66 Figure S52. a) Structural formula of 1iʹ where centroids of rings are colored coded to match crystal
structure centroids. b), c), and d) Three views of the solid-state structure showing intramolecular
interactions of silyloxy cap with the porphyrin ring within/shorter than the sum of the van der Waals radii
(≤ 3.8 Å). Figure S52. a) Structural formula of 1iʹ where centroids of rings are colored coded to match crystal
structure centroids. b), c), and d) Three views of the solid-state structure showing intramolecular
interactions of silyloxy cap with the porphyrin ring within/shorter than the sum of the van der Waals radii
(≤ 3.8 Å). 67 Figure S53. a) Structural formula of 1iʹʹ where centroids of rings are colored coded to match crystal
structure centroids. b), c), and d) Three views of the solid-state structure showing intramolecular
interactions of silyloxy cap with the porphyrin ring within/shorter than the sum of the van der Waals radii
(≤ 3.8 Å). Figure S53. a) Structural formula of 1iʹʹ where centroids of rings are colored coded to match crystal
structure centroids. b), c), and d) Three views of the solid-state structure showing intramolecular
interactions of silyloxy cap with the porphyrin ring within/shorter than the sum of the van der Waals radii
(≤ 3.8 Å). Figure S53. a) Structural formula of 1iʹʹ where centroids of rings are colored coded to match crystal
structure centroids. b), c), and d) Three views of the solid-state structure showing intramolecular
interactions of silyloxy cap with the porphyrin ring within/shorter than the sum of the van der Waals radii
(≤ 3.8 Å). 68 8. In Silico Modelling X-ray diffraction analysis shows that the porphyrin rings of 1f–1i adopt a range of distorted
conformations in solid state from ruffled to planar geometries. To determine the more stable
conformation of these SOPS in solution, density functional theory (DFT) modelling was used to
gain better insight into their conformational energetics. Select SOPs were optimized in Gaussian
09, Revision A.02,10 to minima (confirmed by frequency calculations on the same level of theory
having no imaginary frequency) using the M06–2X functional, 6-31G basis set, and a C-PCM
solvent model for CH2Cl2 (chosen as it is the solvent used for the majority of the physicochemical
analysis). The calculations reveal (Figures S54–55) that the minimum energy geometries for all
the alkyl (1a, 1c, 1e) and aryl (1f, 1g) SOPS we modelled include a ruffled porphyrin core. The
steric and electronic interactions between the silyloxy cap and the porphyrin ring system change
the preferred porphyrin geometry from planar to nonplanar. 69 Figure S54. The DFT minimized structures in CH2Cl2 compared to the X-Ray structure of a) 1f, b) 1g at
M06–2X, using 6-31G basis set and a C-PCM solvent model for CH2Cl2. Figure S54. The DFT minimized structures in CH2Cl2 compared to the X-Ray structure of a) 1f, b) 1g at
M06–2X, using 6-31G basis set and a C-PCM solvent model for CH2Cl2. Figure S55. The DFT minimized structures in CH2Cl2 of a) 1a, b) 1e, and c) 1c at M06–2X, using 6-31G basis
set and a C-PCM solvent model for CH2Cl2. Figure S55. The DFT minimized structures in CH2Cl2 of a) 1a, b) 1e, and c) 1c at M06–2X, using 6-31G basis
set and a C-PCM solvent model for CH2Cl2. Figure S55. The DFT minimized structures in CH2Cl2 of a) 1a, b) 1e, and c) 1c at M06–2X, using 6-31G basis
set and a C-PCM solvent model for CH2Cl2. 70 9. Hirshfeld Surface Analysis of Solid-State Structures Hirshfeld surfaces11 give insights into the interactions between molecules in the crystal lattices. We calculated Hirshfeld surfaces for the crystal packing structures of 1f-1i′/1i′′ in
CrystalExplorer1712 using an isovalue of 0.5 and mapping the normalized contact distance, dnorm. The surfaces highlight (Figures S56–61) in red any regions in which the molecular surfaces meet
at distances shorter than the sum of van der Waals radii, while white and blue illustrate regions
where they meet at distances that are the sum of the van der Waals radii or longer, respectively. Figure S56. Hirshfeld surface of 1f, showing the most significant close contacts, as well as views of the
surface along the crystallographic a) and b) a-axis, and c) and d) b-axis. Figure S56. Hirshfeld surface of 1f, showing the most significant close contacts, as well as views of the
surface along the crystallographic a) and b) a-axis, and c) and d) b-axis. 71 Figure S57. Hirshfeld surface of 1g, showing the most significant close contacts, as well as views of the
surface along the crystallographic a) and b) a-axis, and c) and d) b-axis. Figure S57. Hirshfeld surface of 1g, showing the most significant close contacts, as well as views of the
surface along the crystallographic a) and b) a-axis, and c) and d) b-axis. 72 Figure S58. Hirshfeld surface of 1h, showing the most significant close contacts, as well as views of the
surface along the crystallographic a) and b) a-axis, and c) and d) b-axis. Figure S58. Hirshfeld surface of 1h, showing the most significant close contacts, as well as views of the
surface along the crystallographic a) and b) a-axis, and c) and d) b-axis. 73 Figure S59. Hirshfeld surface of 1iʹ, showing the most significant close contacts, as well as views of the
surface along the crystallographic a) and b) a-axis, and c) and d) b-axis. Figure S59. Hirshfeld surface of 1iʹ, showing the most significant close contacts, as well as views of the
surface along the crystallographic a) and b) a-axis, and c) and d) b-axis. Figure S59. Hirshfeld surface of 1iʹ, showing the most significant close contacts, as well as views of the
surface along the crystallographic a) and b) a-axis, and c) and d) b-axis. 74 Figure S60. 9. Hirshfeld Surface Analysis of Solid-State Structures Hirshfeld surface of 1iʹʹ, showing the most significant close contacts, as well as views of t
surface along the crystallographic a) and b) a-axis, and c) and d) b-axis. Figure S60. Hirshfeld surface of 1iʹʹ, showing the most significant close contacts, as well as views of the
surface along the crystallographic a) and b) a-axis, and c) and d) b-axis. Figure S60. Hirshfeld surface of 1iʹʹ, showing the most significant close contacts, as well as views of the
surface along the crystallographic a) and b) a-axis, and c) and d) b-axis. 75 Figure S61. Calculated Hirshfeld fingerprints for the X-ray crystal structures of the aryl SOPS. 1iʹʹ
1iʹ Figure S61. Calculated Hirshfeld fingerprints for the X-ray crystal structures of the aryl SOPS. 1iʹʹ
1iʹ 1iʹʹ 1iʹ Figure S61. Calculated Hirshfeld fingerprints for the X-ray crystal structures of the aryl SOPS. 76 Figure S62. a) Structural formula of 1f where centroids of rings are colored to match crystal structure
centroids. b), c), d), and e) Intermolecular interactions of 1f within/shorter than van der Waals radius (<
3.8 Å). The 1f structure determinant pair was found using crystal explorer using the Hirshfeld surface. The
most dominant structure determinant pair is shown using Crystal Explorer with the Hirshfeld surface of
he isolated molecule. Figure S62. a) Structural formula of 1f where centroids of rings are colored to match crystal structure
centroids. b), c), d), and e) Intermolecular interactions of 1f within/shorter than van der Waals radius (<
3.8 Å). The 1f structure determinant pair was found using crystal explorer using the Hirshfeld surface. The
most dominant structure determinant pair is shown using Crystal Explorer with the Hirshfeld surface of
the isolated molecule. 77 Figure S63. a) Structural formula of 1g where centroids of rings are colored to match crystal stru
centroids. b), c), and d) Intermolecular interactions of 1g within/shorter than Vander Waals radius (
Å). The 1g structure determinant pair was found using Crystal Explorer using the Hirshfeld surface
most dominant structure determinant pair is shown using Crystal Explorer with the Hirshfeld surfa
th i
l t d
l
l Figure S63. a) Structural formula of 1g where centroids of rings are colored to match crystal struc
centroids. b), c), and d) Intermolecular interactions of 1g within/shorter than Vander Waals radius (<
Å). The 1g structure determinant pair was found using Crystal Explorer using the Hirshfeld surface. 9. Hirshfeld Surface Analysis of Solid-State Structures most dominant structure determinant pair is shown using Crystal Explorer with the Hirshfeld surfac
the isolated molecule. Figure S63. a) Structural formula of 1g where centroids of rings are colored to match crystal structure
centroids. b), c), and d) Intermolecular interactions of 1g within/shorter than Vander Waals radius (< 3.8
Å). The 1g structure determinant pair was found using Crystal Explorer using the Hirshfeld surface. The
most dominant structure determinant pair is shown using Crystal Explorer with the Hirshfeld surface of
the isolated molecule. Figure S63. a) Structural formula of 1g where centroids of rings are colored to match crystal structure
centroids. b), c), and d) Intermolecular interactions of 1g within/shorter than Vander Waals radius (< 3.8
Å). The 1g structure determinant pair was found using Crystal Explorer using the Hirshfeld surface. The
most dominant structure determinant pair is shown using Crystal Explorer with the Hirshfeld surface of
the isolated molecule. 78 Figure S64. a) Structural formula of 1h where centroids of rings are colored coded to match crystal
structure centroids. b), c), and d) Intermolecular interactions of 1h within/shorter than Vander Waals
radius (< 3.8 Å). The 1h structure determinant pair was found using Crystal Explorer using the Hirshfeld
surface. The most dominant structure determinant pair is shown using Crystal Explorer with the Hirshfeld
surface of the isolated molecule. Figure S64. a) Structural formula of 1h where centroids of rings are colored coded to match crystal
structure centroids. b), c), and d) Intermolecular interactions of 1h within/shorter than Vander Waals
radius (< 3.8 Å). The 1h structure determinant pair was found using Crystal Explorer using the Hirshfeld
surface. The most dominant structure determinant pair is shown using Crystal Explorer with the Hirshfeld
surface of the isolated molecule. Figure S64. a) Structural formula of 1h where centroids of rings are colored coded to match crystal
structure centroids. b), c), and d) Intermolecular interactions of 1h within/shorter than Vander Waals
radius (< 3.8 Å). The 1h structure determinant pair was found using Crystal Explorer using the Hirshfeld
surface. The most dominant structure determinant pair is shown using Crystal Explorer with the Hirshfeld
surface of the isolated molecule. 79 Figure S65. a) Structural formula of 1i where centroids of rings are colored to match crystal structure
centroids. b), c), and d) Intermolecular interactions of 1i/1iʹ within/shorter than van der Waals radius (<
3.8 Å). 9. Hirshfeld Surface Analysis of Solid-State Structures The 1iʹ/1iʹʹ structure determinant pair was found using Crystal Explorer using the Hirshfeld surface. The most dominant structure determinant pair is shown using Crystal Explorer with the Hirshfeld surface
of the isolated molecule. Figure S65. a) Structural formula of 1i where centroids of rings are colored to match crystal structure
centroids. b), c), and d) Intermolecular interactions of 1i/1iʹ within/shorter than van der Waals radius (<
3.8 Å). The 1iʹ/1iʹʹ structure determinant pair was found using Crystal Explorer using the Hirshfeld surface. The most dominant structure determinant pair is shown using Crystal Explorer with the Hirshfeld surface
of the isolated molecule. Figure S65. a) Structural formula of 1i where centroids of rings are colored to match crystal structure
centroids. b), c), and d) Intermolecular interactions of 1i/1iʹ within/shorter than van der Waals radius (<
3.8 Å). The 1iʹ/1iʹʹ structure determinant pair was found using Crystal Explorer using the Hirshfeld surface. The most dominant structure determinant pair is shown using Crystal Explorer with the Hirshfeld surface
of the isolated molecule. 80 10. Calculation of Intermolecular Interaction Energies in the Solid State We performed DFT calculations to quantify the interaction energies between neighboring
molecules in the solid state using the CE-HF [HF/3-21G] theory and CE-B3LYP [B3LYP/6-
31G(d,p)] energy model in CrystalExplorer17. Based on the X-ray crystal structure coordinates, a
cluster was generated around a central molecule, extending to molecules that come within 3.8 Å
of the central molecule at any point. As each of the crystal structures of 1f-h have only one unique
molecule in the unit cell (Zʹ = 1), all of the surrounding molecules are related to the central
molecule by a symmetry operation (labelled ‘Symmetry Op.’ in Tables S3–12). For the B3LYP
[B3LYp/6-31G(d,p)] energy calculation, only the two most dominant structure determinant pairs
were selected due to computational cost. Analysis was performed individually for the 1i′/1i′′
conformers present in the unit cell of the triphenyl derivative, generating a cluster of molecules
around one of the conformers to model its local interactions. These energy calculations allow us
to elucidate the total interaction energies (Etot, in kJ·mol−1) between neighboring molecules, based
on the individual components for electrostatic (Eele), polarization (Epol), dispersion (Edis), and
repulsion (Erep) energies. In each of the tables below, N indicates the number of molecules of a
particular symmetry operation included in the cluster. R is the distance between the molecular
centroids (mean atomic position) of the central molecule and the molecule generated by the given
symmetry operation. A color code is given for each table entry, which matches the coloring of the
relevant molecules in the corresponding cluster diagrams, Figures S66–70. 81 Table S3. Calculated intermolecular interaction energies (in kJ·mol–1) for the solid-state structure of 1f at
CE-HF-321G theory. N
Symmetry Op. R/Å
Eele
Epol
Edis
Erep
Etot
2
x, y, z
12.82 -13.1 -2.4
-47.8
26.1
-36.9
2 x+1/2, -y+1/2, z+1/2
9.81
-4.9
-5.2
-98.8
39.6
-65.2
2 x+1/2, -y+1/2, z+1/2 12.04 -8.5
-4.8
-75.5
30.8
-54.9
2 -x+1/2, y+1/2, -z+1/2 13.07 -9.2
-2.7
-43.1
24.0
-30.5
2 -x+1/2, y+1/2, -z+1/2 15.46 -4.5
-1.2
-18.9
6.1
-17.4
1
-x, -y, -z
13.18 -11.2 -1.8
-37.0
15.4
-33.4
1
-x, -y, -z
10.56 -7.0
-2.1
-69.0
22.4
-52.5
1
-x, -y, -z
17.18 -2.6
-0.4
-8.6
2.7
-8.5 Table S4. Select calculated intermolecular interaction energies (in kJ·mol–1) for the solid-state structure of
1f at CE-B3LYP-631G (d,p) theory. Table S4. Select calculated intermolecular interaction energies (in kJ·mol–1) for the solid-state structure of
1f at CE-B3LYP-631G (d,p) theory. 10. Calculation of Intermolecular Interaction Energies in the Solid State Figure S66. The cluster of molecules used to model intermolecular interaction energies of 1f listed in Table
S2 and Table S3. The central molecule is colored according to Hirshfeld surface and surrounding molecules
are colored to match the color code in Table S3 and Table S4. N
Symmetry Op. R/Å
Eele Epol Edis
Erep Etot
2
x+1/2, -y+1/2, z+1/2 9.81 -9.6 -2.5 -98.8 50.6 -66.8
2
x+1/2, -y+1/2, z+1/2 12.04 -9.7 -2.4 -75.5 39.4 -53.5 Figure S66. The cluster of molecules used to model intermolecular interaction energies of 1f listed in Table
S2 and Table S3. The central molecule is colored according to Hirshfeld surface and surrounding molecules
are colored to match the color code in Table S3 and Table S4. N
Symmetry Op. R/Å
Eele Epol Edis
Erep Etot
2
x+1/2, -y+1/2, z+1/2 9.81 -9.6 -2.5 -98.8 50.6 -66.8
2
x+1/2, -y+1/2, z+1/2 12.04 -9.7 -2.4 -75.5 39.4 -53.5 Figure S66. The cluster of molecules used to model intermolecular interaction energies of 1f listed in Table
S2 and Table S3. The central molecule is colored according to Hirshfeld surface and surrounding molecules
are colored to match the color code in Table S3 and Table S4. 82 Table S5. Calculated intermolecular interaction energies (in kJ·mol–1) for the solid-state structure of 1g at
CE-HF-321G theory. N
Symmetry Op. R/Å
Eele
Epol
Edis
Erep
Etot
2
x, y, z
11.60
-9.2
-6.7 -109.0
47.1
-73.8
4
-x+1/2, y+1/2, -z+1/2
13.01 -10.6 -3.6
-51.3
20.2
-43.0
4
-x+1/2, y+1/2, -z+1/2
14.23
-0.2
-1.0
-19.1
6.8
-12.5
2
x, y, z
12.57 -24.6 -7.3
-79.5
40.5
-68.6 Table S6. Select calculated intermolecular interaction energies (in kJ·mol–1) for the solid-state structure of
1g at CE-B3LYP-631G (d,p) theory. Table S6. Select calculated intermolecular interaction energies (in kJ·mol–1) for the solid-state structure of
1g at CE-B3LYP-631G (d,p) theory. Table S6. Select calculated intermolecular interaction energies (in kJ·mol–1) for the solid-state structure of
1g at CE-B3LYP-631G (d,p) theory. g
(
)
1g at CE-B3LYP-631G (d,p) theory. N
Symmetry Op. R/Å
Eele
Epol
Edis
Erep
Etot
2
x, y, z
11.60 -13.9 -3.3 -109.0
60.2
-74.9
4
-x+1/2, y+1/2, -z+1/2
13.01
-8.7
-1.7
-51.3
25.7
-39.3
4
-x+1/2, y+1/2, -z+1/2
14.23
-1.9
-0.5
-19.1
9.2
-13.3
2
x, y, z
12.57 -20.5 -3.5
-79.5
51.4
-61.7
Figure S67. The cluster of molecules used to model intermolecular interaction energies of 1g listed in
Table S4 and Table S5. 10. Calculation of Intermolecular Interaction Energies in the Solid State The central molecule is colored according to Hirshfeld surface and surrounding
molecules are colored to match the color code in Table S5 and Table S6. Figure S67. The cluster of molecules used to model intermolecular interaction energies of 1g listed in
Table S4 and Table S5. The central molecule is colored according to Hirshfeld surface and surrounding
molecules are colored to match the color code in Table S5 and Table S6. 83 Table S7. Calculated intermolecular interaction energies (in kJ·mol–1) for the solid-state structure of 1h at
CE-HF-321G theory
N
Symmetry Op. R/Å
Eele
Epol
Edis
Erep
Etot
4
-y+3/4, x+1/4, z+1/4
14.48 -6.2
-1.6
-31.5 15.0
-23.6
2
x, y, z
12.34 -11.1
-3.0
-74.0 31.7
-54.2
4
y+3/4, -x+3/4, z+3/4
11.55 -10.9
-4.7
-
105.1 44.2
-73.0
4
-x+1/2, -y, z+1/2
16.91 -3.1
-0.4
-10.5
5.0
-8.7
2
-x, -y+1/2, z
15.75 -1.2
-0.3
-9.9
2.1
-8.6
Table S8. Select calculated intermolecular interaction energies (in kJ·mol–1) for the solid-state structure of
1h at CE-B3LYP-631G (d,p) theory Table S7. Calculated intermolecular interaction energies (in kJ·mol–1) for the solid-state structure of 1h at
CE-HF-321G theory y
N
Symmetry Op. R/Å
Eele
Epol
Edis
Erep
Etot
4
-y+3/4, x+1/4, z+1/4
14.48 -6.2
-1.6
-31.5 15.0
-23.6
2
x, y, z
12.34 -11.1
-3.0
-74.0 31.7
-54.2
4
y+3/4, -x+3/4, z+3/4
11.55 -10.9
-4.7
-
105.1 44.2
-73.0
4
-x+1/2, -y, z+1/2
16.91 -3.1
-0.4
-10.5
5.0
-8.7
2
-x, -y+1/2, z
15.75 -1.2
-0.3
-9.9
2.1
-8.6 2
-x, -y+1/2, z
15.75 -1.2
-0.3
-9.9
2.1
-8.6
Table S8. Select calculated intermolecular interaction energies (in kJ·mol–1) for the solid-state structure of
1h at CE-B3LYP-631G (d,p) theory
Figure S68. The cluster of molecules used to model intermolecular interaction energies of 1h listed in
Table S6 and Table S7. The central molecule is colored according to Hirshfeld surface and surrounding
molecules are colored to match the color code in Table S7 and Table S8. N
Symmetry Op. R/Å
Eele
Epol
Edis
Erep
Etot
2
x, y, z
12.34 -10.7 -1.4
-74.0
39.2 -52.6
4
y+3/4, -x+3/4, z+3/4
11.55 -13.5 -2.2 -105.1
55.5 -73.2 Table S8. Select calculated intermolecular interaction energies (in kJ·mol–1) for the solid-state structure of
1h at CE-B3LYP-631G (d,p) theory
Figure S68. The cluster of molecules used to model intermolecular interaction energies of 1h listed in
Table S6 and Table S7. 10. Calculation of Intermolecular Interaction Energies in the Solid State The central molecule is colored according to Hirshfeld surface and surrounding
molecules are colored to match the color code in Table S7 and Table S8. N
Symmetry Op. R/Å
Eele
Epol
Edis
Erep
Etot
2
x, y, z
12.34 -10.7 -1.4
-74.0
39.2 -52.6
4
y+3/4, -x+3/4, z+3/4
11.55 -13.5 -2.2 -105.1
55.5 -73.2 Table S8. Select calculated intermolecular interaction energies (in kJ·mol–1) for the solid-state structure of
1h at CE-B3LYP-631G (d,p) theory Figure S68. The cluster of molecules used to model intermolecular interaction energies of 1h listed in
Table S6 and Table S7. The central molecule is colored according to Hirshfeld surface and surrounding
molecules are colored to match the color code in Table S7 and Table S8. Figure S68. The cluster of molecules used to model intermolecular interaction energies of 1h listed in
Table S6 and Table S7. The central molecule is colored according to Hirshfeld surface and surrounding
molecules are colored to match the color code in Table S7 and Table S8. 84 Table S9. Calculated intermolecular interaction energies (in kJ·mol–1) for the solid-state structure of 1iʹ at
CE-HF-321G theory Table S9. Calculated intermolecular interaction energies (in kJ·mol–1) for the solid-state structure of 1iʹ at
CE-HF-321G theory
Table S10. Select calculated intermolecular interaction energies (in kJ·mol–1) for the solid-state structure
of 1iʹ at CE-B3LYP-631G (d,p) theory
N
Symmetry Op. R/Å
Eele
Epol
Edis
Erep
Etot
2
-
11.70 -25.6 -5.5 -107.3 52.1 -84.2
2
-
17.02 -1.4
-0.5
-12.7
5.9
-8.4
2
x, y, z
12.81 -22.2 -8.5 -100.5 43.5 -83.4
2
-
17.66 -0.2
-0.2
-5.3
0.4
-4.8
2
x, y, z
15.24 -8.6
-1.9
-32.9
16.7 -26.1
2
x, y, z
14.85 -2.0
-2.4
-23.0
6.3
-19.2
2
-
12.16 -12.8 -8.0
-74.9
28.7 -62.5 Table S10. Select calculated intermolecular interaction energies (in kJ·mol–1) for the solid-state structure
of 1iʹ at CE-B3LYP-631G (d,p) theory Table S10. Select calculated intermolecular interaction energies (in kJ·mol–1) for the solid-state structure
of 1iʹ at CE-B3LYP-631G (d,p) theory N
Symmetry Op. R/Å
Eele
Epol
Edis
Erep
Etot
2
-
11.70 -22.5 -2.6 -107.3
65.4 -78.7
2
x, y, z
12.81 -19.6 -4.1 -100.5
56.0 -76.7
Figure S69. The cluster of molecules used to model intermolecular interaction energies for 1i listed in
Table S8 and Table S9. 10. Calculation of Intermolecular Interaction Energies in the Solid State The central molecule is colored according to Hirshfeld surface and surrounding
molecules are colored to match the color code in Table S9 and Table S10. Figure S69. The cluster of molecules used to model intermolecular interaction energies for 1i listed in
Table S8 and Table S9. The central molecule is colored according to Hirshfeld surface and surrounding
molecules are colored to match the color code in Table S9 and Table S10. 85 Table S11. Calculated intermolecular interaction energies (in kJ·mol–1) for the solid-state structure of 1iʹʹ
at CE-HF-321G theory . Table S12. Select calculated intermolecular interaction energies (in kJ·mol–1) for the solid-state structure
of 1iʹʹ at CE-B3LYP-631G (d,p) theory. N
Symmetry Op. R/Å
Eele
Epol
Edis
Erep
Etot
2
-
11.70 -25.6 -5.5 -107.3 52.1 -84.2
2
-
17.02 -1.4
-0.5
-12.7
5.9
-8.4
2
-
17.66 -0.2
-0.2
-5.3
0.4
-4.8
2
-
13.06 -6.7
-3.4
-57.5
19.7 -44.9
2
-
12.16 -12.8 -8.0
-74.9
28.7 -62.5
2
x, y, z
12.81 -13.0 -3.2
-86.5
44.8 -57.0
2
x, y, z
15.24
1.5
-0.5
-15.9
4.9
-9.1 Table S12. Select calculated intermolecular interaction energies (in kJ·mol–1) for the solid-state structure
of 1iʹʹ at CE-B3LYP-631G (d,p) theory. Table S12. Select calculated intermolecular interaction energies (in kJ·mol–1) for the solid-state structure
of 1iʹʹ at CE-B3LYP-631G (d,p) theory. of 1iʹʹ at CE-B3LYP-631G (d,p) theory. Figure S70. The cluster of molecules used to model intermolecular interaction energies for 1iʹ listed in
Table S10 and Table S11. The central molecule is colored according to Hirshfeld surface and surrounding
molecules are colored to match the color code in Table S11 and Table S12. N
Symmetry Op. R/Å
Eele
Epol
Edis
Erep
Etot
2
-
11.70 -22.5 -2.6 -107.3
65.4 -78.7
2
x, y, z
12.81 -14.9 -1.5
-86.5
55.8 -57.8 Figure S70. The cluster of molecules used to model intermolecular interaction energies for 1iʹ listed in
Table S10 and Table S11. The central molecule is colored according to Hirshfeld surface and surrounding
molecules are colored to match the color code in Table S11 and Table S12. 86 11. Compound Identity Validation by Low Resolution Mass Spectra In some cases we were unable to obtain high resolution mass spectra. For these compounds, we further
characterize them by comparing zoomed isotopic distributions of the M+ peaks. These low resolution
mass spectrometry (MS) results were acquired by AIMS Mass Spectrometry Laboratory at University of
Toronto on a Waters GCT Premier instrument. The spectra shown were run in EI+ mode using the
heated solids probe. The isotopic abundance pattern was computed using the
Waters MassLynx software. Figure S71. Characterization of 1b using isotopic distribution in low resolution mass spectrometry. a)
Predicted isotopic distribution and b) observed isotopic distribution. a
b a
b b Figure S71. Characterization of 1b using isotopic distribution in low resolution mass spectrometry. a)
Predicted isotopic distribution and b) observed isotopic distribution. 87 igure S72. Characterization of 1c using isotopic distribution in low resolution mass spectrometry. a
redicted isotopic distribution and b) observed isotopic distribution. a
b a a Figure S72. Characterization of 1c using isotopic distribution in low resolution mass spectrometry. a)
Predicted isotopic distribution and b) observed isotopic distribution. b b b Figure S72. Characterization of 1c using isotopic distribution in low resolution mass spectrometry. a)
Predicted isotopic distribution and b) observed isotopic distribution. 88 gure S73. Characterization of 1d using isotopic distribution in low resolution mass spectrometry. a
redicted isotopic distribution and b) observed isotopic distribution. a
b a a b b Figure S73. Characterization of 1d using isotopic distribution in low resolution mass spectrometry. a)
Predicted isotopic distribution and b) observed isotopic distribution. 89 igure S74. Characterization of 1g using isotopic distribution in low resolution mass spectrometry. redicted isotopic distribution and b) observed isotopic distribution. a
b a b b Figure S74. Characterization of 1g using isotopic distribution in low resolution mass spectrometry. a)
Predicted isotopic distribution and b) observed isotopic distribution. 90 gure S75. Characterization of 1h using isotopic distribution in low resolution mass spectrometry. a
redicted isotopic distribution and b) observed isotopic distribution. a
b a b Figure S75. Characterization of 1h using isotopic distribution in low resolution mass spectrometry. a)
Predicted isotopic distribution and b) observed isotopic distribution. 91 12. References 12. References (1) (1)
a) Marsh, D.F.; Falvo, R.E.; Mink, L.M. Microscale synthesis and 1H NMR analysis
of tetraphenylporphyrins. J. Chem. Ed. 1999, 76(2), 237-239. b) Mohajer, D.;
Zakavi, S.; Rayati, S.; Zahedi, M.; Safari, N.; Khavasi, H.R.; Shahbazian, S. Unique 1∶2 adduct formation of meso-tetraarylporphyrins and meso-
tetraalkylporphyrins with BF3: a spectroscopic and ab initio study. New J. Chem. 2004, 28(12), 1600-1607. (2) (2)
Ishida, S.; Yoshimura, K.; Matsumoto, H.; Kyushin, S. Selective Si–C Bond
Cleavage on a Diorganosilicon Porphyrin Complex Bearing Different Axial
Ligands Chem. Lett. 2009, 38(4), 362-363. (3) (3)
a) Kane, K.M.; Lorenz, C.R.; Heilman, D.M.; Lemke, F.R. Substituent Effects on
the Spectroscopic Properties and Reactivity of Hexacoordinate Silicon(IV)
Porphyrin Complexes Inorg. Chem. 1998, 37, 669-673 b) Liu, J.; Yang, X.; Sun, L. Axial anchoring designed silicon–porphyrin sensitizers for efficient dye-sensitized
solar cells Chem. Commun. 2013, 49(100), 11785-11787. (4)
Lam, T. L.; Tong, K. C.; Yang, C.; Kwong, W. L.; Guan, X.; Li, M. De; Kar-Yan Lo,
V.; Lai-Fung Chan, S.; Lee Phillips, D.; Lok, C. N.; Che, C. M. Luminescent
Ruffled Iridium(Iii) Porphyrin Complexes Containing N-Heterocyclic Carbene
Ligands: Structures, Spectroscopies and Potent Antitumor Activities under Dark
and Light Irradiation Conditions. Chem. Sci. 2019, 10(1), 293-309. (4) (5)
Bruker AXS Inc., Madison, Wisconsin, USA. (5) (6)
Sheldrick, G.M. SADABS. 1996, University of Göttingen, Germany. (7)
Sheldrick, G.M. (2014) SHELXT–Integrated space-group and crystal-structure
determination Acta Cryst. 2014, A71, 3-8. (7)
Sheldrick, G.M. (2014) SHELXT–Integrated space-group and crystal-structure
determination Acta Cryst. 2014, A71, 3-8. (8)
Sheldrick, G. M. SHELXTL Version 2014/7 (9)
Spek, A.L. PLATON SQUEEZE: a tool for the calculation of the disordered solven
contribution to the calculated structure factors Acta Cryst. 2015, C71, 9-18. (9)
Spek, A.L. PLATON SQUEEZE: a tool for the calculation of the disordered solvent
contribution to the calculated structure factors Acta Cryst. 2015, C71, 9-18. er, M. J.; McKinnon, J. J.; Wolff, S. K.; Grimwood, D. J.; Spackman, P. R.; (12) Turner, M. J.; McKinnon, J. J.; Wolff, S. K.; Grimwood, D. J.; Spackman, P. R.;
Jayatilaka, D.; Spackman, M. A. CrystalExplorer17 (2017). University of Western
Australia. 12. References (10) Frisch, M.J.; Trucks, G.W.; Schlegel, H.B.; Scuseria, G.E.; Robb, M.A.;
Cheeseman, J.R.; Scalmani, G.; Barone, V.; Mennucci, B.; Petersson, G.A.;
Nakatsuji, H.; Caricato, M.; Li, X.; Hratchian, H.P.; Izmaylov, A.F.; Bloino, J.;
Zheng, G.; Sonnenberg, J.L.; Hada, M.; Ehara, M.; Toyota, K.; Fukuda, R.;
Hasegawa, J.; Ishida, M.; Nakajima, T.; Honda, Y.; Kitao, O.; Nakai, H.; Vreven,
T.; Montgomery, Jr., J.A.; Peralta, J.E.; Ogliaro, F.; Bearpark, M.; Heyd, J.J.; 92 Brothers, E.; Kudin, K.N.; Staroverov, V.N.; Kobayashi, R.; Normand, J.;
Raghavachari, K.; Rendell, A.; Burant, J.C.; Iyengar, S.S.; Tomasi, J.; Cossi, M.;
Rega, N.; Millam, J.M.; Klene, M.; Knox, J.E.; Cross, J.B.; Bakken, V.; Adamo, C.;
Jaramillo, J.; Gomperts, R.; Stratmann, R.E.; Yazyev, O.; Austin, A.J.; Cammi, R.;
Pomelli, C.; Ochterski, J.W.; Martin, R.L.; Morokuma, K.; Zakrzewski, V.G.; Voth,
G.A.; Salvador, P.; Dannenberg, J.J.; Dapprich, S.; Daniels, A.D.; Farkas, O.;
Foresman, J.B.; Ortiz, J.V.; Cioslowski, J.; Fox, D.J. Gaussian, Inc., Wallingford
CT, 2009. Brothers, E.; Kudin, K.N.; Staroverov, V.N.; Kobayashi, R.; Normand, J.; (11) Spackman, M. A.; Jayatilaka, D. Hirshfeld surface analysis CrystEngComm, 2009,
11, 19-31. (11) Spackman, M. A.; Jayatilaka, D. Hirshfeld surface analysis CrystEngComm, 2009,
11, 19-31. (12) Turner, M. J.; McKinnon, J. J.; Wolff, S. K.; Grimwood, D. J.; Spackman, P. R.;
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view on ChemRxiv
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Evidencias de tectónica transpresiva en la cordillera occidental del Centro del Perú (11° - 12°30’ S)
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Mamani & Jacay / Incasciences 1 (2): 34 - 44, 2023
doi:10.47347/incasciences.v1i2.32
Articulo Original
Recibido: octubre 2023
Aceptado: noviembre 2023
INCASCIENCES
Geociencias para el mundo
Evidencias de tectónica transpresiva en la cordillera occidental del Centro del
Perú (11° - 12°30’ S)
Evidence of Transpressional Tectonics in the Western Cordillera of Central Peru
(11° - 12°30' S)
Yuly Mamani 1
Javier Jacay 2
1Instituto Geológico Minero y Metalúrgico, Lima. Perú
2Universidad Nacional Mayor de San Marcos (UNMSM) Av. Venezuela cuadra 34 s/n, Ciudad Universitaria,
Lima, Perú. (jjacayh@unmsm.edu.pe)
Resumen
Los Andes del Perú Central, ubicados entre los paralelos 11° y 12°30’ de latitud sur, muestran un
registro geológico que evidencia sucesivas etapas de deformación que afectaron al orógeno desde
el Campaniano hasta el Mastrichiano y el Eoceno. Durante el Mesozoico, la sedimentación estuvo
controlada por la tectónica extensional, que posteriormente, en el Cenozoico, estas secuencias
fueron deformadas debido a la inversión tectónica de fallas antiguas. Esto dio lugar a un importante
sistema transcurrente que desempeñó un papel decisivo en la configuración estructural del orógeno
Andino, compuesto por rocas volcánicas y volcanosedimentarias. Los eventos tectónicos se
manifiestan en forma de escamas tectónicas, pliegues y estructuras de tipo flor positiva que han
dado forma a esta parte de la Cordillera Occidental.
Palabras clave: Cordillera Occidental, transpresivo, tectónica, sistemas transcurretes.
Abstract
The Andes of Central Peru, located between latitudes 11° and 12°30’ south, exhibit a geological
record that reveals successive stages of deformation that affected the orogeny from the Campanian
to the Maastrichtian and Eocene. During the Mesozoic, sedimentation was controlled by
extensional tectonics, but in the Cenozoic, these sequences were deformed due to the tectonic
inversion of ancient faults. This resulted in a significant transcurrent system that played a decisive
role in shaping the structural configuration of the Andean orogeny, composed of volcanic and
volcanosedimentary rocks. The tectonic events are manifested in the form of tectonic scales, folds,
and positive flower structures that have shaped this part of the Western Cordillera.
Keywords: Western Cordillera, transpressional, tectonics, strike-slip systems.
Esta obra está publicada bajo la licencia CC BY 4.0
Correspondencia
Yuly Mamani
ymamanip@ingemmet.gob.pe
Mamani & Jacay / Incasciences 1 (2): 34 - 44, 2023
35
INTRODUCCIÓN
La estructuración de las cadenas de montaña de
los Andes, se caracteriza por presentar sistemas
de fallas inversas paralelas a la orientación andina
(sureste-noroeste), que han desempeñado un papel
preponderante en la configuración del orógeno andino.
Una sección geológica esquemática elaborada en
sentido transversal al eje de los Andes muestra
la configuración tectónica de la cordillera y
sus principales unidades morfoestructurales
(Figura 1B).
En el área ubicada entre la altiplanicie disectada
y el piedemonte de la Cordillera Occidental, se
encuentran una serie de fallas transcurrentes e
inversas de orientación andina (sureste-noroeste).
Este trabajo resume la evolución estructural de la
cordillera occidental comprendida entre los 11° y
12°30’ de latitud, analizando trabajos previos y
utilizando secciones estructurales locales.
Estas fallas, ubicadas en el sector occidental,
se extienden a lo largo de varias decenas de
kilómetros (ver Figura 1A).
Figura 1.
Mapa de ubicación de la zona de estudio, se muestran las principales fallas que afectan el territorio
(modificado de INGEMMET, 2016). B) Corte transversal de los Andes del Perú central sonde se
muestran los estilos tectónicos característicos.
Evidencias de tectónica transpresiva
MARCO GEOLÓGICO REGIONAL
En los Andes centrales, las unidades
litoestratigráficas que lo conforman han sido
reconocidas y descritas por los trabajos pioneros
de McLaughlin (1924), Steinmann (1930),
McKinstry (1932), Terrones (1949), seguido por
los estudios de Megard (1978), Salazar (1983),
Zimmerninck (1985).
36
Posterior al Santoniano, sobre las unidades
litoestratigráficas anteriormente descritas y
según su ubicación, se depositan las capas
rojas de la Formación Casapalca (Campaniano
– Paleoceno), que yace sobre una superficie
de erosión en los sectores occidentales, o
concordantemente de manera transicional
sobre la Formación Celendín en los sectores
Estas unidades litoestratigráficas abarcan el inmediatamente por delante de las estructuras
intervalo cronoestratigráfico entre el Jurásico de inversión.
y el Cuaternario, siendo las principales
unidades la Formación Oyón (Titoniano), En el Paleógeno – Neógeno, sobre una
Grupo Goyllarisquizga con las formaciones importante superficie de erosión y sellando a
Chimú, Santa, Carhuaz y Farrat (Valanginiano- las unidades sedimentarias, se encuentran los
Barremiano),
formaciones
Pariahuanca afloramientos de las unidades volcánicas y
(Aptiano – Albiano inferior), Chúlec (Albiano volcanosedimentarias descritas como los grupos
inferior – Albiano medio), Pariatambo (Albiano Calipuy y Rímac, además de las formaciones
medio), Jumasha (Albiano superior – Turoniano) Colqui,
Millotingo,
Carlos
Francisco,
y Celendín (Coniaciano – Santoniano).
Huarochiri, Catrovirreyna, entre otros (Figura 2).
Mamani & Jacay / Incasciences 1 (2): 34 - 44, 2023
37
Figura 2.
Mapa geológico regional donde se muestran la distribución de las estructuras estudiadas
(modificado de Cobbing, 1973 y Salazar 1983)
Evidencias de tectónica transpresiva
GEOLOGÍA ESTRUCTURAL
Los sistemas de cabalgamientos presentes en la
Cordillera Occidental del Perú central han sido
tratados por diferentes autores especialmente
por Szekely (1967 y 1969), quien presenta una
serie de cortes estructurales suroeste-noreste,
localizados entre el lago Huallacocha y el
anticlinal de Chumpe, resaltando las estructuras
imbricadas para la zona más occidental.
38
con diferente estilo estructural que correspondería
a hemigrabens invertidos, calculando igualmente
un acortamiento entre 40% y 50%, haciendo
énfasis de que los niveles de despegue se sitúan
en las formaciones Oyón y Pariatambo.
Ángeles (1987) documentó la relación entre
las mesoestructuras y las microestructuras
que fueron descritas como “napas” inferior y
superior expuestas entre los ríos Alis y Sinhua en
Así mismo, menciona que los niveles de la parte alta del valle del rio Cañete, obteniendo
despegue de las imbricaciones, son las lutitas un acortamiento entre 50% a 60% y, donde los
negras de la Formación Pariatambo.
niveles de despegue también se ubican en las
formaciones Oyón y Pariatambo.
Wilson (1963) y Harrison (1960) describieron
un patrón estructural similar a lo descrito para Los autores antes citados interpretaron un
la Formación Oyón expuesto en la parte alta del sistema imbricado o de escamas para la
valle del rio Huaura.
Cordillera Occidental, desarrollando un sistema
de cabalgamientos con vergencia al este, en el
Megard (1978) evidenció la complejidad que destacan una serie de fallas inversas que
estructural presente en la quebrada Huachuga estructuran una faja plegada.
– sector de Huampar y en la parte media a
superior del valle del rio Rímac, describiendo RESULTADOS
las estructuras bajo la terminología de una Las observaciones de campo realizadas en
“zone imbriquée” relacionado a una zona de el presente estudio, han permitido reconocer
cizallamiento con rumbo andino, que fueron dos unidades tectónicas competentes, Unidad
producto de las fallas inversas reactivadas de Tectónica inferior conformado por el Grupo
antiguas fallas normales de edad mesozoica.
Goyllarisquizga (formaciones Chimú, Santa,
Carhuaz y Farrat) y las formaciones Pariahuanca,
Lepry (1981) realizó importantes observaciones Chúlec, y la Unidad Tectónica superior,
sobre el estilo microtectónico de las rocas conformado por la Formación Jumasha; como
paleozoicas y mesozoicas y su relación con unidades incompetentes son descritas las
las estructuras mayores, presentando cortes formaciones Oyón, Pariatambo y Celendín,
estructurales típicos de una faja plegada siendo estas ultimas unidades las que juegan un
calculando un porcentaje de acortamiento de rol importante como niveles de despegue para
20% para la región de Yauli, demostrando la estructuración del sistema de cabalgamientos
que la Formación Pariatambo es el nivel de de la Cordillera Occidental.
despegue en la estructuración de las secuencias
de cabalgamientos, Romani (1982) realizó un Del mismo modo, las observaciones de campo,
estudio detallado de la estratigrafía y un esbozo la interpretación de las imágenes satelitales y la
de la sedimentología de las rocas cretácicas de elaboración de las cartas geológicas, documentado
Uchucchacua, que expone cabalgamientos en por la orientación predominante de los sistemas
zonas estructurales y compartimientos cada uno de pliegues relacionado a su vergencia con la
Mamani & Jacay / Incasciences 1 (2): 34 - 44, 2023
39
dirección de inclinación de la charnela y grado de la Formación Jumasha cabalga mediante una
inclinación de su plano axial.
falla inversa a la Formación Carlos Francisco
(Figura 3B), así mismo en el sector occidental
Su relación con los sistemas de fallas inversas, de la laguna Punrun (SE del cuadrángulo de
indican un sistema de propagación típico de una Oyón) la Formación Jumasha se sobreyace
faja plegada con vergencia al este.
a la Formación Casapalca siendo el nivel de
despegue la Formación Pariatambo.
Las fallas presentan trazos de baja sinuosidad
(vista en planta), han configurado pliegues con Los anticlinales y sinclinales que afectan a
plano axial vertical o ligeramente inclinado, la Formación Casapalca se han estructurado
esta geometría estaría relacionada a una rampa mediante fallas ciegas (blind thrust fault) Estas
tectónica de alto ángulo, evidenciando en superficie estructuras tienen su nivel de despegue en las
pliegues apretados en la Formación Jumasha que margas lutáceas de la Formación Celendín.
están relacionados a fallas inversas con probable
despegue en la Formación Pariatambo.
Las observaciones de campo documentan los
cambios de los niveles de despegue, mientras que,
En el frente de los cabalgamientos, se observa la Formación Oyón es la unidad despegue para los
una fuerte esquistosidad tectónica con rumbos sectores más occidentales, la Formación Pariatambo
entre N 40°O y N 20° O, paralela a las fallas lo es para el sector central y la Formación Celendín
inversas con vergencia al este.
es la unidad de despegue en los sectores más
orientales de la Cordillera Occidental, además los
Estas afectan a los niveles superiores de las niveles de despegue migran desde niveles inferiores
formaciones Jumasha y Casapalca (ver Figura hacia los niveles más superiores.
3a), visibles en el sector de Ticlio, abra de
cerro Yuncan (entre Santader y Chungar), En los niveles superiores, las principales
abra de Antaccasa, laguna Jurpay, abra Calera estructuras desarrolladas han conformado
(Puagjanca), entre otros.
valles lineales, como en río Blanco, donde
afloran pliegues (anticlinales y sinclinales)
Se interpretan como producto de la inversión en flor positiva, asociados a la progresión de
tectónica.”
fallas inversas en los cerros Tatajayco, Paccha,
Amargura y Jupay Grande, en San Mateo.
El sistema tectónico de la Cordillera Occidental
(paralelos 11° - 12°30’ S) tiene como nivel de Entre los paralelos 11° - 12°30’S, se observan
despegue a la Formación Oyón (Titoniano), estructuras compresivas con vergencia al oeste,
que permite sobreyacer a la Formación como los pliegues anticlinales y sinclinales del
Chimú (Valanginiano) sobre las unidades cerro San Cristóbal - Carhua (Canta).
litoestratigráficas más jóvenes, como ocurre
Picoyanque (sector occidental del cuadrángulo Estos pliegues presentan un plano axial vertical
de Ondores) donde la Formación Chimú a ligeramente inclinado, relacionado con la
sobreyace a la Formación Yantac (Eoceno) propagación de una falla inversa de alto ángulo
que pertenece a base del Grupo Calipuy; con vergencia al oeste.
mientras que en la laguna Chuspicocha y
Yuracmayo (SE del cuadrángulo de Matucana),
Evidencias de tectónica transpresiva
40
El nivel de despegue estaría a la base de
la Formación Arahuay (Albiano medio Turoniano), que se sobrepone a los niveles
volcánicos paleógenos.
En las zonas de ‘valles encañonados’, como el cañón
del Infiernillo (río Rímac) y Pampamayu (río Baños),
es posible observar estructuras tectónicas asociadas
al nivel medio inferior de sistemas transpresivos.
En el cerro Araro, parte alta del valle del río
Huaral (Santa Cruz de Andamarca), el sistema de
pliegues con plano axial vertical afecta al Grupo
Calipuy (Eoceno – Mioceno inferior), en contacto
con la Formación Carhuaz mediante una falla
inversa de alto ángulo, componente de un sistema
transpresivo, conformando una estructura de
inversión con vergencia al oeste (Figura 3C).
En el cañón del Infiernillo (río Rímac), se pueden
observar desde cizallamientos anastomosados
hasta lineales con buzamiento de alto ángulo, que
afectan a unidades como la Formación Chimú.
En la parte alta del valle de Lincha, en las lomas del
cerro Huayllapucro – Tintac (Yauyos), se observa
que la secuencia volcánica del Grupo Sacsaquero
(Oligoceno) y las formaciones Castrovirreyna
(Oligoceno – Mioceno inferior) y Caudalosa
(Mioceno superior), se encuentran plegadas y
falladas, con pliegues asimétricos y con estructuras
de empuje con vergencia occidental.
Por otro lado, en la zona del cañón de
Pampamayu (río Baños), se pueden observar
estructuras de inversión tectónica con fuerte
cizallamiento y con plano axial subvertical con
vergencia al oeste.
Entre Santiago de Anchucaya, Matucana y Huanza
se extiende un sistema de fallas de NO-SE que
afectan a secuencias cenozoicas moderadamente
plegadas con vergencia al este (Figuras 3D);
además se observan, estratos de crecimiento
en la Formación Huarochirí (Mioceno medio –
superior) en el poblado de Jicamarca (11°44’21’’
S – 76°42’16’’ O) que se han desarrollado en los
niveles de tobas y volcanoclásticos basculados
como respuesta a fallas extensionales que afectan
a las rocas volcánicas del Grupo Rímac.
Las fallas inversas son responsables de invertir
las sucesiones sedimentarias del sustrato precenozoico, como la Formación Chimú.
Esta unidad se presenta intensamente cizallada,
con fracturas paralelas a la estratificación,
asociadas a la zona de la falla río Blanco.
DISCUSIONES
En este trabajo, argumentamos que la
estructuración de la Cordillera Occidental
En el sector noreste del cuadrángulo de Chosica (paralelos 11° - 12°30’ S) está constituida por un
(al este del poblado de Lachaqui) las secuencias sistema de plegamiento con orientación andina.
volcanosedimentarias de la Formación Colqui
se muestran deformadas, exhibiendo pliegues Se evidencia que los niveles de despegue
asociados a fallas ciegas (falla cuyo plano de la tectónicos en el sector occidental se ubican
falla termina antes de llegar a la superficie) con en la Formación Oyón y migran a los niveles
vergencia al este y con rumbo andino (Figura superiores donde se localizan las formaciones
3C) asociadas a fallas dextrales de rumbo E-O. Pariatambo y Celendín.
El trazo de la falla sobre la carta geológica
presenta una baja sinuosidad y está asociado a
un fuerte cizallamiento tectónico.
Esto se debe principalmente a la estructuración en
rampas tectónicas de alto ángulo con vergencia al este.
También se observan en ciertas áreas el desarrollo
Mamani & Jacay / Incasciences 1 (2): 34 - 44, 2023
41
de estructuras compresivas con vergencia al oeste. oeste están cubiertas por las rocas volcánicas del
Eoceno-Oligoceno.
Estos sistemas de fallas de vergencia pacífica
han sido previamente señalados en la Cordillera Se interpreta que este periodo de tiempo es relevante
Occidental en algunos cortes estructurales para la estructuración de esas fallas fuera de secuencia.
realizados por Romani (1982) en la región de Los depósitos del Paleoceno superior a
Uchucchacua y por Angeles (1987) en el área de Oligoceno están deformados y afectados por
Huacuypacha (alto Cañete).
fallas inversas que han exhumado las rocas del
Cretácico inferior, lo que ha resultado en las
El cizallamiento tectónico asociado a las deformaciones sintectónicas presentes en los
estructuras de pliegues y fallas menores (sistemas depósitos del Mioceno (Formación Huarochirí).
Riedel) presentes en los niveles superiores, así
como el asociado a los sistemas de fallas inversas, Por lo tanto, se puede sostener que la edad
han ocurrido después de la inversión tectónica.
de deformación de estas estructuras es del
Mioceno, como había sido reconocido por
Están vinculados localmente a un sistema Megard (1984).
transcurrente (Figura 3A).
Igualmente, Muñoz y Sepúlveda (1992), Muñoz
Ademas, los estratos de crecimiento presentes y Charrier (1996), Drozdzewski y Mon (1999),
en rocas del Mioceno se interpretan como Victor (2004), Farías et al. (2005), Carrera et
respuesta a un sistema extensional o transtesivo, al. (2006), Lebinson et al. (2020), DeCelles et
de manera paralela en el sector externo.
al. (2015), entre otros, describen estructuras
similares para los Andes chilenos y argentinos.
Las estructuras post y sin tectónicas han ocurrido
en varios períodos de la historia geológica de la Estos investigadores concluyen la importancia
región andina.
de la inversión tectónica en un sistema
transpresivo para la estructuración de la
Las estructuras compresivas con vergencia al Cordillera Occidental en estas regiones.
Figura 3.
A) Vista panorámica al sur de cerro Panapashatran (cuadrángulo de Matucana) donde una serie de fallas
inversas afectan a las Formaciones Jumasha y Casapalca conformando escamas tectónicas que generan
pliegues de arrastre e intensa esquistosidad tectónica.
B) Mapa satelital del valle de rio Blanco, donde la Formación Jumasha (Ju) sobreyace mediante una falla
inversa a la Formación Carlos Francisco (CF), un sistema de fallas transcurrentes a lo largo de la cual se
intruyen diversos cuerpos dacíticos (DA).
C) Afloramientos del Grupo Calipuy afectado por una falla fuera de secuencia (back thrust), cerro Araro en
la parte alta del valle de Huaral, vista al sur.
D) Falla inversa ciega que afecta a secuencias volcanoclásticos de la Formación Colqui y genera un pliegue
por propagación de falla, al este de Lachaqui.
E) Vista de la margen derecha de quebrada. Huallapampa al sur de Matucana, donde la falla inversa que
afecta a secuencias de lavas del Grupo Rímac, pliega ligeramente a las tobas de la Formación Huarochirí
además esta es aprovechada por un dique feeder de un cuerpo traquiandesitico.
Evidencias de tectónica transpresiva
42
Mamani & Jacay / Incasciences 1 (2): 34 - 44, 2023
43
Conclusiones
A partir de los trabajos de cartografiado y Cobbing, J (1973). Geología de los cuadrángulos
observaciones estructurales en esta región
de Barranca, Ámbar, Oyón, Huacho, Huaral
del Perú central, se evidencia que los niveles
y Canta. Boletín INGEMMET. Serie A-26:
de despegue son las unidades incompetentes
Carta Geológica Nacional, 172p.
(Oyón, Pariatambo y Celendín), las cuales
invierten las sucesiones estratigráficas desde DeCelles P.G., Zandt G., Beck S.L., Currie
la base del Cretácico, estructurándolo en un
C.A., Ducea M.N., Kapp P., Gehrels G.E.,
sistema de plegamiento de vergencia al este.
Carrapa B., Quade J. & Schoenbohm L.M.
(2015). Cyclical orogenic processes in the
Los anticlinales y sinclinales que se presentan
Cenozoic central Andes. The Geological
con un plano axial vertical y la presencia de una
Society of America Memoir 212, p: 459-490.
foliación y esquistosidad tectónica asociada a
las fallas son manifestaciones relacionadas con Drozdzewski G. & Mon R. (1999). Oppositelylos frentes de inversión tectónica.
verging thrusting structures in the North
Argentine Andes compared with the German
El conjunto de estructuras tectónicas, como
Variscides. Acta Geologica Hispanica, v. 34,
el rumbo casi recto del trazo de las fallas
nº 2-3, p. 185-196.
inversas en superficie, los planos axiales de los
pliegues verticales y la presencia de estructuras Farías M., Charrier R., Comte D., Martinod J.,
compresivas con vergencia al este y al oeste, nos
& Gérard Hérail G. (2005). Late Cenozoic
sugieren la existencia de un sistema transpresivo
deformation and uplift of the western
para la Cordillera Occidental.
flank of the Altiplano: Evidence from the
depositional, tectonic, and geomorphologic
El desarrollo de estratos de crecimiento en
evolution and shallow seismic activity
unidades superiores no es simplemente una
(northern Chile at 19°30’ S). Tectonics, Vol.
manifestación de una tectónica distensiva o
24, TC4001, DOI: 10.1029/2004TC001667.
transtensiva, sino que requerirá futuros estudios
para su resolución.
Harrison, J. (1960). Structural doubts about the
Andes of Peru. Internat. Geol. Congr., 21st
Referencias
Sess., Proc., pt. 18, p. 7-13.
Ángeles, C. (1987). Les chevauchements de la
Cordillère Occidentale par 12°15’ (Andes du Lebinson F., Turienzo M., Sánchez N.,
Pérou Central). These 3° cycle Univ.S.T.L.,
Cristallini E., Araujo V. & Dimieri L.
Montpellier, 184 p.
(2020). Kinematics of a backthrust system
in the Agrio fold and thrust belt, Argentina:
Carrera N., Muñoz J.A., Sabat F., R. Mon
Insights from structural analysis and
R.& Roca E. (2006). The role of inversion
analogue models. Journal of South American
tectonics in the structure of the Cordillera
Earth Sciences. 100, 7-4, p: 1-18.
Oriental (NW Argentinean Andes). Journal
of Structural Geology 28 1921-1932.
Evidencias de tectónica transpresiva
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Megard, F. (1984). The andean orogenic period Victor, P.; Oncken, O.& Glodny, J. (2004).
and its major structures in central and
Uplift of the western Altiplano plateau:
northerh Peru. Journal of the Geological
Evidence from the Precordillera between
Society, London, 141: 893-900.
20° and 21°S (northern Chile). Tectonics,
23: TC400. DOI: 10.1029/2003TC001519.
Muñoz, N., & R. Charrier (1996). Uplift of
the western border of the Altiplano on a Wilson, J. (1963). Cretaceous stratigraphy of
west-vergent thrust system, northern Chile.
central Andes of Peru. American Association of
Journal of South American Earth Sciences,
Petroleum Geologists Bulletin., V. 47, p. 1-34.
9, 171 – 181.
Zimmernink, W. (1985). Geology and
Muñoz, N., & Sepúlveda P. (1992). Estructuras
mineralogy of Felicidad and Santander:
compresivas con vergencia al oeste en el
two Peruvian skarn-type deposits in
borde oriental de la Depresión Central, norte
Cretaceous (sedimentary) host rock (with
de Chile (19°15’S). Revista Geológica de
a case study of various garnet types).
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Romani, M. (1982). Géologie de la région
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minière Uchucchacua Hacienda Otuto,
Pérou. Thèse 3eme cycle, Grenoble, 176 pp.
Salazar, H. (1983). Geología de los
cuadrángulos de Matucana y Huarochirí.
Boletín INGEMMET, N° 36, Serie A: Carta
Geológica Nacional, 71p.
Szekely, T. (1967). Geology near Huallacocha
lakes, central high Andes, Peru. American
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Szekely, T. (1969). Structural geology, Cochas
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FERO: Finding extreme relativistic objects. I. Statistics of relativistic Fe K<SUB>alpha</SUB> lines in radio-quiet Type 1 AGN
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FERO: Finding extreme relativistic objects. I. Statistics
of relativistic Fe Kalpha lines in radio-quiet Type 1 AGN
I. de La Calle Pérez, A. L. Longinotti, M. Guainazzi, S. Bianchi, M. Dovciak,
M. Cappi, G. Matt, G. Miniutti, P. O. Petrucci, E. Piconcelli, et al.
To cite this version:
I. de La Calle Pérez, A. L. Longinotti, M. Guainazzi, S. Bianchi, M. Dovciak, et al.. FERO: Finding
extreme relativistic objects. I. Statistics of relativistic Fe Kalpha lines in radio-quiet Type 1 AGN.
Astronomy and Astrophysics - A&A, 2010, 524, pp.A50. �hal-00632016�
HAL Id: hal-00632016
https://hal.science/hal-00632016
Submitted on 30 Nov 2021
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Astronomy
&
Astrophysics
A&A 524, A50 (2010)
DOI: 10.1051/0004-6361/200913798
c ESO 2010
FERO: Finding extreme relativistic objects
I. Statistics of relativistic Fe Kα lines in radio-quiet Type 1 AGN
I. de la Calle Pérez1 , A. L. Longinotti2,1 , M. Guainazzi1 , S. Bianchi3 , M. Dovčiak4 , M. Cappi11 , G. Matt3 , G. Miniutti5 ,
P. O. Petrucci6 , E. Piconcelli7 , G. Ponti8,9 , D. Porquet10 , and M. Santos-Lleó1
1
2
3
4
5
6
7
8
9
10
11
European Space Astronomy Centre of ESA, Apartado 50727, 28080 Madrid, Spain
e-mail: icalle@sciops.esa.int
MIT Kavli Institute for Astrophysics and Space Research, Cambridge, USA
Dipartimento di Fisica, Università degli Studi Roma Tre, via della Vasca Navale 84, 00146 Roma, Italy
Astronomical Institute AS CR, Boční II 1401/1a, 14131 Praha 4, Czech Republic
Centro de Astrobiología (CSIC-INTA); LAEFF, PO Box 78, Villanueva de la Cañada, Madrid 28691, Spain
Laboratoire d’Astrophysique, UMR5571 Université J. Fourier/CNRS, Observatoire de Grenoble BP53, 38041 Grenoble Cedex 9,
France
Osservatorio Astronomico di Roma, via Frascati 33, 00040 Monteporzio Catone, Italy
School of Physics and Astronomy, University of Southampton, Highfield, Southampton SO17 1BJ, UK
APC, Université Paris 7 Denis Diderot, 75205 Paris, France
Observatoire Astronomique de Strasbourg, Université Louis-Pasteur, CNRS, INSU, 11 rue de l’Université, 67000 Strasbourg,
France
INAF-IASF Bologna, via Gobetti 101, 40129 Bologna, Italy
Received 30 November 2009 / Accepted 27 July 2010
ABSTRACT
Context. Accretion models predict that fluorescence lines broadened by relativistic effects should arise from reflection of X-ray
emission onto the inner region of the accretion disc surrounding the central black hole of active galactic nuclei (AGN). The theory
behind the origin of relativistic lines is well established, and observational evidence from a moderate number of sources seems to
support the existence of these lines.
Aims. The aim of this work is to establish the fraction of AGN with relativistic Fe Kα lines, and study possible correlations with
source physical properties.
Methods. An XMM-Newton collection of 149 radio-quiet Type 1 AGN has been systematically and uniformly analysed in order to
search for evidence of a relativistically broadened Fe Kα line. To enable statistical studies, an almost complete, flux-limited subsample
of 31 sources has been defined by selecting the FERO sources observed by the RXTE all-sky Slew Survey with a count rate in the 3–
8 keV energy band greater than 1 cts/sec. The 2–10 keV spectra of the FERO sources where compared with a complex model including
most of the physical components observed in the X-ray spectra of Seyfert galaxies: a power law primary continuum modified by nonrelativistic Compton reflection and warm absorption, plus a series of narrow Fe line reflection features.
Results. The observed fraction of sources in the flux-limited sample that show strong evidence of a relativistic Fe Kα line is 36%.
This number can be interpreted as a lower limit to the fraction of sources that present a relativistic broad Fe Kα line in the wider AGN
population. The average line equivalent width (EW) is of the order of 100 eV. The outcome of the fit yields an average disc inclination
angle of 28 ± 5◦ and an average power-law index of the radial disc emissivity law of 2.4 ± 0.4. The spin value is well constrained only
in 2 cases (MCG-6-30-15 and MRK 509); in the rest of the cases, whenever a constraint can be placed, it always implies the rejection
of the static black hole solution. The Fe Kα line EW does not correlate with disc parameters or with system physical properties, such
as black hole mass, accretion rate, and hard X-ray luminosity.
Key words. quasars: emission lines – galaxies: nuclei – galaxies: active – X-ray: galaxies
1. Introduction
The standard scenario for the X-ray emission in active galactic nuclei (AGN) assumes that the observed X-ray power-law
continuum originates in the inner regions of the AGN closest to
the central super-massive back hole, via inverse Compton scattering of soft-energy photons in a corona of relativistic electrons located somewhere above the accretion disc (e.g. Haardt &
Maraschi 1993). The X-ray illumination of optically thick cold
matter, such as the molecular torus and/or the accretion disc,
gives rise to a Compton reflection spectral component containing
Appendices are only available in electronic form at
http://www.aanda.org
a series of fluorescent lines from Kα transitions in metal atoms
(e.g. George & Fabian 1991). From a combination of fluorescence yield (proportional to the fourth power of the atomic number) and cosmic abundance, the most prominent is the Kα line
emitted by neutral iron at 6.4 keV.
When the Compton reflection originates in distant material like the molecular torus envisaged in unification models
(Antonucci 1993), the profile of the Fe Kα emission line is narrow and unresolved by present X-ray detectors. In contrast, the
reflection component originating in the inner accretion disc is affected by the black hole’s strong gravitational field, which modifies the line profile. The numerous studies of the effect of gravity
on the narrow emission line all agree by describing the resulting
Article published by EDP Sciences
Page 1 of 22
A&A 524, A50 (2010)
relativistic profile as skewed and asymmetric because of a combination of kinematic and relativistic effects (e.g. Fabian et al.
2000), with a red wing extending towards low X-ray energies
due to gravitational redshift and transverse Doppler redshift (e.g.
Fabian et al. 1989).
Since relativistic lines originate within a few gravitational
radii from the central object, the study of their shape and intensity may represent a potential probe of the physical processes
taking place in the innermost regions of the AGN. The line profile is in fact very sensitive to the accretion disc properties, such
as the radial extension and dependence of the line emissivity, the
ionisation state of the material, the observer’s inclination angle
relative to the disc axis, and the spin of the black hole (for a
review see Reynolds & Nowak 2003; Fabian & Miniutti 2009;
Matt 2006, and references therein).
The first unambiguous observational evidence of relativistic
Fe Kα lines in the X-ray spectra of AGN was found in the spectrum of MCG-6-30-15 obtained by the ASCA satellite (Tanaka
et al. 1995) and lately, in several other Seyfert Galaxies (Nandra
et al. 1997) to the point where the broad line was considered
a common feature of AGN. Nevertheless, the presence of relativistic broad Fe Kα lines is nowadays more controversial than
ever since only a handful of sources seem to possess a truly relativistically broadened Fe Kα line, e.g. MCG-6-30-15 (Fabian
et al. 2002) or NGC 3516 (Markowitz et al. 2008). When studies
based on sizable samples of sources are considered, the average
fraction of sources with relativistic broad Fe Kα lines is never
higher than 40% (Porquet et al. 2004; Jiménez-Bailón et al.
2005; Guainazzi et al. 2006; Nandra et al. 2007).
In the past decade the advent of Chandra, XMM-Newton and
Suzaku has undoubtedly provided deeper knowledge and more
thorough understanding of AGN X-ray spectral properties by
means of superior spectral resolution and higher throughput. For
instance, it has been confirmed that about half of quasars and
Seyfert galaxies show the so-called warm absorbers, i.e., ionised
material outflowing along the line of sight, which is revealed as
a series of absorption features imprinted mainly in the soft X-ray
spectral band (Piconcelli et al. 2005; Blustin et al. 2005, and references therein). Emission lines from highly ionised atoms, including iron, can also be observed (see Bianchi et al. 2005). The
presence of this absorbing/emitting gas may introduce further
complexities into the Fe K band: it has been shown that warm
absorbers with sufficiently high column density and ionisation
state may distort the continuum underlying the iron line, mimicking a relativistic broad red wing (e.g. NGC 3783, Reeves et al.
2004, and MCG-6-30-15, Miller et al. 2008; see also Turner &
Miller 2009 for a review). Also, a blend of emission lines from
helium and hydrogen-like iron at 6.7–6.97 keV can be mistaken
for a broad disk line observed at high inclination (NGC 7314,
Yaqoob et al. 2003, and MRK 590, Longinotti et al. 2007). While
the latter scenario is fully taken into account in our baseline
model, only a simple parameterization of the warm absorber was
adopted, because an unknown number of a priori absorbing systems do not allow a systematic analysis to be performed (see
Sect. 3.3 for details).
The FERO (finding extreme relativistic objects) project is
part of a wider investigation on AGN carried out on archival
XMM-Newton data (see Sect. 2). It was designed to address two
fundamental questions on the relativistic broad Fe Kα line:
i) how common is relativistic broadening in AGN, and
ii) does the presence of a broad line depend on other source’s
physical properties ?
Page 2 of 22
To try to answer these questions, all the sources in our sample were fitted with one and the same model, which includes
all absorption and emission components known to be potentially
present in AGN (see Sect. 3.3) and able to affect the emission in
the iron K band.
This paper reports the results of the spectral analysis on
the individual sources of the sample. A companion paper
(Longinotti et al., in prep.) is devoted to the analysis of stacked
spectra. The structure of this paper is as follows. Section 2 describes the selection of the sample. Section 3 describes the analysis procedure, including the spectral analysis and the spectral
model used to describe our data. Section 4 summarizes our results to be discussed in Sect. 5. Section 6 closes the paper with
the conclusions drawn from the study presented here.
2. The sample
The FERO AGN collection proceeds from the CAIXA catalogue of AGN recently published by Bianchi et al. (2009a,b).
CAIXA is the largest catalogue of high signal-to-noise X-ray
spectra of AGN which consists of all the radio-quiet X-ray unobscured (NH < 2 × 1022 cm−2 ) AGN observed by XMM-Newton
in targeted observations, whose data are public as of March
2007. The sample, through a complete and homogeneous spectral analysis, is characterized in terms of the parameters adopted
by the best-fit models. CAIXA includes a total of 77 quasars
and 79 Seyfert galaxies. The redshift distribution spans from
z = 0.002 to z = 4.520 (almost 90% within z < 1) and the
distribution of the hard X-ray luminosities covers a range between L2−10 keV = 2.0 × 1041−3.9 × 1046 erg s−1 . Since the source
selection criteria used in this work are by large the same described there, the reader is deferred to these works for more details. Here, those general aspects that are more relevant to the
relativistic line analysis carried out in this work are recalled.
2.1. The FERO AGN collection
The starting sample consisted of 161 radio-quiet X-ray unobscured sources targeted by XMM-Newton with public data up
to April 2008. Only sources with local column density from
cold gas lower than NH ≤ 2 × 1022 cm−2 are included in the
sample to avoid heavily absorbed spectra in the 2 to 10 keV
spectral region. With respect to CAIXA (which sums up 156
sources), the following 5 AGNs were added: ESO 511-G030,
IRAS 05078+1626, MRK 704, NGC 3227, NGC 526A. The first
three sources were specifically proposed and granted in the
XMM-Newton AO6 for the purpose of the FERO project; the
other two objects became publicly available in the data archive
during the development of the FERO analysis. NGC 4151 fullfills the required conditions to be in our sample, but it was
excluded (both from FERO and CAIXA) based on its complex X-ray spectra and extreme spectral variability attributed
to several absorbing systems (Puccetti et al. 2007). Based on a
signal-to-noise criterion, as reasoned in Sect. 3.2, 12 sources are
dropped from the starting sample, leaving what constitutes the
FERO sample with a total of 149 sources.
Out of the 149 sources, 67 are classified as quasars (RQQs)
and 82 classified as Seyfert 1s (Sy) according to the value of the
absolute optical magnitude MB (QSO MB < −23; Sy MB > −23)
as defined in the Véron-Cetty and Véron catalogue 2006 (VéronCetty & Véron 2006). Radio Loud objects are excluded from the
sample according to the value of the radio-loudness parameter
(R; Stocke et al. 1992). For QSO the condition log(R) > 1 is applied to reject a source, while in the case of Seyferts, in addition
I. de la Calle Pérez et al.: Statistics of relativistic Fe Kα lines in Type 1 AGN
to log(R) > 2.4, sources are also excluded if log(RX ) > −2.755
(Panessa et al. 2007), where RX is the X-ray radio-loudness parameter (Terashima & Wilson 2003) (see Bianchi et al. 2009a for
details). No redshift restriction has been imposed in our sample,
which contains mostly local sources with 90% of the sources
at a redshift ≤0.5 and 60% at a redshift ≤0.1. A distinction
has been made between Broad Line (BL; 40% of full sample)
and Narrow Line (NL; 20% of full sample) sources, using as
threshold the value of the Full Width Half Maximum (FWHM)
of the Hβ line whenever available (65% of the sources in our
sample): Hβ ≥ 2000 km s−1 for BL and Hβ < 2000 km s−1 for
NL (Osterbrock & Pogge 1987). This distinction between NL
and BL refers only to this standard limit on Hβ , while no optical Type 2 objects are present in the sample. When needed, and
not derived in this work, source properties are extracted from the
CAIXA catalogue.
2.2. The Flux-limited sample
The selection criteria with which CAIXA and FERO were assembled do not provide a complete sample in the sense that the
sources are not selected according to a physical property: the
main point of the FERO project is to include as many objects
as possible and this of course depends predominantly on the
availability of public observations. Because of the nature of the
FERO project, one of the fundamental requirements was to identify a complete, unbiased subsample of sources with high signal
to noise in order to derive meaningful constraints on the properties of the (unknown) parent population of local radio-quiet
AGN. Hence, sources from the RXTE all-sky Slew Survey (XSS,
Revnivtsev et al. 2004) having a count rate in the 3–8 keV energy
band greater than 1 cts/sec and fulfilling the FERO source selection criteria were identified. This defines a flux-limited sample of
33 sources. The XSS is nearly 80% complete at the selected flux
level for sources with Galactic latitude greater than 10◦ . For two
of them, UGC 10683 and ESO 0141-G055, no XMM-Newton
data were available as of April 2008. This leaves the number of
XSS-selected bright sources in the FERO sample to 31 (listed
in Table A.1 in Appendix A). Throughout the paper, these 31
sources will be referred to as the flux-limited sample.
3. Analysis
The data corresponding to the 149 observations have been uniformly analysed using SASv6.5 (Gabriel et al. 2004) and the
latest calibration files available. Event lists were obtained for the
EPIC-pn camera following standard SAS data reduction procedures. Due to its larger effective area, only EPIC-pn (Strüder
et al. 2001) data has been considered in this work. The filtering
of event lists for periods of high background activity was performed by maximizing the source signal to noise as in Piconcelli
et al. (2004). The typical source extraction regions are circular
and of the order of 50 in radii for small window mode, while
for full frame and large window modes, the source extraction
regions range from 20 to 40 in radii. Background spectra were
extracted from circular source-free regions, except for observations taken in small window mode where blank-field event lists
were used as described in Read & Ponman (2003), of a 50 in
radii and close to the target. Spectra affected by a pileup larger
than 1% were rejected. Full details of the data reduction and
spectra accumulation are reported in Bianchi et al. (2009a).
3.1. XMM-Newton observations
The data of the observations presented here were public as of
April 2008. All the observations are target observations with
exposure times ranging between 1 ks and 400 ks, with 90% of
the observations below 100 ks.
3.1.1. Multiple observations
When multiple observations of the same source were available,
the individual spectra were combined and treated, for all purposes, as a single observation. The FTOOLS tasks mathpha,
adrmf, and addarf were used correspondingly to sum the source
and background counts spectra and the response matrix and ancillary files, using the exposure times of the individual observations to be summed as weights in these last two cases. However,
spectra were only combined if the observations were taken with
the same observing mode and if the source was in similar flux
state, i.e., if the total flux and power-law spectral index in the
2–10 keV energy band were consistent within the statistical errors. If these criteria were not met, then the observation with the
longest exposure time was chosen to prevent introducing sourcerelated bias in the selection. This procedure ensures that mixing
different observations from a given source does not affect the
results derived from our data set.
A total of 22 sources in our sample have multiple observations. Table 1 lists on a source-by-source basis XMM-Newton
observation IDs that have been combined. For completeness,
Table B.1 in Appendix B lists those sources for which multiple
observations are available, but only one was considered; so no
spectra were combined. This approach is different from the one
taken in CAIXA, where for sources with multiple observations,
the one with the longest exposure was selected systematically as
independent of the flux state. The importance of achieving high
signal-to-noise spectra for the FERO project, meant that it was
preferred to co-add multiple observations of the same source,
when available.
3.2. Spectral analysis
The time-averaged spectra were re-binned in order not to oversample the intrinsic energy resolution of the EPIC-pn camera
(150 eV at 6 keV) by a factor larger than 3, while making
sure that each spectral channel contains at least 25 backgroundsubtracted counts to ensure the applicability of the χ2 goodnessof-fit test. Fits were performed in the 2–10 keV energy range.
To ensure good quality spectral fits, only those source spectra
with at least 17 d.o.f. in this energy range were considered in the
analysis. (12 out of the 161 sources in the initial sample did not
meet this criterion.) For the spectral analysis and fitting, XSPEC
v12.3.0 (Arnaud 1996) was used. Throughout the analysis, solar
abundances were assumed after Anders & Ebihara (1982).
3.3. Spectral model
All spectra were fitted with the following baseline model:
e−σNH · W(Γ, NHi , ξ) · A[E −Γ + C(Γ, R) +
5
Gi + Ky(θ, β, a)] (1)
i=1
where the different model components are
• Galactic absorption (e−σNH ), where NH was fixed to the
galactic column density and σ is the photoelectric cross section of the process according to Morrison & McCammon
(1983);
• Power law (N(E) ∝ E−Γ ), where Γ is the photon index of the
primary power-law X-ray source spectrum;
Page 3 of 22
A&A 524, A50 (2010)
Table 1. List of sources within the FERO sample where multiple observations are available.
Source
name
PG 1440+356
AKN 564
MCG-6-30-15
NGC 5548
MRK 876
ESO15-IG011
MCG-01-13-025
NGC 3516
REJ2248-511
H0557-385
TONS 180
NGC 7469
NGC 3783
List of
XMM-Newton
observation
IDs combined
Observation
date
0005010101
0005010201
0005010301
0107660201
0006810101
0006810301
0206400101
0029740101
0029740701
0029740801
0111570101
0111570201
0089960301
0109960101
0089960401
0102040601
0102041301
0103861701
0103862001
0103863001
0103861401
0107460601
0107460701
0109070401
0109070601
0109130501
0109131001
0110890401
0110890701
0112170101
0112170301
0207090101
0207090201
0112210101
0112210201
0112210501
2003-01-01
2003-01-04
2003-01-07
2001-12-23
2000-06-17
2001-06-09
2005-01-05
2001-07-31
2001-08-02
2001-08-04
2000-07-11
2000-07-11
2001-07-09
2000-12-24
2001-07-12
2001-04-13
2001-08-29
2000-09-29
2001-10-31
2002-08-28
2000-08-30
2001-04-10
2001-11-09
2000-10-26
2001-10-31
2002-04-03
2002-09-17
2000-12-14
2002-06-30
2000-12-26
2000-12-26
2004-11-30
2004-12-03
2000-12-28
2001-12-17
2001-12-19
Observation
exposure
time
(ks)
17.2
10.6
18.1
24.2
7.4
7.5
69.2
55.8
85.7
86.8
28.8
37.9
58.7
16.0
19.8
2.6
2.4
5.0
4.5
4.3
1.5
64.3
88.7
10.1
9.8
4.0
6.5
20.3
12.6
12.3
16.1
59.2
55.0
26.1
51.2
93.2
Source
name
1H0419-577
PG1115+080
IRAS17020+4544
MRK 507
MRK 279
MRK 766
SDSSJ135724.51+652505.9
LBQS1228+1116
MRK 509
List of
XMM-Newton
observation
IDs combined
Observation
date
0148000401
0148000501
0148000601
0148000201
0148000301
0148000701
0112600401
0203560201
0203560401
0082340101
0206860101
0206860201
0300910401
0300910701
0302480401
0302480501
0302480601
0109141301
0304030301
0304030401
0304030501
0304030601
0304030701
0096020101
0304030101
0305920301
0305920601
0306630101
0306630201
0306090201
0306090301
0306090401
0130720201
0130720101
2003-03-30
2003-06-25
2003-09-16
2002-09-25
2002-12-27
2003-11-15
2000-12-04
2004-06-10
2004-06-26
2001-11-25
2004-08-30
2004-09-05
2005-06-17
2005-09-01
2005-11-15
2005-11-17
2005-11-19
2001-05-20
2005-05-25
2005-05-27
2005-05-29
2005-05-31
2005-06-03
2000-05-20
2005-05-23
2005-04-04
2005-06-23
2005-12-13
2005-12-17
2005-10-18
2005-10-20
2006-04-25
2001-04-20
2000-10-25
Observation
exposure
time
(ks)
11.1
10.7
11.3
11.8
7.6
1.1
5.7
65.5
71.2
53.8
13.4
12.3
15.8
11.4
41.4
40.7
22.8
89.6
68.9
65.8
64.9
63.1
20.4
25.7
66.2
21.1
12.0
60.4
83.2
59.8
32.4
48.6
27.8
20.7
Notes. Multiple observations were combined where available and treated, for all purposes, as a single observation. Observation IDs in bold
correspond to those observations that were combined, while observation IDs not marked in bold were discarded.
• Compton reflection from neutral material (C(Γ, R)), where R
is the reflection factor as compared to material emitting over
2π in solid angle (see however Murphy & Yaqoob 2009 for
some caveats about this interpretation). The high-energy cutoff of the primary spectrum was fixed to 100 keV. The viewing angle of the reflecting material was fixed to 18◦ , while
the reflection normalization (R) was left free during the fitting procedure. The model used was the XSPEC PEXRAV
component (Magdziarz & Zdziarski 1995);
• Ionised absorption (W(Γ, NHi , ξ)) from warm gas in the local AGN environment was introduced through the XSPEC
model ABSORI. Although more accurate and complex models exist for warm absorption, they would overfit the lowerquality data in our sample when uniformly applied to the
whole sample. Both the intrinsic column density (NHi ) and
ionisation parameter (ξ) were left free during the fitting procedure, while the continuum slope (Γ) was tied to the photon index of the primary power-law continuum. The temperature of the absorber was fixed to 2×105 K (∼17 eV),
Page 4 of 22
representative of the temperature found in warm absorbers
(see e.g. Krongold et al. 2007);
• Narrow lines (Gi ): 4 zero-width Gaussian lines were included with centroid energies fixed at 6.4 keV (neutral
Fe I Kα ), 6.7 keV (ionised Fe XXV), 6.96 keV (ionised
Fe XXVI), and 7.06 keV (neutral Fe I Kβ ). The normalization of the Fe I Kβ line was limited to less than 16% that of
the Fe I Kα line flux (Molendi et al. 2003). The two ionised
lines were included in the baseline model as several studies
show that they represent an important spectral component in
AGN. Among the possible physical interpretations of these
features are an origin in the accretion disc (e.g. Reeves et al.
2001; Pounds et al. 2001; Miller et al. 2007) or produced
in photoionised circumnuclear matter (e.g. Bianchi & Matt
2002; Bianchi et al. 2005);
• Fe I 6.4 keV Compton shoulder (Gi ). The Fe I Kα Compton
shoulder of the narrow component of the Fe I fluorescent
line was considered by using a Gaussian line at 6.3 keV, with
0.05 keV as the fixed width and free normalization allowed
I. de la Calle Pérez et al.: Statistics of relativistic Fe Kα lines in Type 1 AGN
to be no more than ∼20% that of the 6.4 keV Fe I Kα line,
following Matt (2002);
• Relativistic line (Ky(θ, β, a), Kyrline model). To model the
effect of the strong gravitational field on the emission regions of the disc closest to the central black hole, the Ky
set of models within XSPEC was used (Dovčiak et al. 2004).
The model considers accretion disc emission around a rotating black hole with a given spin, a. In contrast to models
such as diskline or laor, Kyrline allows the spin to be fitted as a free parameter. For the line emission, a fixed centroid energy of 6.4 keV (in the rest frame of the source), is
assumed, while the emission between the innermost stable
orbit and 400 gravitational radii is integrated, keeping these
limits fixed during the fitting procedure. The radial dependence of the disc emission is modelled with a power law
of index β (∝ r−β ), while Laor’s limb darkening law was
adopted to characterize the angular dependence. Here, the
radial disc emissivity is referred to as β. The disc inclination angle (θ), β, and a are free parameters during the fitting
procedure.
In summary, the model that was uniformly fitted to our data consists of 9 components with a total of 14 free independently-fitted
parameters. For those cases in which the value of the FWHM of
the Hβ line is available, the model has 15 free parameters (see
Sect. 3.3.1). The fitting procedure was carried out over different
steps. First, the power law with neutral reflection and absorption
were fitted to the data, followed by the addition of the narrow
line components one by one (in the order listed above). The last
model component added to the fit was the relativistic line. After
each addition of a new component, a fit was performed, and no
model component discarded regardless of the goodness-of-fit.
This implies that the χ2 values obtained from the fits correspond
to the best-fit given by this model. Its important to stress that no
attempt has been made as a whole or on a source-by-source basis
to find the best-fit model yielding the lowest possible χ2 value.
For reference, Table C.1 gives, for those sources belonging to
the flux-limited sample, the most relevant parameters of the best
fit for the model considered.
3.3.1. Limitations to model parameters
During the fitting procedure, some limitations are introduced for
the following parameters of the baseline model:
◦ The disc inclination angle in the Kyrline model was limited
to a maximum value of 60◦ . In the Seyfert unification scenario (Antonucci 1993), Type 1 objects are not expected to
have large viewing angles. It has been found that relaxing
the restriction on the inclination angle yields a number of
detections of broad and highly skewed lines with equivalent
widths of the order of 1 keV. This effect is simply because
in sources with poor statistics above 7 keV, the broad line
model fits the continuum, also reflected by required large
disc-inclination angles (>80◦).
◦ The disc emissivity in the Kyrline model was limited to a
maximum value of 6 given that steeper profiles are not expected, even taking strong general relativistic effects into account on the primary emission such as light bending (see
Miniutti & Fabian 2004).
◦ To possibly constrain the parameter space, limitations to the
spin parameter in the Kyrline model were tested. Three fitting runs were produced with black hole spin fixed to 0.998
(Kerr), fixed to 0 (Schwarzschild), and free to vary between
0 and 0.998. In the first two cases, no systematic difference
was found when comparing the results in terms of χ2 improvement, leading us to conclude that none of the two extreme spin values can be assumed a priori. Therefore, the
results presented are extracted from the run where the black
hole spin is left free to vary during the fitting procedure.
◦ The power-law index (Γ) and the reflection fraction (R) were
limited following the work by Dadina (2008) on a BeppoSAX
sample of Type 1 Seyfert galaxies. Given the distributions of
Γ and R derived by Dadina (2008), a limit of three times the
1σ standard deviation of the average values is chosen for Γ
and R (Γ ∈ [0.45:3.33]; R ∈ [0.:3.33]).
◦ When available in the literature, the value of the FWHM of
the optical Hβ line was used to set an upper limit to the width
of the narrow component of the 6.4 keV neutral Fe I Kα line,
leaving the width of the line free. This choice is consistent
with the possibility that for some sources, the Fe I Kα line
may be produced in the optical broad line region (see e.g.
Bianchi et al. 2008 and references therein). When the Hβ
FWHM was not available, the Fe I Kα line width was assumed to be unresolved (σ ≡ 0).
3.3.2. Test of spectral model components
During the process of selecting the baseline model, several tests
were performed with different model components. The most important ones are summarised below.
◦ To contemplate the hypothesis that the reprocessed AGN
continuum in Type 1 objects is made by contribution of both
torus and disc reflection, the presence of two reflection components at the same time was tested. The second PEXRAV
disc component was relativistically blurred using the convolution model kdblur, to take possible relativistic effects into
account. After close inspection of the contribution from each
physical system, it was concluded that the sensitivity band
of XMM-Newton does not allow disentangling the reflection
component from the torus from that of the disc. Since the
presence of torus reflection is very well supported observationally by the almost ubiquitous narrow Fe I Kα component
(Bianchi et al. 2004; Yaqoob & Padmanabhan 2004), only
this PEXRAV component has been included in our baseline
model.
◦ The effect of reflection from an ionised accretion disc was
tested by replacing the torus reflection with the model component PEXRIV (Magdziarz & Zdziarski 1995): Eq. (1) is
thus modified to include the disc ionisation parameter ξ in
the function C(Γ, R), which is left free during the fitting procedure. The centroid energy in the Kyrline model was consistently set to 6.7 keV. The results from this test are discussed
in Sects. 4 and 5.
4. Results
The EW of the Kyrline component was used as a proxy for establishing significant detections of relativistic Fe I Kα lines in
the sample. The line EW is defined in this work as the ratio of
the flux of the Kyrline component to the flux of the continuum,
as defined in Sect. 3.3, integrated over the energy range between
±5% around the line rest-frame energy (6.4 keV). The error in
the normalization of the Kyrline component is used to estimate
the uncertainty in the corresponding line EW. The threshold for
significant detections is set to 5σ confidence level (c.l.). This
is a somewhat more conservative approach than normally taken
when reporting relativistic line detections in individual objects,
Page 5 of 22
A&A 524, A50 (2010)
Fig. 1. Equivalent width of the relativistic broad
6.4 keV Fe Kα line vs. hard X-ray counts (2–
10 keV) for the FERO sources. Filled circles
indicate line detections at ≥5σ confidence level
(where error bars indicate the 90% confidence
level intervals), while filled squares indicate
line upper limits at the 90% confidence level.
White stars indicate sources belonging to the
flux-limited sample (see Sect. 2.2, for details).
but it has to be kept in mind that the FERO project is a statistical study of a large sample that includes spectra of very different
levels of statistical quality. For those sources with no significant
line detection, the upper limits to the line EW at the 90% c.l. are
provided. In the following, errors, upper and lower limits, on the
relevant parameters are given at the 90% c.l. for one interesting
parameter (Δχ2 = 2.71).
4.1. Sources with detected broad Fe lines.
Figure 1 shows the EW of the broad Fe Kα line at 6.4 keV as
a function of source counts in the 2–10 keV band. This plot
shows two things. First, significant broad Fe Kα line detections
are concentrated in the portion of the plot dominated by spectra
5
with good statistical quality (roughly with >
∼1.5×10 hard X-ray
counts). Second, overall, the distribution of line EW upper limits
versus hard X-ray counts follows the expected trend; i.e., in the
absence of a significant broad line,
√ the sensitivity (the ability to
detect a broad line) goes as (1/ (cts2−10 keV ). The dispersion of
EW upper limits around this direction, for a given range of hard
X-ray counts, could be explained in terms of scattering of the
model parameters.
Table 2 provides the detailed list of the significant relativistic broad Fe Kα line detections with the best-fit parameters of
the Kyrline model. From now on, this table is referred to as the
list of detected relativistic Fe Kα lines in the FERO sample. In
the fitting procedure, relativistic effects from neutral and ionised
reflection were tested as explained in Sect. 3.3.2. The test for
a neutral Fe Kα broad line yields in total 11 significant detections at ≥5σ c.l.. The fit with the model with an ionised Fe Kα
line yields a detection in all the 11 sources, except IC4329A,
1H0707-495, and MCG-5-23-16, which only provide detection
in the neutral case. In the 8 sources where a relativistic broad
Fe Kα line is equally detected by means of neutral and ionised
Page 6 of 22
reflection models, the best-fit models were carefully examined
and the model with the lowest χ2 preferred. MRK 509 is the
only source for which the ionised reflection provides a significant better-fit statistic (with the probability of the improvement
being by chance of 2.2 × 10−7 ). MRK 766 and ARK 120 on
the contrary, show significant broad Fe lines only in the ionised
case. At the end, neutral and ionised runs were merged, which
yields 13 sources with strong evidence of a broad Fe line. Last,
it is worth pointing out that the only source where a relativistic broad Fe Kα line is claimed for the first time in this work is
ESO511-G030, with an EW of 57+30
−11 eV.
Two sources, PG1211+143 and 1H0707-495, are characterised by extremely high EW of the Fe Kα line (Figure 1, see
also Table 2). The data included in our sample for both sources
have similar spectral shapes, showing deep spectral features at
∼7 keV and spectral curvature in the Fe energy band. Pounds
et al. (2003a) argue that PG1211+143 presents a high column
density (5 × 1023 cm−2 ) of highly ionised matter along the line
of sight partially covering the central hard X-ray source and
that the apparent presence of a relativistic Fe Kα emission line
could be an artifact of absorption. However, the relativistic broad
line interpretation is not discarded, and the same authors find
that a broad line with a large EW, of the order of 600–900 eV,
and a combination of absorption features, provide a good interpretation of the data. This value of the Fe Kα line EW is in
good agreement with the value found in this work (635+341
−247 eV).
Nevertheless, whether there is a relativistically broadened Fe Kα
line in this source is debatable, as new results from a more recent analysis on data from 2007 indicate (Pounds et al. 2009).
1H0707-495 also shows a prominent flux drop around 7 keV,
which can be modelled with an absorption edge assuming large
Fe overabundance (Gallo et al. 2004). Fabian et al. (2004) interpret the drop around 7 keV in terms of relativistically blurred
ionised reflection from the accretion disc, and derive an EW for
I. de la Calle Pérez et al.: Statistics of relativistic Fe Kα lines in Type 1 AGN
Table 2. Sources within the FERO sample where a relativistic Fe Kα line is detected with a significance ≥5σ.
Source
Type(1)
keV
L2−10
X
(1042 erg s−1 )
Cts2−10 keV
(105 cts)
EW
(eV)
θ
(◦ )
a
β
χ2 /d.o.f.
IC 4329A
MCG-5-23-16
ESO511-G030
MCG-6-30-15
NGC 4051
NGC 3516
NGC 3783
NGC 3227
MRK 509 (*)
MRK 766 (*)
ARK 120 (*)
1H0707-495
PG 1211+143
BLSY
NCSY
NCSY
BLSY
NLSY
BLSY
BLSY
BLSY
BLQ
NLSY
BLSY
NLSY
NLQ
56.4
14.2
22.4
5.4
0.3
3.6
11.4
1.2
103.5
6.1
90.5
46.8
49.4
9.123 ± 0.009
8.853 ± 0.009
1.740 ± 0.004
13.927 ± 0.012
2.040 ± 0.004
2.810 ± 0.005
9.440 ± 0.010
3.541 ± 0.006
7.471 ± 0.009
7.816 ± 0.008
3.473 ± 0.006
0.110 ± 0.001
0.171 ± 0.001
39+14
−6
36+10
−6
57+30
−11
260+19
−18
260+56
−77
227+41
−78
88+11
−11
66+25
−11
170+26
−19
234+23
−49
140+31
−41
1775+511
−594
+341
635−247
28+6
−11
21+8
−3
18+7
−7
40+1
−3
22+6
−6
27+2
−3
<8
23+4
−4
53+1
−1
20+3
−2
>59
54+3
−3
52+4
−7
≥0.0
≥0.0
≥0.0
+0.01
0.86−0.02
>0.46
>0.48
>0.16
≥0.0
+0.03
0.78−0.04
>0.47
≥0.0
≥0.93
≥0.92
<1.3
<1.6
<1.1
+0.2
4.1−0.2
+0.3
2.9−0.4
+0.2
2.8−0.3
+0.1
2.7−0.2
+0.6
1.9−0.5
>3.8
+0.2
2.7−0.1
+0.6
2.2−0.3
+1.22
4.13−0.65
>4.37
238.1/161
271.4/162
198.2/161
227.6/161
198.8/162
223.1/161
304.5/161
230.9/162
277.3/158
300.3/160
212.3/158
107.6/116
160.7/139
References(2)
(1), (2), (3), (4)
(5), (6)
(7), (8), (9), (10)
(11), (12), (13)
(14), (15), (16)
(17), (18)
(19), (20)
(21), (22)
(23), (24)
(25)
(26), (27), (28)
(29), (30)
Notes. (*) 6.7 keV Kα line is preferred; * Sources for which there is a significant detection of a relativistic ionised 6.7 keV Kα line (see text for
details). The first 11 sources listed in the table belong to the flux-limited sample. θ, a, and β are the disc inclination angle with respect to the
observer, the black hole spin and disc emissivity, respectively, of the best-fit parameters of the Kyrline model. Except for the hard X-ray counts
where 1σ errors are given, errors in any given parameter are given at the 90% confidence level. Also, upper and lower limits in any relevant
paremeter are given at the 90% confidence level.
(1)
SY: Seyfert, Q: quasar, NL: narrow line, BL: broad line, NC: not classified. (2) References where evidence for a relativistic Fe Kα line for a
particular object is reported (references marked in bold) as well as those where alternative scenarios are provided. The list of references is not
meant to be complete.
References. (1) Done et al. (2000); (2) McKernan & Yaqoob (2004); (3) Steenbrugge et al. (2005); (4) Gondoin et al. (2001); (5) Reeves et al.
(2007); (6) Braito et al. (2007); (7) Wilms et al. (2001); (8) Fabian et al. (2002); (9) Vaughan & Fabian (2004); (10) Miller et al. (2008); (11) Ponti
et al. (2006); (12) Uttley et al. (2004); (13) Pounds et al. (2004); (14) Iwasawa et al. (2004); (15) Nandra et al. (1999); (16) Turner et al. (2008);
(17) Tombesi et al. (2007); (18) Reeves et al. (2004); (19) Markowitz et al. (2009); (20) Gondoin et al. (2003); (21) Ponti et al. (2009); (22) Page
et al. (2003); (23) Pounds et al. (2003b); (24) Miller et al. (2007); (25) Vaughan et al. (2004); (26) Fabian et al. (2009); (27) Fabian et al. (2004);
(28) Gallo et al. (2004); (29) Pounds et al. (2003a); (30) Pounds et al. (2009).
the broad Fe Kα line of 1800 eV, in agreement with the value
found in the FERO analysis (1775+511
−594 eV). Fabian et al. (2004)
proposed that the X-ray spectrum of this source is disc reflection
dominated, and as the high value of the line EW implies, high element abundances were required, in a similar way to absorptiondominated models (Gallo et al. 2004). Recently, Fabian et al.
(2009) have presented new timing-based arguments in favour of
the relativistic nature of the broad features in this source with the
simultaneous detection of broad Fe L and K lines1 . However,
Miller et al. (2010) has recently claimed that the Fabian et al.
(2009) interpretation of the timing properties of the source is not
unique and that solutions that do not invoke relativistic reprocessing might still be viable.
Figure 2 shows the ratios of the data to the continuum and
data to the best-fit model in the 2–10 keV energy range for
the sources with a relativistic 6.4 keV Fe Kα broad line detection. For MRK509, MRK766 and ARK120, the figures were
produced with the model including the ionised continuum and
6.7 keV Fe Kα line. The latter set of plots indicates how well the
baseline model used in this work describes the data. The deviation of the best-fit model and the data is limited below ∼10%
in the whole 2–10 keV energy range used for fitting, and below ∼5% if one excludes the last energy bins (>8 keV) with
poorer statistics. Despite the fact that by selection the sources in
FERO are unobscured (NH < 2 × 1022 cm−2 ) for two sources,
MCG-5-23-16 and IC4329A, a downturn in the ratio plot below 3 keV is noticeable and could indicate extra cold absorption, which in principle would not have been taken into account
1
We point out that the XMM-Newton spectra of 1H0707-495 included
in the FERO sample correspond to the ones used by Fabian et al. (2004)
and that Fabian et al. (2009) used a different dataset.
by our baseline model. However, for the particular case of these
two sources, it is believed that this downturn cannot be attributed
to extra cold absorption since the parameters derived from the
warm absorption model (ABSORI) used yield values compatible with those extracted from CAIXA (as seen in Table C.1),
22
−2
+0.04
22
−2
NH (z = 0) (1.20+0.13
−0.02 ) × 10 cm , and (0.33−0.02 ) × 10 cm
for MCG-5-23-16 and IC4329A, respectively, and in both cases,
compatible with neutral absorption (ξ < 0.02 erg cm−1 s−1 for
MCG-5-23-16 and ξ < 0.47 erg cm−1 s−1 for IC4329A). For
these two sources, any extra neutral absorption that is present
should have been taken into account by the model component
ABSORI. Table 2 lists in the last column the χ2 and corresponding number of degrees of freedom for those sources with evidence of a relativistic Fe Kα line.
4.2. Fraction of relativistic Fe lines
4.2.1. Detection fraction in FERO
The fraction of relativistic Fe lines detected in the FERO sample is 9% (13/149). Considering only the sources in the fluxlimited sample, the detection fraction rises to 36% (11/31).
These two numbers do not provide specific information on the
intrinsic fraction of AGN that have broad Fe lines. They are limited by FERO being made of spectra of disparate quality and
by the unavailability of a well-defined complete AGN sample.
Nevertheless, the observed detection fraction can be considered
as a lower limit for the intrinsic number of AGN that would show
a broad Fe line if, for example, all sources were observed with
the same signal-to-noise.
Page 7 of 22
A&A 524, A50 (2010)
1.4
1.2
0.8
1.4
1.2
1
Data/model ratio
0.8
1.4
1.2
1
Data/model ratio
0.8
1.4
1.2
1
Data/model ratio
0.8
5
Energy (keV)
1.4
1.2
1
Data/model ratio
0.8
2
5
Energy (keV)
0.8
1
Data/model ratio
1.2
1.4
Full Relativistic − ARK120 (0147190101)
1.4
1.2
Data/model ratio
0.8
5
Energy (keV)
2
5
Energy (keV)
2
5
Energy (keV)
1.2
1
0.8
0.8
1
Data/model ratio
1.2
1.4
Full Relativistic − MRK509 (0000000022)
1.4
Full Relativistic − MRK509 (0000000022)
Data/model ratio
5
Energy (keV)
1
1.4
1.2
Data/model ratio
2
1
Data/model ratio
1.2
1
1.4
1.2
Data/model ratio
1.4
1.2
1.4
1.2
Data/model ratio
1.4
1.2
Data/model ratio
2
Full Relativistic − ARK120 (0147190101)
0.8
1
1.4
1.2
1
2
Full Relativistic − 1H0707−495 (0148010301)
0.8
5
Energy (keV)
5
Energy (keV)
5
Energy (keV)
1
1.4
1.2
Data/model ratio
0.8
2
5
Energy (keV)
Full Relativistic − ESO511−G030 (0502090201)
Full Relativistic − 1H0707−495 (0148010301)
Full Relativistic − MRK766 (0000000019)
0.8
2
2
0.8
2
1
1.4
1.2
1
5
Energy (keV)
5
Energy (keV)
Full Relativistic − MCG−5−23−16 (0302850201)
5
Energy (keV)
1
1.4
Data/model ratio
1.2
5
Energy (keV)
Full Relativistic − PG1211+143 (0112610101)
Full Relativistic − MRK766 (0000000019)
2
Full Relativistic − ESO511−G030 (0502090201)
0.8
2
0.8
2
1
Data/model ratio
2
1
1.4
1.2
1
0.8
5
Energy (keV)
5
Energy (keV)
0.8
5
Energy (keV)
Full Relativistic − NGC3227 (0400270101)
5
Energy (keV)
Full Relativistic − NGC4051 (0109141401)
Full Relativistic − MCG−5−23−16 (0302850201)
1.4
1.2
1
Data/model ratio
2
Full Relativistic − PG1211+143 (0112610101)
2
0.8
2
0.8
5
Energy (keV)
Full Relativistic − NGC3227 (0400270101)
2
1
1.4
Data/model ratio
1.2
5
Energy (keV)
Full Relativistic − IC4329A (0147440101)
1.4
1.2
1
2
5
Energy (keV)
Full Relativistic − NGC4051 (0109141401)
0.8
2
0.8
Data/model ratio
2
1
1.4
1.2
Data/model ratio
1
5
Energy (keV)
Full Relativistic − IC4329A (0147440101)
Data/model ratio
5
Energy (keV)
Full Relativistic − NGC3783 (0000000013)
0.8
2
Full Relativistic − NGC3516 (0000000008)
0.8
2
5
Energy (keV)
Full Relativistic − NGC3783 (0000000013)
Data/model ratio
Data/model ratio
1.2
Data/model ratio
0.8
1
1.4
1.2
1
Data/model ratio
0.8
2
Data/model ratio
Full Relativistic − NGC3516 (0000000008)
1.4
Full Relativistic − MCG−6−30−15 (0000000003)
1.4
Full Relativistic − MCG−6−30−15 (0000000003)
2
5
Energy (keV)
2
5
Energy (keV)
Fig. 2. Set of two figures for those sources with a relativistic 6.4 keV (6.7 keV) Fe Kα line EW detection ≥5σ confidence level: data to the best-fit
continuum ratio (left set column), and data to the best-fit model ratio (right set column). The vertical dashed line is placed for reference at 6.4 keV
(6.7 keV) in the rest frame of the source. On top of each figure the model used for the ratio, the corresponding source name, and the observation
ID are given. For those sources with summed observations a dummy observation ID is given.
Page 8 of 22
I. de la Calle Pérez et al.: Statistics of relativistic Fe Kα lines in Type 1 AGN
It is possible to estimate statistical errors on the detection
fractions to reflect the uncertainty introduced by considering a
limited number of sources. Detection fractions are calculated
as val1 /val2 , where val1 and val2 indicate a given number of
sources used to work out a given detection fraction. For the errors of val1,2 , Poisson statistics are assumed, where the errors
are calculated as the average of the upper (ΔUL ) and lower limit
(ΔLL ) of the
84% c.l. (which correspondto the commonly used
ΔUL = 1 + val1,2 + 0.75 and ΔLL = val1,2 − 0.25, according to Gehrels 1986), both of which are good approximations
for this moderate confidence level and are accurate to better than
5% even for low values of val1,2 (see Gehrels 1986, for more
information). The error of val1 /val2 is propagated quadratically.
In this way, the detections fractions and their associated errors
are 9 ± 3% and 36 ± 14% for the FERO sample and for the fluxlimited sample, respectively.
A broader understanding of the incidence of the relativistic line in our work can be achieved by considering the upper
limits on the line intensity that characterize the majority of the
sources. Within the FERO sample, ∼16 ± 4% of broad line EW
upper limits are below 100 eV. This value corresponds to the EW
of a neutral disc with an inclination of 60◦ , for an illuminating
power law of Γ = 2 and solar abundances (Matt et al. 1992).
If the analysis is restricted to the 20 sources with no significant
broad line within the flux-limited sample, the fraction of sources
in which the line EW is limited below 100 eV is 50% (10/20)
(for reference, for 75, 50 and 25 eV, the fractions are respectively 25%, 20%, and <13%). However, 5 sources within the
flux-limited sample have measured EWs lower than and inconsistent with this threshold, implying deviations from the standard
scenario either in terms of very high disc inclination (unlikely
given the relatively unobscured nature of these AGN), element
abundances lower than solar or a non-standard accretion disc geometry (George & Fabian 1991).
Last, Table D.1 in Appendix D lists the 20 sources with broad
line upper limits in the flux-limited sample. In particular, four
sources (MRK 279, NGC 5548, ESO 198-G24 and MRK 590)
exhibit upper limits below 40 eV, arbitrarily chosen to be comparable to the lowest line EW detected. Explaining line EWs below this value in the framework of standard accretion theories is
not straightforward, and it requires the use of non-standard system properties. Assuming the above threshold, the non-detection
fraction of broad lines in the flux-limited sample can then be calculated as 13% (4/31). Otherwise stated, the presence of a broad
line cannot be excluded a priori in the remaining 87% of the
sources in the flux-limited sample (although the line is formally
detected only in 36% of the sources at a 5σ level). This fraction is interpreted here as the upper limit to the fraction of AGN
exhibiting relativistically broadened Fe lines in the parent population.
4.2.2. Detection fraction and warm absorber
In some cases, the use of the model component ABSORI could be
regarded as too simplistic, however necessary for the approach
considered here. Nevertheless, the influence of the selected
warm absorption component for the baseline model in determining the detection fraction was tested by running a consistency check over the 31 sources belonging to the flux-limited
sample. The test replaces the model component ABSORI by the
more complex and complete ZXIPCF model and looks for a
significant change in the fraction of detected broad lines and
the average broad line EW. ZXIPCF uses a grid of XSTAR
photoionised absorption models and allows defining a covering
fraction, which has been fixed to 1, and column density and ionisation parameters of the absorbing material, which have been
left free during the fitting procedure. The results of this test show
that the introduction of the ZXIPCF model component does not
significantly provide a better fit, and yield a detection fraction of
broad iron Kα lines of 39 ± 15% (12/31). This result is fully consistent with the 36 ± 14% (11/31) derived when using ABSORI
for the warm absorption, and concludes that the detection fraction is not significantly affected by the approach taken in this
work to model the warm absorber. Out of the sources from the
flux-limited sample listed in Table 2, only ESO511-G030 does
not show evidence of a broad line at the 5 sigma level when using ZXIPCF. In turn, MRK704 and NGC4593 show a broad line
at the 5.5σ and 5.3σ levels, respectively, both at the limit of our
detection threshold of 5 σ. The average line EW derived from the
detected lines is EW = 154 ± 112 eV ( EWw = 73 ± 3 eV),
again both consistent with the results derived when using the absorption model ABSORI (see Sect. 4.3.1).
4.2.3. Detection fraction and X-ray luminosity
Eleven out of the 13 lines detected correspond to sources classified as Seyfert galaxies, while only 2 come from a source
classified as quasar. In a similar manner to the previous section, this corresponds to a detection fraction of 13 ± 5% and
≤6% for Seyfert galaxies and quasars respectively. If the exercise is restricted to sources in the flux-limited sample, the detection fractions are 36 ± 15% and ≤92% for Seyfert galaxies
and quasars, respectively. Owing to the low number of lines detected in quasars and the low number of quasars present in the
flux-limited sample, only upper limits to the detection fraction
can be derived.
Figure 3 shows the distribution of the 2-10 keV luminosity
for the FERO sample, highlighting those sources for which a significant relativistic broad Fe Kα line detection has been found.
All broad Fe line detections correspond to objects with luminosities below ∼1044 erg s−1 . To investigate a possible dependence of relativistic broadening on the source luminosity, the
following three luminosity bins are defined: L1: LX < 0.25 ×
1044 erg s−1 ; L2: 0.25 × 1044 < LX < 1.20 × 1044 erg s−1 ; L3:
LX > 1.20 × 1044 erg s−1 . Considering the FERO sample, each
bin was chosen to contain the same number of sources (∼50),
with no further distinctions (see Table 3). No significant difference is found between the number of sources with a relativistic line when comparing the lowest luminosity bin L1 to the intermediate luminosity bin L2, either using the sources from the
FERO (0.7σ) or flux-limited (0.5σ) sample. The highest luminosity bin L3 contains no detections. However, with the uncertainties in the detection fraction in the L3 luminosity bin (see
Table 3), it is possible to estimate the difference in detection fraction between the L1 and L3 luminosity bins, at the 2.2σ and 0.9σ
levels for the FERO and flux-limited samples, respectively. To
remove the dependency with luminosity and check whether an
intrinsic difference exist between Seyfert galaxies, and quasars
in terms of detection fraction, a luminosity range containing the
same number of Seyfert galaxies, and quasars is selected (L:
0.15 × 1044 < LX < 2.69 × 1044 erg s−1 , Table 3). The detection fractions are 10 ± 7% (4/40) and ≤10% (2/40) for Seyfert
galaxies and quasars, respectively, for sources in the FERO sample, and 18 ± 14% (3/17) and ≤92% (1/3) for sources in the
flux-limited sample. The low number of detections prevents any
statistically significant results from being drawn. Table 3 summarizes the different detection fraction for the different source
Page 9 of 22
A&A 524, A50 (2010)
Table 4. Weighted mean ( EWw ) and 1σw standard deviation, and mean
( EW) and 1σ standard deviation, of the Fe Kα line EW distribution.
Source
Class
SY+QSO (11)
SY (10)
QSO (1)
EWw
σw
EW
σ
(eV)
76 ± 3
72 ± 3
170 ± 22
(eV)
39
37
–
(eV)
143 ± 27
141 ± 30
170 ± 22
(eV)
91
95
–
Notes. Only sources with an Fe Kα broad line detection within the fluxlimited sample were used to compute these values. A distinction has
been made according to source class. The number of sources used in
each case to derive these values is in parenthesis).
4.3. Average properties of the relativistic broad Fe Kα line
within the flux-limited sample
Fig. 3. X-ray luminosity distribution in the 2–10 keV energy band for
the FERO sample. This sample has been split into Seyfert galaxies (Sy;
82 sources), quasars (QSO; 67 sources), narrow line (NL; 30 sources)
and broad line (BL; 60 sources). The shaded area corresponds to the
luminosity of those sources within the flux-limited sample for which a
significant relativistic broad Fe Kα line detection has been found. The
numbers shown on the right in each panel are the median values of the
correspondent distribution, also marked by the vertical dashed line.
Table 3. Fraction of sources in the FERO sample with a significant relativistic broad Fe Kα line EW detection for different source type and
luminosity class.
Obj. Class/
Luminosity
Sy+QSO
Sy
QSO
NL
BL
L1 (Sy+QSO)
L2 (Sy+QSO)
L3 (Sy+QSO)
L Sy
L QSO
Sample
FERO
Flux Limited
(%)
(%)
9 ± 3 (13/149) 36 ± 14 (11/31)
13 ± 5 (11/82) 36 ± 15 (10/28)
≤6 (2/67)
≤92 (1/3)
13±9 (4/30)
≤100 (2/4)
12±6 (7/60)
35 ± 18 (7/20)
16 ± 7 (8/50)
44 ± 22 (8/18)
10 ± 6 (5/50)
27 ± 23 (3/11)
≤2 (0/49)
≤47 (0/2)
10 ± 7 (4/40)
18 ± 14 (3/17)
≤10 (2/40)
≤92 (1/3)
Notes. Sy: Seyfert galaxy, QSO: quasar; NL: narrow line, BL: broad
line; L1: LX < 0.25 × 1044 erg s−1 ; L2: 0.25 × 1044 < LX < 1.20 ×
1044 erg s−1 ; L3: LX > 1.20 × 1044 erg s−1 , where L1, L2 and L3 were
chosen to contain the same number of sources (∼50); L: 0.15 × 1044 <
LX < 2.69 × 1044 erg s−1 , L was chosen to contain the same number of
Seyfert galaxy and quasars (40) (see text for details).
and luminosity class within the whole FERO and flux-limited
samples. The correlation between the Fe Kα line EW and the
hard X-ray luminosity based on individual source detections and
within the flux-limited sample is investigated in Sect. 4.4. This
analysis is extended to the remainder of the FERO sample in the
companion paper by Longinotti et al.
Page 10 of 22
In the next two sections, the average properties of the relativistic broad Fe Kα line are discussed, first, in terms of the line
equivalent width and second, in terms of the disc parameters
derived from the Kyrline model. To derive meaningful results,
only the 31 sources in the flux-limited sample are considered;
therefore, information from the 11 sources (the first 11 sources
listed in Table 2) with a broad Fe Kα line detection and the
20 sources with an upper limit of the broad Fe Kα line are used
(see Table D.1).
4.3.1. Line equivalent width
For each source with a significant relativistic broad line detection, the measured value of the broad Fe Kα line EW is always
below 300 eV (see Table 2). Considering all the detected lines,
the mean value of the distribution of broad Fe Kα line EW is
143 ± 27 eV, with a 1σ standard deviation of 91 eV. It has to
be kept in mind that the derived value for the mean is likely to
overestimate the true mean of the distribution. The explanation
can be found in the fact that the parent distribution of line EW is
truncated by the ability to detect weak lines, which can only be
found in sources with very a high signal-to-noise spectrum (see
Fig. 1).
To derive a more representative value of the mean EW, the
weighted mean of the Fe Kα broad line EW distribution was calculated using the 1σ statistical errors on the line EW for the individual weights. In this way, a weighted mean value of 76 ± 3 eV
with 1σ standard deviation of 39 eV is obtained. This value is
lower than the mean value derived above, and consistent with it
to within ∼1.3σ. There are two important caveats regarding the
weighted mean. One, the calculation of the weighted mean assumes that the individual values of the line EW share the same
underlying distribution and that such distribution is Gaussian,
which does not necessarily have to be the case. Second, the use
of the inverse square of the individual errors in the calculation of
the weighted mean implies that, for a set of measurements with
the same relative errors, the weighted mean is biased towards the
lower values in the set. With a few exceptions, the relative errors
in the line EW are comparable regardless of the value of the line
EW, which implies that lower values of the line EW contribute
more to the weighted mean. As a result, one could consider these
two values, i.e. the mean and the weighted mean, one biased towards higher EW values and the other towards lower EW values,
as the limits where the true mean of the distribution of relativistic broad Fe Kα line EW in AGN would be expected. Table 4
summarizes these results.
I. de la Calle Pérez et al.: Statistics of relativistic Fe Kα lines in Type 1 AGN
Table 5. Mean and 1σ standard deviation of the best-fit Kyrline model
parameters for sources with a relativistic broad Fe Kα line detection.
Line Parameter
(Kyrline)
θ(◦ )
β
Mean
σ
28 ± 1
2.4 ± 0.1
5
0.4
Notes. With only two spin measurements, the mean black hole spin is
omitted.
Fig. 4. Normalised distribution (shaded area) for the line EW for sources
with a significant broad Fe Kα line detection within the flux-limited
sample. The 1-dimensional histograms of this distribution is overlaid
(white histogram).
Figure 4 shows the normalised distribution of the line
EW for sources with a significant broad Fe Kα line detection within the flux-limited sample. This distribution is generated by combining one Gaussian distribution per measurement,
where each Gaussian takes the mean and standard deviation of
the corresponding best-fit-parameter value and its error at the
1σ level (upper or lower limits are not present in this plot).
Overlaid on top of the Gaussian distribution is the corresponding
1-dimensional histogram, highlighting the contribution of each
individual measurement to the overall distribution. Both distributions are normalised to their respective peak values.
4.3.2. Disc parameters
The Kyrline model parameters θ, β, and a respectively correspond to the disc inclination angle with respect to the observer,
the power-law index of the radial disc emissivity law, and the
black hole spin, and together they provide important information on the properties and conditions of the accretion disc. These
values are reported in Table 2 for the sources with a significant
broad Fe Kα line detection. For some sources, these parameters
could not be constrained in the spectral fit and in these cases
lower or upper limits are reported. Using only the parameters
from the 11 line detections within the flux-limited sample, the
mean and 1σ standard deviation values of θ, β and a are derived via the censored mean method described in Bianchi et al.
(2009a). While these authors include measurements and upper
limits, lower limits are also considered here. Table 5 lists these
mean values and the 1σ standard deviation obtained using this
method. (With only two spin measurements, the mean black hole
spin is omitted.) Figure 5 shows normalised distributions for
θ and β. As for the case of the distribution of the line EW in
Sect. 4.3.1, these distributions are generated by combining one
Gaussian distribution per measurement. The black hole spin is
constrained well only in two cases, MCG-6-30-15 and MRK509,
+0.03
with a best-fit value of 0.86 (+0.01
−0.02 ) and 0.78 (−0.04 ), respectively.
The mean value of β is about 2.4, but with a wide spread of
values. Among the 11 sources, 6 have values of β higher than and
inconsistent with 2, which means that emission is dominated by
the innermost accretion disc regions. In three sources β is definitely lower than 2, and the emission is therefore dominated by
the outermost regions. It must be recalled that a power law is
often a poor approximation of the real emissivity law, which depends on the (unknown) geometry of the emitting corona. (See
for instance Martocchia et al. 2000; Martocchia et al. 2002, for
the emissivity laws in the lamp-post geometry.) It is, however,
worth noting that in two sources, MCG-6-30-15 and MRK 509,
β is about 4, or larger, which, under the lamp-post assumption,
would imply an emitting source located at only a few gravitational radii from the black hole (Martocchia et al. 2002). In addition and for the case of MCG-6-30-15, Wilms et al. (2001)
argue that this is not sufficient to explain the high β value and
conclude that it is necessary to invoke magnetic extraction of the
black hole spin energy to explain it (Blandford & Znajek 1977).
Not much can be said about the spin distribution. In five
cases this parameter is totally unconstrained, since any permitted
value of a is acceptable, and in another case it is rather poorly
constrained (a > 0.16). In three cases, lower limits of about 0.5
can be placed, while in the remaining two sources, the measurements imply high values of the spin, but inconsistent with maximally rotating. It is interesting to note that, whenever a constraint
can be placed, it always implies the rejection of the static black
hole solution. However, this is a likely observational bias since
non rotating black holes produce narrower lines, which are easier to detect with respect to the underlying continuum than lines
produced by maximally spinning black holes, where the red tail
of these lines can be confused with the underlying continuum. A
maximally spinning black hole solution is statistically favoured
than a static black hole solution. Given how few sources there
are, the approximations made (see for instance the above discussions on β) and the subtle interplay between the various disc
parameters, it is however premature to draw any firm conclusion
in this respect.
The relation of the relativistic broad Fe Kα line intensity with
θ, and β is also plotted in Fig. 6. As for black hole spin, constraints are too few (two sources only) to allow for discussion of
any possible correlation of the line EW with a. These two distributions only show two things. First, the distribution of Fe Kα
line intensity with θ is consistent with the fact that relativistic
lines arising in accretion discs seen at high inclination angles
rather than from face-on discs are more difficult to detect for a
given value of the line EW (as noted by Nandra et al. 2007, see
also Matt et al. 1992). Second, the apparent lack of detections
of small EW lines with steep emissivity profiles is most likely
an observational bias, and any real correlation between the two
physical quantities can not be claimed.
4.4. Correlation studies within the flux-limited sample
Given all the upper limits derived for the line parameters, the
censored fit approach was adopted. This procedure for linear
Page 11 of 22
A&A 524, A50 (2010)
Fig. 5. Normalised distributions (shaded area) for the disc inclination angle (left) and disc emissivity (right) for sources with a significant broad Fe
Kα line detection within the flux-limited sample. The 1-dimensional histograms of these distributions are overlaid (white histograms).
Fig. 6. Dependence of disc inclination angle and emissivity with the relativistic broad Fe Kα line EW. Filled circles indicate line detections at ≥5σ
confidence level (where error bars indicate the 90% confidence level intervals), line upper limits are given at the 90% confidence level. Kyrline
parameters upper and lower limits are given at the 90% confidence level.
fitting is applicable to data containing both measurements and
upper and/or lower limits, and it is based on the method used by
Schmitt (1985) and Isobe et al. (1986). Here it was applied in the
same way as in Bianchi et al. (2009b). For each correlation analysis, the mean Spearman’s rank correlation coefficient and null
hypothesis probability were calculated. Only correlations with a
null hypothesis probability lower than 10−3 (99.9% c.l.) will be
considered statistically significant.
The correlations investigated in this work involve, on one
hand, the broad Fe Kα line EW and the disc emissivity (β), and
on the other, some source physical properties such as the black
hole mass (MBH ), the Eddington luminosity (LEdd ), and the acbol
). Within the censored fit
cretion rate (expressed in terms of LLEdd
method, the errors used for the line EW are 1σ errors, while
the upper limits are at the 90% c.l.. In those correlations involving β, the censored fit approach described in Bianchi et al.
(2009b) was slightly modified to account for the lower limits to
Page 12 of 22
the β parameter. The lower limit to β can be interpreted simply as
consistent with 6 at the 90% c.l.. This value of 6 is the maximum
value allowed for β in our model (see Sect. 3.3.1).
The values of the black hole mass were taken from the
CAIXA catalogue (Bianchi et al. 2009a), and they are available
for 24/31 of the objects in the flux-limited sample. (The reader
is deferred to this paper for the references from which these
values have been extracted.) Using the black hole mass (MBH ),
the Eddington luminosity was derived in this work according
to the usual definition: LEdd = (4πGMmp c) / σt = 1.26 ×
1038 (MBH /M ) erg s−1 . The accretion rate is considered as the
ratio of the bolometric luminosity to the Eddington Luminosity:
Lbol
LEdd , where the bolometric luminosity has been derived by applying the following bolometric correction: Lbol = kb × Lx , where
kb is the correction factor dependent on the 2–10 keV X-ray luminosity (Lx) following Marconi et al. (2004). The hard X-ray
luminosities derived in this work for those sources with a broad
I. de la Calle Pérez et al.: Statistics of relativistic Fe Kα lines in Type 1 AGN
Table 6. Source physical properties used in this work for those sources with a relativistic 6.4 keV Fe Kα line detection within the flux-limited
sample.
Source
name
IC4329A
MCG-5-23-16
ESO511-G030
MCG-6-30-15
NGC4051
NGC3516
NGC3783
NGC3227
MRK509
MRK766
ARK120
LX2−10 keV
Log10 (BH)
Lbol
LEddington
Lbol /LEddington
(1044 erg s−1 )
0.56
0.14
0.22
0.05
0.003
0.03
0.11
0.01
1.04
0.06
0.90
(M )
8.08
7.85
–
6.19
6.13
7.36
6.94
–
7.86
6.28
8.27
(1044 erg s−1 )
15.97
2.72
4.87
0.82
0.02
0.49
2.05
0.12
35.37
0.93
29.58
(1044 erg s−1 )
7.42
89.20
–
1.95
1.70
28.86
10.97
–
91.28
2.40
234.6
0.46
0.03
–
0.42
0.01
0.02
0.19
–
0.39
0.39
0.13
Table 7. Results of the correlation studies within the flux-limited sample.
Broad Fe Kα Line EW (Y) vs.
Black hole mass (X)
Accretion rate (X)
X-ray luminosity (X)
Beta (Y) vs.
Black hole mass (X)
Accretion rate (X)
X-ray luminosity (X)
a
1.64 ± 0.12
1.82 ± 0.15
7.62 ± 5.16
b
−0.20 ± 0.11
0.08 ± 0.13
−0.14 ± 0.12
Mean spearman rho
−0.34
0.15
−0.13
Null hypothesis probability
0.14
0.50
0.51
0.36 ± 0.11
0.38 ± 0.12
−0.32 ± 4.19
−0.02 ± 0.09
0.01 ± 0.10
0.01 ± 0.10
0.05
0.12
0.17
0.75
0.59
0.39
Notes. Mean intercept (a) and slope (b) for the linear fits of a log (Y) = a + b × log (X) function described in the text. Errors in these two quantities
are the statistical one standard deviation.
Fe Kα line detection are reported in Table 6, and they are in good
agreement with those derived in the CAIXA catalogue.
Table 7 and Fig. 7 summarize the results of the correlation studies carried out. Table 7 lists the mean value of the
Spearman’s rank coefficient for the correlation of the broad Fe
Kα line EW and β with the three physical parameters of interest, together with the corresponding null hypothesis probability.
A negative value of Spearman rho indicates anti-correlation between the two parameters of interest. On the basis of these results, it is concluded that no statistically significant correlation
is found with any of the considered physical properties of the
AGNs.
Last, the relativistic Fe Kα line EW derived in this work and
all the different parameters included in the CAIXA catalogue
were correlated (see Table 1 in Bianchi et al. 2009a). No statistically significant correlation has been found with any of the
parameters, including the FWHM of the Hβ line and the narrow
Fe 6.4 keV Kα line EW. However, the low statistics prevents us
from drawing any robust physical conclusions from the lack of
such correlations.
5. Discussion
Despite the fact that the first relativistically distorted line in an
AGN was observed about 15 years ago by ASCA (Tanaka et al.
1995; Nandra et al. 1997), and despite strong efforts to study
them with more recent observatories, like XMM-Newton and
Suzaku, there are still large uncertainties on the relative number of AGNs that possess such lines. The FERO project has
been designed to address the fundamental question of how often
these lines appear in AGN by estimating the fraction of objects
where relativistic effects are detected on a well-defined sample.
This number is crucial to establish if and how the standard AGN
paradigm needs to be modified.
A collection of 149 radio-quiet Type 1 AGN, all targeted
by XMM-Newton, has been assembled (the largest ever assembled for this kind of study) in order to tackle the question posed
above. One fundamental requirement of the FERO project was
to identify a complete and unbiased subsample of sources with
high signal-to-noise spectra to be able to derive meaningful constraints on the physical properties of the sources. Only then it
would be possible to extrapolate the results derived from this
subsample to the unknown parent population of local radio-quiet
AGN. A flux-limited sample of 31 objects was defined by selecting the XSS sources (see Sect. 2.2) with count rates in the
3–8 keV energy band greater than 1 cts/sec that fulfill the FERO
selection criteria (i.e. local Type 1 radio-quiet X-ray unobscured
sources). In this section the statistical properties of the fluxlimited sample are discussed.
The baseline model used in FERO aims at providing the most
accurate representation of the physical ingredients that are typically found in an average Type 1 AGN, so this model includes
a Compton reflection component and absorption by line-of-sight
ionised gas for modelling the continuum, a series of narrow Fe
lines (5), and a relativistic Fe Kα line component fitted by the
Kyrline model. The spin of the black hole, the radial emissivity profile of the accretion disc, and the disc inclination angle
to the observer are free parameters in the fit of the line profile.
To achieve a uniform analysis over the whole FERO sample, no
attempt has been made to find the best-fit model on a sourceby-source basis, nor has any attempt been made to find a best-fit
model by using the FERO sample as a whole. To reduce the parameter space during the fitting procedure, several model parameters were investigated to see whether they could be constrained
due either to physical, geometrical, or observational considerations. Tests were also carried out on including different model
components in the baseline model, and the results have served
either to consider them in the final baseline model or rule them
Page 13 of 22
A&A 524, A50 (2010)
Fig. 7. From top to bottom, relativistic broad Fe Kα line equivalent width and β vs. black hole mass, accretion rate and hard X-ray luminosity.
Filled circles indicate broad Fe Kα line detections at ≥5σ confidence level (where error bars indicate the 90% confidence level intervals). The
dashed vertical lines in the bottom plots indicate the L1, L2, and L3 luminosity bins as described in the text (see Sect. 4.2.3).
out. The most important of these tests was the replacement in
the baseline model of the neutral reflection component by an
ionised reflection component, with the consequent change in the
relativistic line from neutral iron to ionised iron. In fact, the results from these two scenarios were merged and presented as if
coming from a single one.
Last, a consistency test was carried out by using the hard
X-ray spectra of all the sources in the flux-limited sample,
for which a significant detection of the relativistic line can be
claimed (those listed in Table 2), by describing it with the most
self-consistent reflection model envisaged, however keeping the
model as simple as possible. The comparison of the results of
Page 14 of 22
this more complex and self-consistent model for the reflection
components indicates that it does not significantly affect the results derived from the more phenomenological approach chosen
for the baseline model adopted throughout the paper (refer to
Appendix E for more details).
5.1. Fraction of relativistic lines
The main result of the FERO analysis is the relativistic broad line
detection fraction, 36±14% in the flux-limited FERO subsample.
The observed detection fraction is regarded as a lower limit to
the intrinsic number of AGN that would show a broad Fe Kα
I. de la Calle Pérez et al.: Statistics of relativistic Fe Kα lines in Type 1 AGN
line if, for example, all sources were observed with the same,
and sufficient, signal-to-noise ratio. It is important to stress once
more that the observed detection fraction comes as a result of
adopting a rather conservative detection threshold of 5σ confidence level, which is necessary since FERO does not focus
on reporting individual broad line detections in particular objects. Instead, it focuses on statistical studies of the sample as a
whole, which includes spectra of very different statistical quality.
Nevertheless, as a reference, by relaxing this requirement to a 3σ
confidence level, the above detection fraction rises to 61 ± 20%
(19/31).
Upper limits on the line EW can also provide important information. For example, the fraction of sources in the flux-limited
sample in which the broad Fe Kα line EW is limited below
100 eV is of the order of 50% (where 100% of line EW UL
are below 360 eV). This result points to a much lower value of
the average line intensity derived for local Type 1 AGN compared to the one derived from the mean spectra of high redshift
(z >
∼ 1) Type 1 AGN ( EW ∼ 560 eV; Streblyanska et al.
2005), although there should be some caution in adopting this
result since the high mean EW reported could come as a result
of the method adopted for co-adding the spectra (Yaqoob 2006).
The result derived in this work is also consistent with the upper limit of <400 eV derived by Corral et al. (2008). Using results on individual sources, the FERO analysis has provided upper limits below 40 eV in four sources (MRK 279, NGC 5548,
ESO 198-G24, and MRK 590), which are constraining enough
to have to stretch disc-accretion theories by requiring the use of
non-standard system properties, such as very high disc inclination angles or element abundances significantly lower than solar
(George & Fabian 1991).
The non-detection fraction of broad lines in the flux-limited
sample is 13% (4/31). Inverting this argument, the presence of a
broad Kα line cannot be excluded a priori in the remainder 87%
(although the line is formally detected in 36% (11/31) of the
sources). The value of 87% can be regarded as the upper limit
to the intrinsic fraction of AGN where a relativistic Fe Kα line
with EW > 40 eV could be present in the parent sample. Nandra
et al. (2007) have fully explored the range of effects (geometry,
ionisation, and element abundances) that would explain why a
broad line is seen in some objects but not in others, so they are
not repeated here.
A direct comparison of the results extracted from FERO with
previous works reveals that the detection fraction of 36% derived
for the flux-limited sample is consistent with previous results,
such as those reported in Nandra et al. (2007) where a detection fraction of 35–40% was obtained. When compared to similar studies on sizable XMM-Newton samples (e.g. Nandra et al.
2007; Brenneman & Reynolds 2009), our sample differs in that
our sample is very well-defined and homogeneously selected.
Moderately X-ray obscured sources and radio-loud sources are
both excluded from the FERO sample. However, the most significant differences are the model used to fit the relativistic profile,
the fitting procedure, and the treatment of the sources with multiple observations. For instance, Brenneman & Reynolds (2009)
fitted the continuum model on the entire XMM-Newton energy
band, but they selected only one particular observation for each
source, whereas Nandra et al. (2007) include multiple observations of the same target without combining them.
5.2. Disc parameters
The second goal of the FERO project was to derive average line
and system properties and look into the question of whether a
relativistic broad line can be associated to any source physical
properties and, if so, investigate this dependence in more detail. The average broad line EW is of the order of 100 eV, however, a wide range of broad line EW (40–260 eV) are observed.
As a reference, a neutral reflector covering half of the sky, as
seen from the X-ray source (Ω/2π ∼ 1) and irradiated by a
power-law spectrum with Γ ∼ 1.9, should produce an Fe Kα
line with equivalent width from around 100 to 150 eV in the
inclination range 0◦ –60◦ and for solar abundances (George &
Fabian 1991). Therefore, line EWs measured outside that range
are likely to be produced mainly because i) the Fe abundance is
different from solar, and/or ii) the reflector (disc) subtends a nonstandard (smaller) solid angle as seen from the X-ray source.
One physical scenario where broad line EWs >
∼ 150 eV are plausible, involves reprocess emission from a photoionised accretion
disc (Matt et al. 1993) or under a geometrical scenario which
involves anisotropic emission.
The shape of the broad lines observed in the X-ray spectra of
AGN are a potential carrier of information concerning the black
hole spin. The issue of placing constraints to the black hole spin
has been pursued by several authors (e.g. Nandra et al. 2007;
Brenneman & Reynolds 2009). Using different approaches, both
studies reached similar conclusions. While some objects show
evidence of a spinning black hole, with the present data it is very
difficult to reject the static solution. In this work the approach
is that of modelling the line with a code capable of including
the spin as a free parameter. The Kyrline model explicitly depends on the black hole spin. Kyrline is part of a suit of routines
called KY (Dovčiak et al. 2004), a code that properly takes relativistic boosting, light bending, and time delays into account,
assuming an axysymetric accretion disc geometry surrounding
a black hole. As a general statement, the black hole spin is
poorly constrained by the FERO analysis, except for MCG-6+0.03
30-15 (0.86+0.01
−0.02) and MRK 509 (0.78−0.04) where the Kerr black
hole solution is favoured. In five other sources, the static solution
cannot be rejected, while in a further five, the constraint implies
values of the black hole spin above ∼0.5.
Another aspect of the present study is to try to establish the
physical drivers behind the relativistic broad line by looking into
any correlation between the presence and/or properties of the
broad line EW and sources physical properties, such as black
hole mass, X-ray luminosity, or Eddington ratio. However, using
only sources from the flux-limited sample, no significant correlation has been observed between the broad Fe Kα line EW
and these source properties. As previous works on large samples
have done (e.g. Iwasawa & Taniguchi 1993; Bianchi et al. 2007;
Corral et al. 2008), the FERO analysis has looked for inverse correlation between Fe Kα line emission and X-ray luminosity, the
so-called IT effect (previously known a X-ray Baldwin effect),
where the EW of the narrow Fe Kα emission line is inversely
proportional to the 2–10 keV X-ray luminosity. Earlier results on
a smaller sample (∼100 AGN) using the spectra stacked residuals technique suggested that relativistic broad profiles follow a
similar trend, where broad profiles are more common in lowluminosity AGN (Guainazzi et al. 2006). With information from
individual source line profiles, the FERO analysis is unable to
confirm such results, finding no statistically significant indication for the IT effect on broad Fe lines. However, it is worth
pointing out that the lack of sources in the flux-limited sample
with luminosities above 1044 erg s−1 prevents any firm conclusions. The IT effect will be investigated using the spectra stacked
residuals technique using those sources in the FERO sample with
an upper limit to the relativistic Fe Kα line EW (Longinotti et al.,
in prep.).
Page 15 of 22
A&A 524, A50 (2010)
5.3. FERO in a wider context
6. Conclusions
An important remark should be made about the relativistic line
in sources that are characterized by other phenomena. A recent
paper by De Marco et al. (2009) carried out a systematic search
for the presence of red- or blue-shifted components in the timeaveraged spectra of the sources in the flux-limited sample. The
study also looks into the spectral variability of these spectral
components. A direct comparison with their results shows that
10 out of the 11 sources (∼90%) within the flux-limited sample
(all except ESO 511-G030) with a relativistic broad line indicate either red- or blue-shifted components, or both. In 6 out of
these 10 sources (IC4329A, NGC 3783, NGC 3516, MRK 509,
MCG-6-30-15, and MRK 766) there is evidence of significant
variability (>90%) in the excess map (5.4–7.2 keV).
From the literature on the warm absorber phenomenon,
we note that 9 out of 11 sources with line detections have
warm absorbers: NGC 3783, NGC 3516, MRK 509, MCG-630-15, MRK 766, NGC 4051 (Blustin et al. 2005; McKernan
et al. 2007), IC4329A (Steenbrugge et al. 2005), NGC 3227
(Markowitz et al. 2009). In the case of ESO 511-G030 the presence of line-of-sight ionised absorption has not been ascertained
yet (Longinotti, private communication). The only 2 sources in
the flux-limited sample with no warm absorber and no transient
features are Ark 120 and MCG-5-23-16, so it is tempting to
deem these two sources as the most robust detections, due to
the lack of an alternative scenario to the relativistic line.
That sources with significant relativistic lines simultaneously
show Fe K band variability and a warm absorber is probably
twofold. There might be a physical connection between, e.g.,
the presence of the relativistic line and of the transient features,
with some variability associated to it. But, it could well be the
result of an observational bias, because these sources were extensively (and repeatedly) observed because they were known to
be interesting a priori, so they ended up with the best signal-tonoise data and this explains the coincidence of the broad Fe line,
warm absorber, and transient features in the same sources.
To conclude, it goes without saying that the FERO project
would benefit from an expansion in several directions. The most
obvious would be to complete the observations of the fluxlimited sources such that the number of X-ray counts in the 2–
10 keV fall above 1.5 × 105 cts. The expansion of the number
of sources with 2–10 keV X-ray luminosities above 1044 erg s−1
would also allow studies like the IT effect to be carried out at a
significant level and, of course, to investigate other correlations
where the X-ray luminosity plays an important role.
Another crucial aspect to consider in future studies regarding
relativistic disc lines is broadband coverage. This would allow
exploration of the spectral regime above 10 keV and the opportunity to discern whether the spectral contribution at these energies can be attributed to a reflection component off distant matter
and/or the accretion disc, analogous to the case of MCG-5-23-16
(Reeves et al. 2007). The importance of broadband coverage is
also highlighted by, for example, the recent detection of a broad
Fe Kα line in Fairall 9 in Suzaku observations, which have allowed a tight constraint on the black hole spin (Schmoll et al.
2009).
The FERO project has highlighted the importance of the
availability of a complete and well-exposed AGN sample to shed
some light on the origin and properties of the relativistic broad
Fe lines in AGN, the environment, and conditions in which they
are produced, and to provide better understanding of the scientific drivers needed for future high-throughput X-ray missions,
such as IXO.
The main conclusions that are drawn from the results of the systematic and homogeneous spectral analysis of the large number
of sources in FERO can be summarised as follows.
Page 16 of 22
• The observed fraction of sources in the FERO sample that
present strong evidence (≥5σ significance) of a relativistic
broad Fe Kα line is of the order of 9% (13/149). Considering
only sources from the flux-limited sample, the detection fraction rises to around 36% (11/31). This number can be interpreted as a lower limit to the intrinsic fraction of AGN
with relativistic Fe line broadening. The sources with a significant Fe Kα line detection mostly belong to sources with
good statistical quality spectra (1.5×105 cts), so it is not
surprising that the majority belong to the flux-limited sample. Considering only sources from the flux-limited sample, a
broad Fe Kα line at the level of 40 eV can be rejected in 4 objects, 87%, which can be regarded as an upper limit to the
intrinsic fraction of AGN with relativistic Fe Kα line broadening.
• There is no significant difference between Seyferts and
quasars or narrow line and broad line objects in terms of detection fraction.
• All sources with a broad Fe Kα line detection have a hard
X-ray luminosity in the 2–10 keV energy band below ∼1 ×
1044 erg s−1 . The difference in the detection fraction between
the highest and lowest luminosity bins as defined in this work
is only 2σ.
• From those sources with a significant Fe Kα line detection
within the flux-limited sample, it is found that:
◦ The average relativistic Fe Kα line EW is of the order of
100 eV (never higher than 300 eV for any given source).
◦ The average system properties and 1σ standard deviation
inferred from the Kyrline model can be summarised as:
θ = 28 ± 5◦ , consistent with an intrinsic random distribution of inclination angles.
β = 2.4 ± 0.4, with a wide spread of values.
The spin value a is poorly constrained, except for
+0.01
MCG-6-30-15 (0.86(−0.02
)) and MRK509 (0.78(+0.03
−0.04))
where the Kerr black hole solution is favoured.
◦ No significant trend is found between the Fe Kα line EW
and any of the line parameters investigated (θ, β, and a).
◦ No significant correlation has been found between the Fe
Kα line EW or disc emissivity (β) and the source physical
properties investigated, such as, black hole mass, accretion rate, and hard X-ray luminosity.
Acknowledgements. This work is based on observations by XMM-Newton, an
ESA science mission with instruments and contributions directly funded by ESA
member states and NASA. I. de la Calle would like to acknowledge support
by the Torres Quevedo fellowship from the Ministerio de Ciencia e Innovación
Español and INSA. A.L. Longinotti acknowledges travel support provided by
NASA through the Smithsonian Astrophysical Observatory (SAO) contract SV373016 to MIT for Support of the Chandra X-Ray Center, operated by SAO for
and on behalf of NASA under contract NAS8-03060. We acknowledge financial support from the Faculty of the European space Astronomy Centre (ESAC).
G. Miniutti thanks the Spanish Ministerio de Ciencia e Innovación Español and
CSIC for support through a Ramón y Cajal contract. P.O. Petrucci acknowledges
support by the PCHE (Phénomènes Cosmiques des Hauutes Energies) French
working group. S. Bianchi, G. Matt and E. Piconcelli acknowledge financial
support from Italian Space Agency, under grant ASI I/088/06/0. G. Ponti thanks
ANR for support (ANR-06-JCJC-0047). We thank the referee for a careful reading of the manuscript and the useful comments that helped to improve it.
I. de la Calle Pérez et al.: Statistics of relativistic Fe Kα lines in Type 1 AGN
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Page 17 of 22
A&A 524, A50 (2010)
Appendix A: Sources from the flux-limited sample
List of 33 sources in the flux-limited sample. These sources
have been selected from the RXTE all-sky Slew Survey (XSS,
Revnivtsev et al. 2004) with a count rate in the 3–8 keV energy
band greater than 1 cts/sec and fulfilling the FERO source selection criteria. The XSS is nearly 80% complete at the selected flux
level for sources with Galactic latitude greater than 10◦ . For two
of them, UGC 10683 and ESO 0141-G055, no XMM-Newton
data were available as of April 2008. This leaves the number of
XSS-selected bright sources in the FERO sample at 31.
Appendix B: List of sources with multiple
observations that have not been summed
List of sources within the FERO sample where multiple observations are available but only one has been used (the one with
longest exposure time).
Appendix C: Best-fit-model parameters for sources
belonging to the flux-limited sample
Table C.1 gives some relevant best-fit-model parameters (see
Sect. 3.3) for the 31 sources belonging to the flux-limited sample.
Appendix D: Relativistic Fe Kα line EW upper limits
for the sources in the flux-limited sample
List of 20 sources within the flux-limited sample with an upper
limit to the relativistic Fe Kα line EW.
Appendix E: A final self-consistent test
on the detections within the flux-limited sample
As a final test, the hard X-ray spectra of all the sources in the
flux-limited sample for which a significant detection of the relativistic line can be claimed has been described with the most selfconsistent reflection model envisaged, but keeping the model as
simple as possible. The baseline model comprises one layer of
ionised absorption (the ZXIPCF model), reflection off cold distant matter including the most important emission lines and the
associated self-consistent reflection continuum (the PEXMON
model), and reflection from the accretion disc (the Ross &
Fabian REFLION model, convolved with the KYRLINE kernel).
Two ionised emission lines with energies fixed at 6.7 keV and
6.96 keV are also included as in the previous phenomenological
models used throughout the paper, although they are not statistically required in all cases.
The PEXMON model is described in detail in Nandra et al.
(2007) and describes the reflection spectrum from a cold slab
of gas including both the reflection continuum and the most relevant emission lines, which are computed as self-consistently
as possible according to the work by George & Fabian (1991).
The metal abundances are fixed to the solar value (except for the
case of MCG–6-30-15, see below) and the reflector inclination
with respect to the line of sight to 60 degrees, which is appropriate for torus-like reflection in Seyfert 1 galaxies. The illuminating continuum is a power law with the same photon index as
the power-law component of our spectral model. The REFLION
model describes reflection off a ionised slab and is used instead
Page 18 of 22
to describe the disc reflection component. The illuminating photon index is the same as the primary continuum and the Fe abundance is fixed to the solar value (except for MCG–6-30-15, see
below). The model is convolved with the kernel of the KYRLINE
model (Dovčiak et al. 2004), which allows including all relativistic effects and measuring the relevant parameters.
It is important to stress once again that the goal here is not
to provide the best possible fitting statistics but rather to compare the results of the phenomenological model used in the paper
(which does not account for emission lines and associated reflection continua in a self-consistent manner) with a more physical
spectral model. In some cases, more spectral components are included as explained in the subsequent section.
The results are reported in Table E.1, where the most important spectral parameters associated with the reflection components are considered. In Table E.2 the best-fitting relativistic parameters for both the phenomenological and the more physically
motivated models are reported. Such a comparison implies that
the more complex and self-consistent model for the reflection
components does not significantly affect the results. Since the
cases considered here correspond to the highest signal-to-noise
data within the whole sample, the test supports the analysis carried out on the whole available sample within the context of the
less sophisticated and more phenomenological model.
E.1. Notes on individual sources
Slight modifications to the baseline model described in
Appendix E are given here for some individual sources. In the
remaining cases, the baseline model was applied without being
modified.
IC 4329A: absorption is best modelled with a neutral layer
with moderate column density (4 × 1021 cm−2 ). A Gaussian
absorption line with EW −15 eV was also included to model
an absorption feature at 7.65 keV phenomenologically.
MCG-5-23-16: absorption is best modelled with a neutral
layer with column density NH 1.5 × 1022 cm−2 . The presence
of a further ionised layer is possible but not statistically required.
MCG-6-30-15: the Fe abundance of the two reflectors was left
free to vary in this case resulting in an overabundance of ∼×
3 with respect to the solar value. The model also comprises a
Gaussian absorption line at 6.7 keV with EW −15 eV.
NGC 4051: a Gaussian absorption line with EW −30 eV
was also included to model an absorption feature at 7.04 keV
phenomenologically.
NGC 3516: a Gaussian absorption line with EW −28 eV
was also included to model an absorption feature at 6.7 keV
phenomenologically.
NGC 3783: a Gaussian absorption line with EW −20 eV
was also included to model an absorption feature at 6.7 keV
phenomenologically.
Mrk 509: a Gaussian absorption line with EW −10 eV
was also included to model an absorption feature at 7.3 keV
phenomenologically.
I. de la Calle Pérez et al.: Statistics of relativistic Fe Kα lines in Type 1 AGN
Table A.1. Flux-limited sample: 33 sources from the RXTE Slew Survey with a count rate in the 3–8 keV energy range greater than 1 cts/sec and
fulfilling the FERO source selection criteria.
Source
Type
NGC 4593
MRK 704
ESO511-G030
NGC 7213
AKN 564
H1846-786
MRK 110
ESO198-G024
FAIRALL9
UGC 3973
NGC 4051
NGC 526A
MCG-2-58-22
NGC 7469
MRK 766
MRK 590
IRAS05078+1626
NGC 3227
MR2251-178
MRK 279
ARK 120
NGC 7314
H0557-385
MCG+8-11-11
MCG-6-30-15
MRK 509
NGC 3516
NGC 5548
NGC 3783
MCG-5-23-16
IC 4329A
UGC10683
ESO141-G055
BLSY
BLSY
NCSY
BLSY
NLSY
NCSY
NLSY
BLSY
BLQ
BLSY
NLSY
NCSY
BLSY
BLSY
NLSY
BLSY
NCSY
BLSY
BLQ
BLSY
BLSY
NCSY
NCSY
BLSY
BLSY
BLQ
BLSY
BLSY
BLSY
NCSY
BLSY
SY
SY
RXTE slew survey
(cts/s)3−8 keV
1.05 ± 0.16
1.06 ± 0.22
1.10 ± 0.09
1.12 ± 0.16
1.13 ± 0.02
1.15 ± 0.09
1.17 ± 0.10
1.21 ± 0.19
1.25 ± 0.02
1.32 ± 0.12
1.49 ± 0.02
1.61 ± 0.14
1.61 ± 0.08
1.69 ± 0.01
1.77 ± 0.12
1.95 ± 0.10
2.08 ± 0.19
2.10 ± 0.02
2.10 ± 0.11
2.13 ± 0.06
2.14 ± 0.03
2.16 ± 0.04
2.33 ± 0.34
2.36 ± 0.27
3.08 ± 0.02
3.12 ± 0.10
3.21 ± 0.01
3.58 ± 0.02
4.90 ± 0.04
6.46 ± 0.12
7.29 ± 0.07
1.27 ± 0.18
1.37 ± 0.12
XMM-Newton
(cts/s)2−10 keV
4.613 ± 0.009
0.984 ± 0.009
2.284 ± 0.005
2.448 ± 0.009
2.246 ± 0.005
0.700 ± 0.011
3.362 ± 0.010
1.150 ± 0.003
1.313 ± 0.007
1.304 ± 0.019
2.783 ± 0.007
2.177 ± 0.007
3.459 ± 0.021
3.343 ± 0.005
1.962 ± 0.002
0.766 ± 0.003
2.691 ± 0.008
3.635 ± 0.006
2.387 ± 0.007
3.110 ± 0.006
4.553 ± 0.008
4.509 ± 0.012
4.254 ± 0.021
4.838 ± 0.014
4.719 ± 0.004
4.432 ± 0.005
1.841 ± 0.004
4.191 ± 0.007
5.539 ± 0.006
8.025 ± 0.008
10.713 ± 0.011
–
–
XMM-Newton exposure time
(ks)
53.2
14.9
76.2
29.6
84.1
6.3
32.8
85.3
25.9
3.6
73.3
41.5
7.2
142.6
398.3
72.0
40.1
97.4
44.5
104.8
76.3
30.1
10.5
26.5
295.1
27.8
153.0
74.8
170.4
110.3
85.1
–
–
Notes. These sources, with the exception of the last two sources, have all been the target of XMM-Newton observations. The XMM-Newton EPICpn count rate in the 2–10 keV energy range and exposure time is also given. For two of them, UGC 10683 and ESO 0141-G055, no XMM-Newton
data were available as of April 2008. This reduces the number of XSS-selected bright sources in the FERO sample to 31.
Page 19 of 22
A&A 524, A50 (2010)
Table B.1. List of sources within the FERO sample where multiple observations are available but only one has been used (the one with longest
exposure time).
Source
1H0707-495
ESO113-G010
ESO198-G24
IZW1
MR2251-178
MRK 841
NGC 2622
NGC 4051
NGC 4593
PG 1211+143
UGC 3973
PG 1116+215
IRASF12397+3333
List of
XMM-Newton
observation
IDs combined
0148010301
0110890201
0301890101
0103861601
0305370101
0067190101
0112910101
0300470101
0110890301
0012940101
0112910301
0205340201
0112910201
0070740101
0070740301
0205340401
0302260201
0302260401
0109141401
0157560101
0059830101
0109970101
0112610101
0208020101
0400070201
0103860801
0103862101
0201940101
0201940201
0111290401
0202180201
0202180301
Date
Exposure
(ks)
2002-10-13
2000-10-21
2005-11-10
2001-05-03
2006-02-04
2001-01-24
2000-12-01
2005-07-18
2002-06-22
2002-05-18
2000-11-29
2005-01-16
2001-01-13
2001-01-13
2001-01-14
2005-07-17
2005-04-09
2005-10-08
2001-05-16
2002-11-22
2002-06-23
2000-07-02
2001-06-15
2004-06-21
2006-09-30
2000-10-09
2001-04-26
2004-12-17
2004-12-19
2001-12-02
2005-06-20
2005-06-23
70.0
36.4
90.6
4.0
85.3
26.4
6.8
58.0
18.4
44.5
3.5
30.1
5.9
7.6
9.3
17.3
6.6
4.5
73.3
46.2
53.2
8.8
49.5
43.6
14.5
1.7
3.6
69.3
5.0
5.5
68.7
9.1
Notes. Observation IDs in bold correspond to those observations that have been considered, while observation IDs not in bold have been discarded.
Page 20 of 22
I. de la Calle Pérez et al.: Statistics of relativistic Fe Kα lines in Type 1 AGN
Table C.1. Flux-limited sample: relevant best-fit-model parameters corresponding to the neutral reflection run and 6.4 keV relativistic Fe Kα line.
Source
AKN564
NGC526A
MCG-6-30-15
MRK766
NGC5548
MCG+8-11-11
MRK704
NGC3516
MCG-5-23-16
NGC3227
H0557-385
NGC4593
NGC7469
NGC3783
ESO511-G030
IRAS05078+1626
MRK279
MRK509
NGC7314
NGC7213
IC4329A
MR2251-178
H1846-786
FAIRALL9
UGC3973
MCG-2-58-22
NGC4051
MRK590
ARK120
MRK110
ESO198-G24
Power Law
Γ
+0.05
2.82−0.25
+0.10
1.52−0.02
+0.02
2.05−0.01
+0.06
2.10−0.05
+0.02
1.64−0.01
+0.05
1.78−0.04
+0.04
1.72−0.14
+0.06
1.61−0.06
+0.04
1.65−0.02
+0.01
1.52−0.02
+0.2
1.86−0.05
+0.03
1.84−0.04
>1.97
+0.01
1.70−0.01
+0.02
1.93−0.03
+0.03
1.72−0.06
+0.02
1.83−0.03
>1.96
+0.11
2.09−0.08
+0.09
1.76−0.02
+0.02
1.79−0.01
+0.03
1.32−0.01
+0.21
1.87−0.10
+0.05
1.90−0.11
+0.27
1.78−0.16
+0.10
1.69−0.04
+0.07
2.02−0.01
+0.08
1.61−0.02
+0.02
2.12−0.03
+0.02
1.88−0.06
+0.07
1.79−0.04
Warm Absorber
NH
ξ
(1022 cm−2 ) (erg cm−1 s−1 )
+0.17
0.76−0.52
–
+0.42
1.24−0.05
<0.47
+0.04
+1.97
0.80−0.14
6.30−2.98
+0.19
+8.71
0.40−0.12
10.37−4.92
<0.42
–
<6.24
–
+3.82
9.67−3.86
105.42+74.83
−30.54
+0.63
4.48−0.52
77.03+11.98
−16.48
+0.13
1.20−0.02
<0.02
+0.07
0.09−0.03
<25.38
+0.57
1.22−0.32
5.67+14.75
−5.24
<4.07
–
<0.53
–
+4.09
+0.08
1.64−0.06
54.21−4.70
<1.38
–
+3.00
4.94−4.05
–
<0.51
–
<0.2
–
+0.32
+5.88
1.35−0.29
4.86−3.81
<7.67
–
+0.04
0.33−0.02
<0.47
<0.61
–
<8.95
–
<2.67
–
<37.79
–
<2.93
–
+3.39
2.21−0.64
–
<3.39
–
<0.52
–
<1.21
–
<2.57
–
Compton Reflection
Norm
(10−3 keV−1 cm−2 s−1 )
+0.62
+1.36
2.22−1.25
18.38−3.40
+0.49
<0.77
4.46−0.21
+0.29
+0.23
0.51−0.17
17.38−0.49
+0.77
0.78−0.42
>6.87
+2.82
+0.46
0.20−0.12
8.57−0.04
+0.54
+0.62
1.37−0.48
11.78−0.56
+0.63
<3.33
3.37−0.84
+0.22
+0.14
1.99−0.32
4.02−0.27
+0.19
+0.79
1.15−0.18
19.37−0.48
+0.09
+0.12
0.15−0.12
6.70−0.19
+4.12
<3.28
13.63−2.52
+0.32
+0.44
1.24−0.31
11.88−0.55
+0.25
+0.20
1.79−0.19
10.07−0.07
+0.04
+0.08
0.51−0.43
13.44−0.17
+0.62
+0.26
2.10−0.10
6.31−0.06
+0.28
+0.12
1.70−0.76
5.96−0.38
+0.10
+0.07
1.16−0.35
7.79−0.07
+0.07
+0.10
2.49−0.36
12.88−0.18
+1.00
+2.45
1.16−0.64
18.22−2.02
+0.38
<0.77
5.80−0.30
+0.07
+0.18
0.93−0.21
26.85−0.37
+0.24
+0.10
0.54−0.48
3.06−0.04
+0.45
>0
1.98−0.19
+0.65
+0.22
1.70−1.05
3.56−0.28
+1.64
>0
3.06−0.59
+0.97
<3.32
7.65−0.49
+1.09
<1.49
9.48−0.23
+0.92
+0.08
0.59−0.39
1.46−0.04
+0.35
+0.31
2.14−0.34
15.95−0.34
+0.25
+0.12
1.47−0.61
8.58−0.39
+0.83
+0.16
1.79−0.51
2.7−0.09
R
EW Narrow Fe Kα Emission Lines
FeI 6.4 keV
FeXXV 6.7 keV
FeXXVI 6.96 keV
(eV)
(eV)
(eV)
<18
13+10
<4
−11
42+13
<26
<22
−17
44+4
<5
<7
−4
32+4
<21
20+9
−6
−11
67+7
<4
<7
−12
+10
97−11
<10
<17
<83
<42
<45
140+9
<7
<5
−13
32+6
<5
<5
−6
59+9
<5
8+6
−5
−18
<31
<14
<26
39+26
<10
14+8
−7
−16
73+5
<3
<9
−6
90+3
<1
23+5
−8
−3
11+0
<14
<12
−0
38+21
11+10
<11
−23
−10
55+16
<3
7+7
−14
−6
34+4
<4
<3
−4
+10
<56
14−10
27+11
−11
+13
82+14
22
17+13
−15
−13
−15
+6
+4
34−9
<4
8−3
23+11
<5
<2
−8
+71
78+60
<35
104
−72
−58
+27
107−23
<21
<29
+57
156−68
<87
<38
<51
<20
21+27
−19
63+12
17+10
<17
−13
−11
113+16
<31
41+20
−18
−15
+6
65+7
15
9+7
−7
−7
−6
33+10
<6
<3
−10
60+12
<8
<8
−15
Notes. Errors are given at the 90% confidence level. Upper limits to the relevant parameters are also given at the 90% confidence level. Sources
with a significant broad Fe Kα line detection are marked in bold (as listed in Table 2).
Table D.1. Flux-limited sample: list of 20 sources with an upper limit to the relativistic Fe Kα line EW.
Source
MRK 704
FAIRALL9
AKN 564
MCG-2-58-22
H1846-786
MCG+8-11-11
NGC 526A
MRK 110
NGC 7213
UGC 3973
H0557-385
MR2251-178
NGC 7314
NGC 4593
NGC 7469
IRAS05078+1626
MRK 279
NGC 5548
ESO198-G24
MRK 590
Cts2−10 keV
(105 cts)
0.146 ± 0.012
0.341 ± 0.018
1.889 ± 0.043
0.250 ± 0.016
0.044 ± 0.007
1.284 ± 0.036
0.903 ± 0.030
1.104 ± 0.033
0.724 ± 0.027
0.389 ± 0.020
0.446 ± 0.021
1.062 ± 0.032
1.358 ± 0.037
2.455 ± 0.049
4.769 ± 0.069
1.079 ± 0.033
3.259 ± 0.057
3.133 ± 0.056
0.981 ± 0.031
0.552 ± 0.023
EW upper limit
(eV)
362.1
320.4
292.3
208.5
173.7
158.4
122.1
115.6
107.4
100.2
99.3
99.2
87.8
84.2
84.0
61.4
38.2
37.6
35.8
33.4
Notes. The EW upper limit is provided at the 90% confidence level.
Page 21 of 22
A&A 524, A50 (2010)
Table E.1. Summary of the results of the self-consistent reflection model.
Source
IC 4329A
MCG-5-23-16
ESO511-G030
MCG-6-30-15
NGC 4051
NGC 3516
NGC 3783
NGC 3227
MRK 509
MRK 766
ARK 120
Distant reflection
Disc reflection
0.5 ± 0.2
0.3 ± 0.1
0.7 ± 0.2
0.2 ± 0.1
0.9 ± 0.3
1.5 ± 0.3
0.8 ± 0.2
0.6 ± 0.2
0.3 ± 0.1
0.3 ± 0.1
1.0 ± 0.3
0.3 ± 0.2
0.5 ± 0.3
0.8 ± 0.4
2.4 ± 0.8
1.0 ± 0.5
1.8 ± 0.5
0.8 ± 0.4
0.5 ± 0.3
1.0 ± 0.6
0.8 ± 0.4
0.7 ± 0.4
Disc ionisation
(erg cm s−1 )
150+80
−65
≤70
70 ± 50
62+40
−50
140+90
−80
≤70
≤90
70+60
−60
80+40
−50
700+120
−350
80+80
−30
θ
(◦ )
34+11
−12
31+7
−12
37+21
20
39 ± 5
18+9
−13
34+7
−12
27+19
−20
26 ± 9
≥45
28 ± 8
45 ± 10
a
β
χ2 /d.o.f.
≥0
≥0
≥0
≥0.8
≥0.3
≥0.3
≥0.2
≥0
≥0.4
≥0.3
≥0.1
+1.3
2.0−0.9
+1.5
1.8−0.8
+0.8
2.6−1.7
+0.8
3.4−0.5
+0.6
2.5−0.5
2.7±0.4
+0.5
3.1−0.4
+1.1
2.3−0.7
+0.8
2.8−0.5
+0.4
2.6−0.5
+0.9
2.7−1.2
197.2/163
247.3/164
185.0/162
192.1/164
172.0/162
212.7/161
221.4/163
226.5/162
244.2/160
262.5/162
188.7/160
Notes. All sources for which a detection of a relativistic line component is claimed in the paper have been described with two self-consistent
reflection models, one for distant reflection (the PEXMON model), the other for disc reflection (the REFLION model). The relevant parameters
and fitting statistics are reported in this table.
Table E.2. Comparison of the phenomenological and self-consistent model.
Source
IC4329A
MCG-5-23-16
ESO511-G030
MCG-6-30-15
NGC4051
NGC3516
NGC3783
NGC3227
MRK509
MRK766
ARK120
Phenomenological model
θ
a
β
(◦ )
28+6
≥0
≤1.3
−11
21+8
≥0
≤1.6
−3
18 ± 7
≥0
≤1.1
+0.01
40+1
0.86−0.02
4.1±0.2
−3
+0.3
22 ± 6
≥0.46
2.9−0.4
+0.2
27+2
≥0.48
2.8
−3
−0.3
+0.1
≤8
≥0.16
2.7−0.2
+0.6
23 ± 4
≥0
1.9−0.5
+0.03
53 ± 1 0.78−0.04
≥3.8
+0.2
20+3
≥0.47
2.7−0.1
−2
+0.6
≥59
≥0
2.2−0.3
Self-consistent model
θ
a
β
(◦ )
+0.8
34+11
≥0
1.9−1.0
−12
+1.5
31+7
≥0
1.8
−12
−0.8
+21
+0.8
37−20
≥0
2.6−1.7
+0.8
39 ± 5
≥0.8
3.4−0.5
+9
+0.6
18−13
≥0.3
2.5−0.5
34+7
≥0.3
2.7±0.4
−12
+0.5
27+19
≥0.2
3.1−0.4
−20
+1.1
26 ± 9
≥0
2.3−0.7
+0.8
≥45
≥0.4
2.8−0.5
+0.4
28 ± 8
≥0.3
2.6−0.5
+0.9
48 ± 12 ≥0.1
2.7−1.2
Notes. This table shows a comparison of the best-fitting relativistic parameters (only disc parameters are shown) obtained by applying the phenomenological model discussed throughout the paper (whose full results are given in Table 2) and the more self-consistent one discussed in
Appendix E. Here, only sources for which a detection of a relativistic line component is claimed in the paper are shown.
Page 22 of 22
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A secreted LysM effector protects fungal hyphae through chitin-dependent homodimer polymerization
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bioRxiv preprint dependent homodimer polymerization
2 Andrea Sánchez-Vallet1,2,‡, Hui Tian1,‡, Luis Rodriguez-Moreno1,‡,†, Dirk-Jan Valkenburg1,
4
Raspudin Saleem-Batcha3,§, Stephan Wawra4, Anja Kombrink1, Leonie Verhage1, Ronnie de
5
Jonge1,ƒ, H. Peter van Esse1,ø, Alga Zuccaro4, Daniel Croll5, Jeroen R. Mesters3,+,* and Bart
6
P.H.J. Thomma1, 4,+,*
7 P.H.J. Thomma1, 4,+,*
7
8
1Laboratory of Phytopathology, Wageningen University& Research, Droevendaalsesteeg 1,
9
6708 PB Wageningen, The Netherlands. 10
2Plant Pathology Group, Institute of Integrative Biology, ETH Zurich, Zurich, Switzerland. 11
3Institute of Biochemistry, Center for Structural and Cell Biology in Medicine, University of
12
Lübeck, Ratzeburger Allee 160, 23538 Lübeck, Germany. 13
4University of Cologne, Botanical Institute, Cluster of Excellence on Plant Sciences
14
(CEPLAS), 50674 Cologne, Germany. 15
5Institute of Biology, University of Neuchâtel, Rue Emile-Argand 11, CH-2000 Neuchâtel,
16
Switzerland. 17
18
‡ These authors contributed equally
19
+ These authors contributed equally
20
§Present address: Center for Biological Systems Analysis, University of Freiburg,
21
Habsburgerstrasse 49, 79104 Freiburg, Germany
22
†Present address: Departamento de Biología Celular, Genética y Fisiología, Universidad de
23
Málaga, Málaga, Spain. 24 8
1Laboratory of Phytopathology, Wageningen University& Research, Droevendaalsesteeg 1,
9
6708 PB Wageningen, The Netherlands. 10 2Plant Pathology Group, Institute of Integrative Biology, ETH Zurich, Zurich, Switzerland. 11
3Institute of Biochemistry, Center for Structural and Cell Biology in Medicine, University of
12
Lübeck, Ratzeburger Allee 160, 23538 Lübeck, Germany. 13 2Plant Pathology Group, Institute of Integrative Biology, ETH Zurich, Zurich, Switzerland. 11
3Institute of Biochemistry, Center for Structural and Cell Biology in Medicine, University of
12
Lübeck, Ratzeburger Allee 160, 23538 Lübeck, Germany. 13 †Present address: Departamento de Biología Celular, Genética y Fisiología, Universidad de
23
Málaga, Málaga, Spain. 24 1 . CC-BY 4.0 International license
available under a
was not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made
The copyright holder for this preprint (which
this version posted September 30, 2019. ;
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bioRxiv preprint . CC-BY 4.0 International license
available under a
was not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made
The copyright holder for this preprint (which
this version posted September 30, 2019. dependent homodimer polymerization
2 ;
https://doi.org/10.1101/787820
doi:
bioRxiv preprint øPresent address: The Sainsbury Laboratory, University of East Anglia, Norwich Research
25
Park, NR4 7UH, UK
26
ƒPresent address: Plant-Microbe Interactions, Department of Biology, Science4Life, Utrecht
27
University, Padualaan 8, Utrecht, 3584 CH, The Netherlands
28
*To whom correspondence should be addressed. E-mail: bart.thomma@wur.nl and
29
jeroen.mesters@uni-luebeck.de
30 øPresent address: The Sainsbury Laboratory, University of East Anglia, Norwich Research
25 øPresent address: The Sainsbury Laboratory, University of East Anglia, Norwich Research
25
P k NR4 7UH UK
26 øPresent address: The Sainsbury Laboratory, University of East Anglia, Norwich Research
25 ƒPresent address: Plant-Microbe Interactions, Department of Biology, Science4Life, Utrecht
27
University, Padualaan 8, Utrecht, 3584 CH, The Netherlands
28 ƒPresent address: Plant-Microbe Interactions, Department of Biology, Science4Life, Utrecht
27
University, Padualaan 8, Utrecht, 3584 CH, The Netherlands
28 *To whom correspondence should be addressed. E-mail: bart.thomma@wur.nl and
29 *To whom correspondence should be addressed. E-mail: bart.thomma@wur.nl and
29 jeroen.mesters@uni-luebeck.de
30 2 . CC-BY 4.0 International license
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was not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made
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bioRxiv preprint ABSTRACT
31 CC-BY 4.0 International license
available under a
was not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made
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bioRxiv preprint ABSTRACT
31 Plants trigger immune responses upon recognition of fungal cell wall chitin, followed by the
32
release of various antimicrobials, including chitinase enzymes that hydrolyze chitin. In turn,
33
many fungal pathogens secrete LysM effectors that prevent chitin recognition by the host
34
through scavenging of chitin oligomers. We previously showed that intrachain LysM
35
dimerization of the Cladosporium fulvum effector Ecp6 confers an ultrahigh-affinity binding
36
groove that competitively sequesters chitin oligomers from host immune receptors. 37
Additionally, particular LysM effectors are found to protect fungal hyphae against chitinase
38
hydrolysis during host colonization. However, the molecular basis for the protection of fungal
39
cell walls against hydrolysis remained unclear. Here, we determined a crystal structure of the
40
single LysM domain-containing effector Mg1LysM of the wheat pathogen Zymoseptoria
41
tritici and reveal that Mg1LysM is involved in the formation of two kinds of dimers; a chitin-
42
dependent dimer as well as a chitin-independent homodimer. In this manner, Mg1LysM gains
43
the capacity to form a supramolecular structure by chitin-induced oligomerization of chitin-
44
independent Mg1LysM homodimers, a property that confers protection to fungal cell walls
45
against
host
chitinases. 46 Plants trigger immune responses upon recognition of fungal cell wall chitin, followed by the
32
release of various antimicrobials, including chitinase enzymes that hydrolyze chitin. In turn,
33
many fungal pathogens secrete LysM effectors that prevent chitin recognition by the host
34
through scavenging of chitin oligomers. We previously showed that intrachain LysM
35
dimerization of the Cladosporium fulvum effector Ecp6 confers an ultrahigh-affinity binding
36
groove that competitively sequesters chitin oligomers from host immune receptors. 37
Additionally, particular LysM effectors are found to protect fungal hyphae against chitinase
38
hydrolysis during host colonization. However, the molecular basis for the protection of fungal
39
cell walls against hydrolysis remained unclear. Here, we determined a crystal structure of the
40
single LysM domain-containing effector Mg1LysM of the wheat pathogen Zymoseptoria
41
tritici and reveal that Mg1LysM is involved in the formation of two kinds of dimers; a chitin-
42
dependent dimer as well as a chitin-independent homodimer. In this manner, Mg1LysM gains
43
the capacity to form a supramolecular structure by chitin-induced oligomerization of chitin-
44
independent Mg1LysM homodimers, a property that confers protection to fungal cell walls
45
against
host
chitinases. 46 3 3 . INTRODUCTION
47 Fungi constitute an evolutionarily and ecologically diverse group of microorganisms that are
48
characterized by the presence of chitin, an N-acetyl-D-glucosamine (GlcNAc) homopolymer,
49
in their cell walls. In addition to providing strength, shape, rigidity and protection against
50
environmental hazards, chitin is also a well-known inducer of plant immune responses
51
(Boller, 1995; Sánchez-Vallet et al, 2015; Shibuya et al, 1993). A major mechanism of plant
52
defense against fungal invasion includes the secretion of microbial cell wall-degrading
53
enzymes that include chitin-degrading enzymes, known as chitinases, to hinder fungal
54
pathogen ingress (Schlumbaum et al, 1986; van Loon et al, 2006). Plant chitinases are diverse
55
in nature, and grouped into six different classes that belong to glycosyl hydrolase families 18
56
and 19 (Adrangi & Faramarzi, 2013; Hamid et al, 2013). Although many chitinases are
57
specifically produced upon pathogen invasion, others are constitutively expressed (van Loon
58
et al, 2006). 59 Chitin hydrolysis on the one hand inhibits fungal growth, and on the other hand
60
releases chitooligosacharides (Kasprzewska, 2003; Liu et al, 2014) that are recognized by cell
61
surface receptors of host cells to mount an appropriate immune response (Rovenich et al,
62
2016; Sánchez-Vallet et al, 2015). In plants, chitin is recognized in the extracellular space
63
through membrane-exposed Lysin motif (LysM)-containing receptor molecules (Kaku et al,
64
2006; Liu et al, 2012; Miya et al, 2007; Shibuya et al, 1993). In turn, many successful fungal
65
pathogens have evolved effector molecules that either protect their cell walls against plant
66
chitinases or prevent or perturb the elicitation of chitin-triggered host immunity (De Jonge et
67
al, 2010; Marshall et al, 2011; Ökmen et al, 2018; Rovenich et al, 2016; Sánchez-Vallet et al,
68
2015). 69 Since decades, the interaction between the foliar fungal pathogen Cladosporium
70
fulvum and its only host tomato has been studied to unravel the role of pathogen virulence and
71 4 . CC-BY 4.0 International license
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bioRxiv preprint . INTRODUCTION
47 CC-BY 4.0 International license
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was not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made
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bioRxiv preprint host defense mechanisms, including mechanisms that revolve around chitin (de Wit, 2016). 72
After leaf penetration, C. fulvum secretes an arsenal of apoplastic effector proteins, including
73
the chitin-binding effector proteins Avr4, which protects fungal hyphae against hydrolysis by
74
plant chitinases (van den Burg et al, 2006; Van Esse et al, 2007), and Ecp6, which perturbs
75
the activation of chitin-triggered host immunity (De Jonge et al, 2010; Sánchez-Vallet et al,
76
2013). Whereas Avr4 binds chitin through an invertebrate chitin-binding domain (Kohler et
77
al, 2016, van den Burg et al, 2004), Ecp6 utilizes LysM domains for chitin binding (De Jonge
78
et al, 2010; Sánchez-Vallet et al, 2013). Previous biochemical analysis revealed that Avr4
79
monomers require a stretch of at least three exposed GlcNAc residues for binding, and
80
positive allosteric interactions among Avr4 molecules occur during chitin binding to facilitate
81
the shielding of cell wall chitin against host chitinases (van den Burg et al, 2004). Based on
82
X-ray crystallography it was recently shown that two Avr4 molecules interact through their
83
chitohexaose ligand to form a three-dimensional molecular sandwich that encapsulates two
84
chitohexaose molecules within the dimeric assembly (Hurlburt et al, 2018). A crystal structure
85
of Ecp6 revealed chitin-induced dimerization of two of the three LysM domains, resulting in
86
the formation of an ultrahigh affinity (pM) chitin-binding groove, conferring the capacity to
87
outcompete plant receptors for chitin binding (Sánchez-Vallet et al, 2013). Interestingly,
88
whereas Avr4 homologs are found in other, C. fulvum-related, Dothideomycete plant
89
pathogens (Stergiopoulos et al, 2010), LysM effectors are widespread in the fungal kingdom
90
(Bolton et al, 2008; De Jonge & Thomma, 2009; Kombrink & Thomma, 2013). In several
91
plant pathogenic fungi, including the Dothideomycete Zymoseptoria tritici and the
92
Sodariomycetes Magnaporthe oryzae, Colletotrichum higginsianum and Verticillium dahliae,
93
LysM effectors have been shown to contribute to virulence through chitin binding (Kombrink
94
et al, 2017; Marshall et al, 2011; Mentlak et al, 2012; Takahara et al, 2016). 95 host defense mechanisms, including mechanisms that revolve around chitin (de Wit, 2016). INTRODUCTION
47 72
After leaf penetration, C. fulvum secretes an arsenal of apoplastic effector proteins, including
73
the chitin-binding effector proteins Avr4, which protects fungal hyphae against hydrolysis by
74
plant chitinases (van den Burg et al, 2006; Van Esse et al, 2007), and Ecp6, which perturbs
75
the activation of chitin-triggered host immunity (De Jonge et al, 2010; Sánchez-Vallet et al,
76
2013). Whereas Avr4 binds chitin through an invertebrate chitin-binding domain (Kohler et
77
al, 2016, van den Burg et al, 2004), Ecp6 utilizes LysM domains for chitin binding (De Jonge
78
et al, 2010; Sánchez-Vallet et al, 2013). Previous biochemical analysis revealed that Avr4
79
monomers require a stretch of at least three exposed GlcNAc residues for binding, and
80
positive allosteric interactions among Avr4 molecules occur during chitin binding to facilitate
81
the shielding of cell wall chitin against host chitinases (van den Burg et al, 2004). Based on
82
X-ray crystallography it was recently shown that two Avr4 molecules interact through their
83
chitohexaose ligand to form a three-dimensional molecular sandwich that encapsulates two
84
chitohexaose molecules within the dimeric assembly (Hurlburt et al, 2018). A crystal structure
85
of Ecp6 revealed chitin-induced dimerization of two of the three LysM domains, resulting in
86
the formation of an ultrahigh affinity (pM) chitin-binding groove, conferring the capacity to
87
outcompete plant receptors for chitin binding (Sánchez-Vallet et al, 2013). Interestingly,
88
whereas Avr4 homologs are found in other, C. fulvum-related, Dothideomycete plant
89
pathogens (Stergiopoulos et al, 2010), LysM effectors are widespread in the fungal kingdom
90
(Bolton et al, 2008; De Jonge & Thomma, 2009; Kombrink & Thomma, 2013). In several
91
plant pathogenic fungi, including the Dothideomycete Zymoseptoria tritici and the
92
Sodariomycetes Magnaporthe oryzae, Colletotrichum higginsianum and Verticillium dahliae,
93
LysM effectors have been shown to contribute to virulence through chitin binding (Kombrink
94
et al, 2017; Marshall et al, 2011; Mentlak et al, 2012; Takahara et al, 2016). 95 host defense mechanisms, including mechanisms that revolve around chitin (de Wit, 2016). 72
After leaf penetration, C. fulvum secretes an arsenal of apoplastic effector proteins, including
73
the chitin-binding effector proteins Avr4, which protects fungal hyphae against hydrolysis by
74
plant chitinases (van den Burg et al, 2006; Van Esse et al, 2007), and Ecp6, which perturbs
75
the activation of chitin-triggered host immunity (De Jonge et al, 2010; Sánchez-Vallet et al,
76
2013). INTRODUCTION
47 Whereas Avr4 binds chitin through an invertebrate chitin-binding domain (Kohler et
77
al, 2016, van den Burg et al, 2004), Ecp6 utilizes LysM domains for chitin binding (De Jonge
78
et al, 2010; Sánchez-Vallet et al, 2013). Previous biochemical analysis revealed that Avr4
79
monomers require a stretch of at least three exposed GlcNAc residues for binding, and
80
positive allosteric interactions among Avr4 molecules occur during chitin binding to facilitate
81
the shielding of cell wall chitin against host chitinases (van den Burg et al, 2004). Based on
82
X-ray crystallography it was recently shown that two Avr4 molecules interact through their
83
chitohexaose ligand to form a three-dimensional molecular sandwich that encapsulates two
84
chitohexaose molecules within the dimeric assembly (Hurlburt et al, 2018). A crystal structure
85
of Ecp6 revealed chitin-induced dimerization of two of the three LysM domains, resulting in
86
the formation of an ultrahigh affinity (pM) chitin-binding groove, conferring the capacity to
87
outcompete plant receptors for chitin binding (Sánchez-Vallet et al, 2013). Interestingly,
88
whereas Avr4 homologs are found in other, C. fulvum-related, Dothideomycete plant
89
pathogens (Stergiopoulos et al, 2010), LysM effectors are widespread in the fungal kingdom
90
(Bolton et al, 2008; De Jonge & Thomma, 2009; Kombrink & Thomma, 2013). In several
91
plant pathogenic fungi, including the Dothideomycete Zymoseptoria tritici and the
92
Sodariomycetes Magnaporthe oryzae, Colletotrichum higginsianum and Verticillium dahliae,
93
LysM effectors have been shown to contribute to virulence through chitin binding (Kombrink
94 5 5 . CC-BY 4.0 International license
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was not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made
The copyright holder for this preprint (which
this version posted September 30, 2019. ;
https://doi.org/10.1101/787820
doi:
bioRxiv preprint . CC-BY 4.0 International license
available under a
was not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made
The copyright holder for this preprint (which
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bioRxiv preprint The LysM effectors Mg1LysM and Mg3LysM, with one and three LysM domains,
96
respectively, have been characterized from the Septoria tritici blotch pathogen of wheat, Z. 97
tritici (Marshall et al, 2011). Functional characterization has revealed that Mg3LysM can
98
suppress chitin-induced immunity in a similar fashion as C. fulvum Ecp6. INTRODUCTION
47 Surprisingly, in
99
contrast to Ecp6 and similar to Avr4, Mg3LysM was additionally shown to have the ability to
100
protect fungal hyphae against chitinase hydrolysis. As expected, based on the presence of a
101
single LysM domain only, a role in suppression of chitin-triggered immunity could not be
102
demonstrated for Mg1LysM (Marshall et al, 2011). Intriguingly, however, Mg1LysM was
103
characterized as a functional homolog of Avr4 that protects hyphae against hydrolysis by host
104
chitinases (Marshall et al, 2011). In order to understand how a LysM effector that is
105
composed from little more than only a single LysM domain is able to confer protection of cell
106
wall chitin from hydrolysis by plant enzymes, we aimed to obtain a crystal structure of the Z. 107
tritici effector Mg1LysM in this study. Surprisingly, we discovered that Mg1LysM has the
108
ability to simultaneously undergo ligand-mediated dimerization as well as ligand-independent
109
homodimerization, allowing the formation of a contiguous oligomeric structure that anchors
110
to the fungal cell wall through chitin to confer its protection ability. 111 6 6 . CC-BY 4.0 International license
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bioRxiv preprint . CC-BY 4.0 International license
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was not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made
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bioRxiv preprint RESULTS
112
Crystal
structure
of
Mg1LysM
reveals
ligand-dependent
and
-independent
113
intermolecular dimerization
114
In order to understand LysM effector functionality, and particularly how Mg1LysM is able to
115
protect chitin against chitinase hydrolysis, the crystal structure of Mg1LysM was determined. 116
To this end, Mg1LysM was heterologously produced in the yeast Pichia pastoris and purified
117
based on the presence of a His-FLAG affinity tag. The large Mg1LysM crystals that were
118
finally obtained by micro-seeding techniques (Bergfors, 2003) belonged to the space group P
119
61 2 2. Some crystals were soaked with the Ta6Br14 cluster and initial phases were determined
120
by the single-wavelength anomalous dispersion technique (SAD; Table 1). INTRODUCTION
47 The initial phases
121
were further improved with the help of an I3C soaked crystal. A native dataset was finally
122
refined to a resolution of 2.41 Å with an Rwork and Rfree of 17.96% and 22.03%,
123
respectively (Table 1). The structure model comprises in total four copies of the complete
124
mature protein sequence except for the first amino acid after the signal peptide for chains A to
125
C and the first two amino acids after the signal peptide for chain D, and one carbohydrate
126
molecule per asymmetric unit (a.u.). 127
A
d
h
i
f h
d
i
f
1
i
128 Crystal
structure
of
Mg1LysM
reveals
ligand-dependent
and
-independent
113
intermolecular dimerization
114 In order to understand LysM effector functionality, and particularly how Mg1LysM is able to
115
protect chitin against chitinase hydrolysis, the crystal structure of Mg1LysM was determined. 116
To this end, Mg1LysM was heterologously produced in the yeast Pichia pastoris and purified
117
based on the presence of a His-FLAG affinity tag. The large Mg1LysM crystals that were
118
finally obtained by micro-seeding techniques (Bergfors, 2003) belonged to the space group P
119
61 2 2. Some crystals were soaked with the Ta6Br14 cluster and initial phases were determined
120
by the single-wavelength anomalous dispersion technique (SAD; Table 1). The initial phases
121
were further improved with the help of an I3C soaked crystal. A native dataset was finally
122
refined to a resolution of 2.41 Å with an Rwork and Rfree of 17.96% and 22.03%,
123
respectively (Table 1). The structure model comprises in total four copies of the complete
124
mature protein sequence except for the first amino acid after the signal peptide for chains A to
125
C and the first two amino acids after the signal peptide for chain D, and one carbohydrate
126
molecule per asymmetric unit (a.u.). 127 As expected, the tertiary structure of the LysM domain of an Mg1LysM monomer is
128
similar to that of previously described LysM domains (Bateman & Bycroft, 2000; Bielnicki et
129
al, 2006; Bozsoki et al, 2017; Koharudin et al, 2011; Liu et al, 2012; Sánchez-Vallet et al,
130
2013) with a conserved βααβ-fold in which the antiparallel β-sheet lies adjacent to two α-
131
helices (Fig1 and S1 Fig). The compact LysM structure is stabilized by two disulfide bridges
132
between Cys44 and Cys78, and between Cys13 and Cys70 (Fig 1 and S1 Fig). In addition to the
133
single LysM domain, Mg1LysM comprises a relatively long N-terminal tail that contains a
134
short β-strand (Fig 1). 135 7 . CC-BY 4.0 International license
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was not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. Crystal
structure
of
Mg1LysM
reveals
ligand-dependent
and
-independent
113
intermolecular dimerization
114 CC-BY 4.0 International license
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bioRxiv preprint pastoris. Potentially, this finding indicates that Mg1LysM displays an increased affinity for
161
chitin (low micromolar range) when compared with other, single-acting, LysM domains. The
162
chitin binding site is formed by the loops between the first ß-strand and the first α-helix and
163
between the second α-helix and the second ß-strand of Mg1LysM, encompassing the residues
164
26GDTLT30 and 56NRI58 that are conserved in many other LysM domains including those of
165
Ecp6 (Sánchez-Vallet et al, 2013) (S1 Fig). Remarkably, besides the ligand-independent
166
Mg1LysM homodimerization described above, the crystal structure revealed that chitin
167
induces a dimerization of homodimers and, consequently, that a chitin-binding groove is
168
formed by two LysM domains from two independent protomers (Fig 1, Fig 2). In addition to
169
the amino acids that are in direct contact with the chitin trimer, the ligand-induced
170
dimerization is strengthened by several hydrogen bonds that occur between residues from the
171
two protomers involved. One salt bridge between residues K31 and D54 of the different
172
protomers stabilizes the binding of the single chitin molecule and adds further strength to the
173
dimerization, resulting in a tight binding pocket in which the chitin trimer is strongly bound
174
(Fig 2). Arguably, we would expect an increased chitin-binding affinity of Mg1LysM when
175
compared with a single-acting LysM domain, which can explain in turn why the chitin
176
remained adhered to the Mg1LysM protein during the protein purification procedure. 177 161 In order to determine the Mg1LysM chitin-binding affinity, isothermal titration
178
calorimetry (ITC) analysis was used. Since the crystal structure revealed that a portion of the
179
Mg1LysM binding sites were occupied by chitin in the P. Crystal
structure
of
Mg1LysM
reveals
ligand-dependent
and
-independent
113
intermolecular dimerization
114 It is made
The copyright holder for this preprint (which
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bioRxiv preprint The four Mg1LysM monomers within the a.u. form two pairs of homodimers that are
136
each very tightly packed. The large homodimerization interface that occurs between two
137
monomers was calculated to be 1113 Å2 using PISA (Protein Interfaces, Surfaces and
138
Assemblies; http://www.ebi.ac.uk/pdbe/prot_int/pistart.html) (Krissinel & Henrick, 2007) and
139
is stabilized by a total of 25 hydrogen bonds between residues of each of the monomers. In
140
addition, the crystal structure revealed that the N-terminal 12 amino acid tails of the
141
homodimer run anti-parallel and form a small but stable β-sheet (5ITI7 of each chain) that is
142
stabilized by clustering of all four isoleucine side-chain residues and by threonine-threonine
143
sidechain hydrogen bonding, potentially strengthening the homodimer (Fig 1). The latter
144
hypothesis is further supported by the formation of two additional salt bridges formed
145
between Arg2 of one subunit and Asp12 of the other one (Fig 1B and 1C). The root mean
146
square deviations (rmsd) between the Cα atoms of the two homodimers of the a.u. is 0.267 Å
147
as calculated with Lsqkab of the CCP4 suite (Winn, et al, 2011). 148 Surprisingly, when determining the crystal structure for the C. fulvum LysM effector
149
Ecp6 in the absence of exogenously added chitin we found a chitin tetramer in a large
150
interdomain groove between two of the three intrachain LysM domains that appeared to
151
constitute an ultra-high affinity binding site, while no chitin binding was observed to the
152
remaining, third LysM domain of Ecp6 (Sánchez-Vallet et al, 2013). Unexpectedly, the
153
calculated 2|F0| – |Fc| electron density map of the Mg1LysM crystal structure assembly
154
similarly revealed well-defined electron density for a single chitin trimer bound to one
155
monomer of the a.u. only (S2 Fig). Inspection of the crystal packing interactions unveiled the
156
presence of a chitin binding pocket formed between two Mg1LysM protomers of
157
neighbouring homodimers (Fig 1). Since protein purification and crystallization was
158
performed without exogenous addition of chitin in this case as well, we concluded that the
159
chitin once more was derived from the cell wall of the heterologous protein production host P. 160 8 8 . Crystal
structure
of
Mg1LysM
reveals
ligand-dependent
and
-independent
113
intermolecular dimerization
114 Interestingly, none of these non-synonymous SNPs localized
196
within the signal peptide, the homodimerization surface, the chitin-binding groove or
197
concerned the residues involved in disulfide or salt bridge formation (Fig 4), pointing towards
198
the relevance of these sites for the functionality of Mg1LysM. 199
200
Chitin-induced Mg1LysM polymerization is crucial for protection of hyphae against the
201
hydrolytic activity of plant chitinases
202
We first attempted to evaluate the contribution of the ligand-independent Mg1LysM
203
homodimerization to hyphal protection against chitinases. To this end, we pursued to produce
204
an Mg1LysM mutant that lacked the 12-amino acid tail that is involved in ligand-independent
205
homodimerization. Unfortunately, production of this mutant in the heterologous host P. 206
pastoris was not successful, most probably because of protein instability. 207
Subsequently, we evaluated the role of chitin-induced Mg1LysM homodimerization in
208
the protection of fungal hyphae against chitinases by generating three mutant proteins. The
209
T28 residue that makes direct contact with the chitin substrate in the binding site that was
210 Crystal
structure
of
Mg1LysM
reveals
ligand-dependent
and
-independent
113
intermolecular dimerization
114 pastoris-produced Mg1LysM
180
preparation, we pursued production of Mg1LysM in the bacterium Escherichia coli as a
181
heterologous system that is devoid of chitin, in order to obtain chitin-free protein. Subsequent
182
ITC analysis based on chitohexaose (GlcNAc)6 titration revealed that this protein preparation
183
bound chitin with a binding affinity of 4.36 µM (Fig 3). Furthermore, a stoichiometry of 1:2
184
was observed (n = 0.504) based on a single-binding-site model, analogous to the observation
185 9 9 . CC-BY 4.0 International license
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was not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made
The copyright holder for this preprint (which
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bioRxiv preprint . CC-BY 4.0 International license
available under a
was not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made
The copyright holder for this preprint (which
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bioRxiv preprint that two Mg1LysM protomers originating from two Mg1LysM homodimers bind a single
186
chitin trimer as disclosed in the crystal structure model. Obviously, this ratio also implies a
187
polymerisation reaction in solution upon addition of the ligand chitohexaose. 188 that two Mg1LysM protomers originating from two Mg1LysM homodimers bind a single
186
chitin trimer as disclosed in the crystal structure model. Obviously, this ratio also implies a
187
polymerisation reaction in solution upon addition of the ligand chitohexaose. 188 that two Mg1LysM protomers originating from two Mg1LysM homodimers bind a single
186
chitin trimer as disclosed in the crystal structure model. Obviously, this ratio also implies a
187
polymerisation reaction in solution upon addition of the ligand chitohexaose. 188
189
Mg1LysM sequence conservation in a world-wide collection of Z. tritici isolates
190
In order to evaluate Mg1LysM conservation in Z. tritici, the occurrence of sequence
191
polymorphisms was evaluated in a collection of 149 isolates from four different populations
192
collected in Switzerland, Australia, Israel and the USA (Hartmann et al, 2017). This analysis
193
revealed that the Mg1LysM protein sequence is highly conserved. Only 5 non-synonymous
194
mutations were identified in the full length Mg1LysM protein, three of which were previously
195
identified (Marshall et al, 2011). Mg1LysM sequence conservation in a world-wide collection of Z. tritici isolates
190 In order to evaluate Mg1LysM conservation in Z. tritici, the occurrence of sequence
191
polymorphisms was evaluated in a collection of 149 isolates from four different populations
192
collected in Switzerland, Australia, Israel and the USA (Hartmann et al, 2017). This analysis
193
revealed that the Mg1LysM protein sequence is highly conserved. Only 5 non-synonymous
194
mutations were identified in the full length Mg1LysM protein, three of which were previously
195
identified (Marshall et al, 2011). Interestingly, none of these non-synonymous SNPs localized
196
within the signal peptide, the homodimerization surface, the chitin-binding groove or
197
concerned the residues involved in disulfide or salt bridge formation (Fig 4), pointing towards
198
the relevance of these sites for the functionality of Mg1LysM. 199 Chitin-induced Mg1LysM polymerization is crucial for protection of hyphae against the
201 We first attempted to evaluate the contribution of the ligand-independent Mg1LysM
203
homodimerization to hyphal protection against chitinases. To this end, we pursued to produce
204
an Mg1LysM mutant that lacked the 12-amino acid tail that is involved in ligand-independent
205
homodimerization. Unfortunately, production of this mutant in the heterologous host P. 206
pastoris was not successful, most probably because of protein instability. 207 Subsequently, we evaluated the role of chitin-induced Mg1LysM homodimerization in
208
the protection of fungal hyphae against chitinases by generating three mutant proteins. The
209
T28 residue that makes direct contact with the chitin substrate in the binding site that was
210 Subsequently, we evaluated the role of chitin-induced Mg1LysM homodimerization in
208
the protection of fungal hyphae against chitinases by generating three mutant proteins. The
209
T28 residue that makes direct contact with the chitin substrate in the binding site that was
210 10 . CC-BY 4.0 International license
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was not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made
The copyright holder for this preprint (which
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was not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made
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bioRxiv preprint previously shown to be essential for chitin binding in the C. fulvum LysM effector Ecp6 was
211
substituted by arginine. In addition, the two residues involved in the formation of the
212
intermolecular salt bridge near the chitin binding site (K31 and D54) were substituted by
213
alanines, respectively. In order to obtain chitin-free proteins, production in E. coli was
214
pursued. 215 Based on previous findings for Ecp6 (Sánchez-Vallet et al, 2013), we predicted that
216
the T28R mutant was incapable of binding chitin, but the chitin binding capacity of the
217
mutants impaired in the intermolecular salt bridge formation remained to be elucidated
218
(Sánchez-Vallet et al, 2013). Indeed, ITC analysis with the mutant T28R revealed a
219
significantly reduced binding affinity of 88.5 μM, which is twenty times weaker when
220
compared with wild-type Mg1LysM protein produced in E. coli (4.36 μM; Fig 3). Chitin-induced Mg1LysM polymerization is crucial for protection of hyphae against the
201 However,
221
also the binding affinity of the mutants K31A and D54A decreased, to 338.9 µM and 46.3 µM,
222
respectively (Fig 3). Furthermore, besides a lower chitin-binding capacity, the stoichiometry
223
calculated for the mutants K31A and D54A changed from 1:2 as observed for the wild-type
224
Mg1LysM protein to 1:1. This finding implies that a single monomer of K31A or D54A binds a
225
single chitohexaose in solution, whereas a single chitohexaose is bound by two wild-type
226
Mg1LysM protomers, supporting the hypothesis that the chitin-induced dimerization is
227
impaired in K31A and D54A by disruption of the intermolecular salt bridge (Fig 3). 228 Subsequently, we tested the ability of the Mg1LysM mutants to protect fungal hyphae
229
against the hydrolytic activity of plant chitinases. To this end, spores of Fusarium oxysporum
230
and Trichoderma viride were germinated, incubated with a plant extract containing hydrolytic
231
enzymes including chitinases, and supplemented with wild-type or mutant Mg1LysM. As
232
expected, wild-type Mg1LysM protein produced in E. coli prevented the hydrolysis of
233
Fusarium oxysporum f. sp. lycopersici (Fig 5) and Trichoderma viride (S3 Fig) hyphae. 234
Furthermore, mutant T28R that is mutated in the substrate-binding loop did not protect F. 235 11 11 . CC-BY 4.0 International license
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The copyright holder for this preprint (which
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was not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made
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bioRxiv preprint oxysporum and T. viride hyphae against these hydrolytic enzymes (Fig 5 and S3 Fig),
236
confirming that chitin-binding of Mg1LysM is required to confer protection of cell walls
237
against hydrolysis by plant enzymes. Considering the even lower chitin-binding activity, it is
238
not surprising that also mutant K31A did not protect cell walls against enzymatic hydrolysis. 239
However, also mutant D54A no longer protected cell walls, suggesting that a ten-fold
240
reduction of chitin-binding affinity is sufficient to disrupt the protective activity of Mg1LysM. Chitin-induced Mg1LysM polymerization is crucial for protection of hyphae against the
201 241
Unfortunately, based on these findings it is impossible to determine the contribution of the
242
dimerization to the protection activity of Mg1LysM. 243 We previously determined that LysM effector Ecp6 has two sites that bind chitin with
244
1:1 stoichiometry, one with ultra-high affinity (kd = 280 pM) and one in the range with which
245
Mg1LysM binds chitin (kd = 1.70 µM) (Bateman & Bycroft, 2000; Bielnicki et al, 2006;
246
Bozsoki et al, 2017; Koharudin et al, 2011; Liu et al, 2012; Sánchez-Vallet et al, 2013), but
247
both of which bind chitin with higher affinity than Mg1LysM. Intriguingly, Ecp6 fails to
248
protect hyphae against hydrolysis by chitinases (De Jonge et al, 2010; Sánchez-Vallet et al,
249
2013). Nevertheless, localization experiments making use of constitutive expression of C-
250
terminally GFP-tagged Ecp6 in Verticillium dahliae, and of BODIPY-labelled Ecp6 protein
251
exogenously applied to Botrytis cinerea, two fungal species that expose chitin on their cell
252
walls during growth in vitro, revealed that Ecp6 can bind to fungal cell walls (S4 Fig) in a
253
similar fashion as Cladosporium fulvum effector protein Avr4 that protects fungal cell walls
254
against hydrolysis by chitin binding through an invertebrate chitin-binding domain (van den
255
Burg et al, 2006; Van Esse et al, 2007). These findings suggest that binding of a LysM
256
effector to cell wall chitin with high affinity is not sufficient to mediate protection against
257
hydrolytic enzymes. Moreover, from these observations we infer that chitin-induced
258
dimerization of Mg1LysM may be crucial for hyphal protection against plant enzymatic
259
hydrolysis. 260 12 . CC-BY 4.0 International license
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was not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made
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this version posted September 30, 2019. Chitin-induced Mg1LysM polymerization is crucial for protection of hyphae against the
201 ;
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doi:
bioRxiv preprint Considering that Mg1LysM homodimers possess two chitin-binding sites on opposite
261
sides of the protein complex (Fig 1), combined with the observed chitin-induced dimerization
262
that may be responsible for the protective activity, we hypothesized that Mg1LysM will form
263
highly oligomeric super-complexes in which ligand-independent Mg1LysM homodimers
264
dimerize on both ends in a chitin-dependent manner (Fig 6A). Moreover, we hypothesized
265
that LysM effectors that do not protect hyphae against chitinase hydrolysis would not display
266
such oligomerisation. To test these hypotheses, we first assessed whether we could alter the
267
particle size distribution of Mg1LysM in solutions by adding chitohexaose. Using dynamic
268
light scattering (DLS) we observed that, upon chitin addition at a molar ratio of 1:2 the radius
269
distribution of Mg1LysM particles shifted from around 10 nm in the absence of chitin to 100
270
nm in the presence of chitin. Moreover, further increase of the chitin concentration to a 1:5
271
ratio induced a strong signal appearing at 100 µM, demonstrating clear ligand-induced
272
polymerisation of Mg1LysM protein to large protein complexes. Next, we assessed the effect
273
of chitohexaose on the distribution of Ecp6 particles in solution. Interestingly, although the
274
addition of chitohexaose smoothened the Ecp6 particle size distribution, suggesting the
275
stabilization of Ecp6 molecules, chitin addition did not lead to an increased particle size. 276
Thus, in contrast to Mg1LysM, Ecp6 does not display chitin-induced polymerization. 277 261 13 . CC-BY 4.0 International license
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bioRxiv preprint DISCUSSION
278 DISCUSSION
278
Studies on many plant pathogenic fungi have shown that the perception of microbial cell wall-
279
derived glycans by plant hosts plays a central role in microbe–host interactions (Rovenich et
280
al, 2016). Among these glycans, fungal cell wall chitin has emerged as one of the most potent
281
fungal elicitors of host immune responses (Rovenich et al, 2016; Sánchez-Vallet et al, 2015). 282
The widespread glycan perception capacity in plants has spurred the evolution of various
283
fungal strategies to evade glycan perception (Rovenich et al, 2016; Sánchez-Vallet et al,
284
2015). Many fungal pathogens secrete LysM effectors to perturb the induction of chitin-
285
triggered immunity. Structural analysis of the C. fulvum LysM effector Ecp6 has revealed that
286
this activity could be attributed to the presence of an ultra-high chitin binding affinity site in
287
the LysM effector protein that is established by intramolecular LysM domain dimerization
288
(Sánchez-Vallet et al, 2013). However, some LysM effectors rather, or additionally, are able
289
to prevent the hydrolysis of fungal cell wall chitin by plant chitinases. Moreover, functional
290
characterization of Mg1LysM, a LysM effector that is merely composed of a single LysM
291
domain and a few additional amino acids, suggested that the ability to protect cell walls is
292
conferred simply by the chitin-binding ability of the LysM domain (Marshall et al, 2011). Yet,
293
the observation that various other LysM effectors, including C. fulvum Ecp6, M. oryzae Slp1
294
and C. higginsianum ELP1 and ELP2, are not able to protect hyphae challenged this
295
hypothesis (De Jonge et al, 2010; Mentlak et al, 2012; Takahara et al, 2016). Thus, the
296
mechanism by which some LysM effectors are able to protect fungal cell walls remained to be
297
characterized. The crystal structure model that was generated in this study has revealed that
298
Mg1LysM is able to undergo chitin-mediated dimerization such that a chitin molecule is
299
deeply buried in the protein dimer. DISCUSSION
278 Nevertheless, the structure of the dimer allows a chitin
300
chain to protrude into the solvent on either side of the binding groove, such that it is
301
conceivable that the dimer can be formed on long-chain chitin polymers of any length,
302 DISCUSSION
278
Studies on many plant pathogenic fungi have shown that the perception of microbial cell wall-
279
derived glycans by plant hosts plays a central role in microbe–host interactions (Rovenich et
280
al, 2016). Among these glycans, fungal cell wall chitin has emerged as one of the most potent
281
fungal elicitors of host immune responses (Rovenich et al, 2016; Sánchez-Vallet et al, 2015). 282
The widespread glycan perception capacity in plants has spurred the evolution of various
283
fungal strategies to evade glycan perception (Rovenich et al, 2016; Sánchez-Vallet et al,
284
2015). Many fungal pathogens secrete LysM effectors to perturb the induction of chitin-
285
triggered immunity. Structural analysis of the C. fulvum LysM effector Ecp6 has revealed that
286
this activity could be attributed to the presence of an ultra-high chitin binding affinity site in
287
the LysM effector protein that is established by intramolecular LysM domain dimerization
288
(Sánchez-Vallet et al, 2013). However, some LysM effectors rather, or additionally, are able
289
to prevent the hydrolysis of fungal cell wall chitin by plant chitinases. Moreover, functional
290
characterization of Mg1LysM, a LysM effector that is merely composed of a single LysM
291
domain and a few additional amino acids, suggested that the ability to protect cell walls is
292
conferred simply by the chitin-binding ability of the LysM domain (Marshall et al, 2011). Yet,
293
the observation that various other LysM effectors, including C. fulvum Ecp6, M. oryzae Slp1
294
and C. higginsianum ELP1 and ELP2, are not able to protect hyphae challenged this
295
hypothesis (De Jonge et al, 2010; Mentlak et al, 2012; Takahara et al, 2016). Thus, the
296
mechanism by which some LysM effectors are able to protect fungal cell walls remained to be
297
characterized. The crystal structure model that was generated in this study has revealed that
298
Mg1LysM is able to undergo chitin-mediated dimerization such that a chitin molecule is
299
deeply buried in the protein dimer. DISCUSSION
278 Combined with the observed chitin-induced
316
dimerization, we postulate that this provides Mg1LysM with the ability to form highly
317
oligomeric super-complexes in the fungal cell wall, in which ligand-independent Mg1LysM
318
homodimers dimerize on both ends in a chitin-dependent manner, leading to the formation of
319
a contiguous structure throughout the cell wall (Fig 6A). Possibly, it is such contiguous
320
structure that provides steric hindrance that renders fungal cell wall chitin inaccessible to
321
chitinase enzymes. Thus, both ligand-independent homodimerization as well as ligand-
322
induced dimerization of Mg1LysM appear to be required for its cell wall protective function. 323
Accordingly, residues shaping these regions are fully conserved in all Mg1LysM isoforms
324
h
h
b
id
ifi d
d
325 including polymeric cell wall chitin. In addition to several noncovalent bounds between the
303
two Mg1LysM protomers and between the protein and the chitin, a salt bridge between the
304
two Mg1LysM protomers strengthens the chitin-binding affinity and thus supports the chitin-
305
induced dimerization by stabilizing the chitin binding groove. Arguably, it is this particular
306
trait that confers the ability to protect hyphae against plant chitinases, as disruption of the ion
307
bond in the K31A mutant abolished hyphal protection and chitin binding by itself is not
308
sufficient to confer cell wall protection. The crystal structure further revealed that Mg1LysM
309
undergoes ligand-independent homodimerization whereby a large dimerization interface of
310
two Mg1LysM monomers is stabilized by several noncovalent bounds and further
311
strengthened by two salt bridges between the interlaced N-terminal regions of the protein. 312
Despite various efforts, we have not been able to produce monomeric Mg1LysM protein,
313
suggesting that ligand-independent homodimerization is required for proper folding of the
314
protein. Consequently, Mg1LysM homodimers are released and possess two chitin-binding
315
sites on opposite sides of the protein (Fig 1). Combined with the observed chitin-induced
316
dimerization, we postulate that this provides Mg1LysM with the ability to form highly
317
oligomeric super-complexes in the fungal cell wall, in which ligand-independent Mg1LysM
318
homodimers dimerize on both ends in a chitin-dependent manner, leading to the formation of
319
a contiguous structure throughout the cell wall (Fig 6A). Possibly, it is such contiguous
320
structure that provides steric hindrance that renders fungal cell wall chitin inaccessible to
321
chitinase enzymes. DISCUSSION
278 Nevertheless, the structure of the dimer allows a chitin
300
chain to protrude into the solvent on either side of the binding groove, such that it is
301
conceivable that the dimer can be formed on long-chain chitin polymers of any length,
302 Studies on many plant pathogenic fungi have shown that the perception of microbial cell wall-
279 14 . CC-BY 4.0 International license
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was not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made
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bioRxiv preprint including polymeric cell wall chitin. In addition to several noncovalent bounds between the
303
two Mg1LysM protomers and between the protein and the chitin, a salt bridge between the
304
two Mg1LysM protomers strengthens the chitin-binding affinity and thus supports the chitin-
305
induced dimerization by stabilizing the chitin binding groove. Arguably, it is this particular
306
trait that confers the ability to protect hyphae against plant chitinases, as disruption of the ion
307
bond in the K31A mutant abolished hyphal protection and chitin binding by itself is not
308
sufficient to confer cell wall protection. The crystal structure further revealed that Mg1LysM
309
undergoes ligand-independent homodimerization whereby a large dimerization interface of
310
two Mg1LysM monomers is stabilized by several noncovalent bounds and further
311
strengthened by two salt bridges between the interlaced N-terminal regions of the protein. 312
Despite various efforts, we have not been able to produce monomeric Mg1LysM protein,
313
suggesting that ligand-independent homodimerization is required for proper folding of the
314
protein. Consequently, Mg1LysM homodimers are released and possess two chitin-binding
315
sites on opposite sides of the protein (Fig 1). Protein production and purification
327 Mg1LysM and mutants were produced in Pichia pastoris strain GS115 and in Escherichia
328
coli. P. pastoris production was performed as previously described (Marshall et al, 2011). 329
Purification was performed by gel filtration chromatography (Superdex 75: GE Healthcare,
330
Chicago, IL, US) in 20 mM HEPES, pH 7.0, and 50 mM NaCl. P. pastoris produced protein
331
(6-10 mg/mL) was used for protein crystallization. E. coli protein production was performed
332
using the pET-SUMO (Thermo Fisher, Waltham, MA, USA) expression system in E. coli
333
ORIGAMI (DE3, Merck, Darmstadt, Germany) cells according to the manufacturer´s
334
instructions. Transformants were selected and grown in Luria broth (LB) medium until an
335
optical density of 0.8 at 600 nm was reached. Protein production was induced with the
336
addition of 0.05 mM Isopropyl ß-D-1-thiogalactopyranoside (IPTG) at 28°C. Cells were
337
harvested by centrifugation ~20 h after induction, the cell pellets were dissolved and lysed
338
using lysozyme from chicken egg (Sigma-Aldrich, St. Louis, MO, US) and the 6xHis-SUMO
339
tagged proteins were purified from the soluble protein fraction after centrifugation using an
340
Ni2+-NTA Superflow column (Qiagen, Venlo, Netherlands). Next, purified proteins were
341
incubated with the SUMO protease ULP1 from Saccharomyces cerevisiae (Thermo Fisher,
342
Waltham, MA, USA), dialysed over night against 200 mM NaCl at 4°C, and again passed
343
through a Ni2+-NTA Superflow column. Native proteins were finally dialysed against 50 mM
344
NaH2PO4, 300 mM NaCl at pH 8.0, concentrated to 0.6 mg/mL over Amicon ultracentrifugal
345
filter units (Sigma-Aldrich, St. Louis, MO, USA) and used for subsequent assays. 346
347 DISCUSSION
278 Thus, both ligand-independent homodimerization as well as ligand-
322
induced dimerization of Mg1LysM appear to be required for its cell wall protective function. 323
Accordingly, residues shaping these regions are fully conserved in all Mg1LysM isoforms
324
that have been identified to date. 325 15 . CC-BY 4.0 International license
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was not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made
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bioRxiv preprint Crystallization conditions and structure determination
348 First crystal hits with 1,4-dioxane as the reservoir solution were obtained overnight in a small
349
initial vapor-diffusion crystallization screening campaign using the Phoenix robot (Art
350 16 . CC-BY 4.0 International license
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The copyright holder for this preprint (which
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doi:
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was not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made
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bioRxiv preprint Robbins Instrument LLC, Sunnyvale, CA, USA) with 96-well Intelli Plates (Dunn
351
Labortechnik GmbH, Asbach, Germany) and several different commercial screens (Hampton
352
Research, Aliso Viejo, CA, USA; Molecular Dimensions, Newmarket, Suffolk, UK)
353
(Newman et al, 2005). Conditions were further optimized and useful crystals were finally
354
obtained by micro-seeding techniques using 0.1 M sodium citrate pH 5.6, 5%-20% PEG4000
355
and 5% isopropanol as the reservoir solution (Bergfors, 2003). 0.2 M sodium acetate pH 4.6
356
with 20% ethylene glycol was used as the crystal cryo-buffer. Several crystals were soaked
357
with either I3C (Jena Bioscience GmbH, Jena, Germany), 2 mM in cryo-buffer, quick soak, or
358
Ta6Br14 (Jena Bioscience GmbH, Jena, Germany), 1 mM in cryo-buffer, 1 hr soak, brief wash
359
and prolonged back soak. X-ray diffraction data were collected on BL14.1 at the BESSY II
360
electron storage ring operated by the Helmholz-Zentrum Berlin (Gerlach et al, 2016). Using
361
the Phenix AutoSol wizard (Adams et al, 2010), initial phases were obtained from the
362
Ta6Br12
2- derivatized crystals by single-wavelength anomalous dispersion techniques (SAD)
363
that were improved by phase information from the I3C derivatized crystals by single
364
isomorphous replacement with anomalous scattering (SIRAS). 365 The structure was refined using REFMAC5 (Murshudov et al, 2011) and phenix
366
(Adams et al, 2010) and manually built using Coot (Emsley et al, 2010). All figures showing
367
structural representations were prepared with the program PyMOL (The PyMOL Molecular
368
Graphics System, Version 2.0 Schrödinger, LLC, DeLano Scientific, Palo Alto, CA, USA]. 369
The quality of the final model was validated with MolProbity (Chen et al, 2010). Crystallization conditions and structure determination
348 coli-produced wild-type Mg1LysM (20 µM) and the mutants T28R (15 µM), K31A (30
386
µM) and D54A (30 µM) were titrated with a single injection of 2 µL, followed by 26
387
injections of 10 µL of (GlcNAc)6 (Isosep AB, Tullinge, Sweden) at 400 µM. Before the
388
experiment, all proteins were dialyzed against 20 mM of sodium chloride, pH 7.0. 389
Chitohexaose (Megazyme, Wicklow, Ireland) was freshly dissolved in the dialysis buffer. 390
Data were analyzed using Origin (OriginLab, Northampton, MA, USA) and fitted to a one-
391
binding-site model. 392
393
Dynamic light scattering (DLS) measurements
394
Mg1LysM and Ecp6 were dialyzed overnight against water, and subsequently incubated with
395
0.01% Triton X-100 for 4 hours to improve protein solubility. Next, chitohexaose
396
(Megazyme, Wicklow, Ireland) was added in a molar ratio of 1:0, 1:2 and 1:5 (protein:chitin)
397 Trichoderma viride were incubated overnight at room temperature in 40 μL of half-strength
376
potato dextrose broth (PDB; Becton Dickinson, Franklin Lakes, NJ, USA) in a 96-well
377
microtiter plate. Subsequently, wild-type or mutant Mg1LysM protein was added at a final
378
concentration of 20 μM. After a 2 h incubation period, 10 μL of tomato extract containing
379
hydrolytic enzymes was added (van den Burg et al, 2004). Fungal growth was assessed
380
microscopically after 4 h of incubation at room temperature. 381 Isothermal titration calorimetry
383 Isothermal titration calorimetry (ITC) experiments were performed at 20°C following
384
standard procedures using a Microcal VP-ITC calorimeter (GE Healthcare, Chicago, IL, US). 385
The E. coli-produced wild-type Mg1LysM (20 µM) and the mutants T28R (15 µM), K31A (30
386
µM) and D54A (30 µM) were titrated with a single injection of 2 µL, followed by 26
387
injections of 10 µL of (GlcNAc)6 (Isosep AB, Tullinge, Sweden) at 400 µM. Before the
388
experiment, all proteins were dialyzed against 20 mM of sodium chloride, pH 7.0. 389
Chitohexaose (Megazyme, Wicklow, Ireland) was freshly dissolved in the dialysis buffer. 390
Data were analyzed using Origin (OriginLab, Northampton, MA, USA) and fitted to a one-
391
binding-site model. 392 Crystallization conditions and structure determination
348 Refinement
370
and phasing statistics are summarized in Table 1. 371
372
Chitinase-protection assay
373
In-vitro chitinase protection assays were performed as described previously (van den Burg et
374
al, 2004). Essentially, ~103 conidiospores of Fusarium oxysporum f. sp. lycopersici or
375 The structure was refined using REFMAC5 (Murshudov et al, 2011) and phenix
366
(Adams et al, 2010) and manually built using Coot (Emsley et al, 2010). All figures showing
367
structural representations were prepared with the program PyMOL (The PyMOL Molecular
368
Graphics System, Version 2.0 Schrödinger, LLC, DeLano Scientific, Palo Alto, CA, USA]. 369
The quality of the final model was validated with MolProbity (Chen et al, 2010). Refinement
370
and phasing statistics are summarized in Table 1. 371 In-vitro chitinase protection assays were performed as described previously (van den Burg et
374
al, 2004). Essentially, ~103 conidiospores of Fusarium oxysporum f. sp. lycopersici or
375 17 . CC-BY 4.0 International license
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was not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made
The copyright holder for this preprint (which
this version posted September 30, 2019. ;
https://doi.org/10.1101/787820
doi:
bioRxiv preprint . CC-BY 4.0 International license
available under a
was not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made
The copyright holder for this preprint (which
this version posted September 30, 2019. ;
https://doi.org/10.1101/787820
doi:
bioRxiv preprint Trichoderma viride were incubated overnight at room temperature in 40 μL of half-strength
376
potato dextrose broth (PDB; Becton Dickinson, Franklin Lakes, NJ, USA) in a 96-well
377
microtiter plate. Subsequently, wild-type or mutant Mg1LysM protein was added at a final
378
concentration of 20 μM. After a 2 h incubation period, 10 μL of tomato extract containing
379
hydrolytic enzymes was added (van den Burg et al, 2004). Fungal growth was assessed
380
microscopically after 4 h of incubation at room temperature. 381
382
Isothermal titration calorimetry
383
Isothermal titration calorimetry (ITC) experiments were performed at 20°C following
384
standard procedures using a Microcal VP-ITC calorimeter (GE Healthcare, Chicago, IL, US). 385
The E. Localisation of Ecp6
401 Conidiospores of a V. dahliae transformant were grown in a few micro liters of PDB on a
402
glass slide with coverslip. To prevent the samples from drying out, the slides were mounted
403
on top of moistened tissue in an empty pipette box with water on the bottom. After
404
approximately 6 hr of growth at room temperature, the slides were used for localization
405
studies. Labelling of Ecp6 and Avr4 with BODIPY TMR-X amine reactive probe (Invitrogen,
406
Carlsbad, CA, USA) was performed as described previously (van den Burg et al, 2006; Van
407
Esse et al, 2007). Conidiospores of Botrytis cinerea were harvested and germinated overnight
408
in PDB at room temperature. BODIPY-labeled proteins were applied at a concentration of 4
409
μM and incubated for 2-3 hrs at room temperature in the dark. All localisation studies were
410
performed using a Nikon eclipse 90i UV microscope and NIS-Elements AR 2.3 software
411
(Nikon Instruments Inc., Melville, USA). 412 p
p
pp
9
μM and incubated for 2-3 hrs at room temperature in the dark. All localisation studies were
410
performed using a Nikon eclipse 90i UV microscope and NIS-Elements AR 2.3 software
411
(Nikon Instruments Inc., Melville, USA). 412
413
Assembly and alignment of Mg1LysM sequences
414
Illumina whole-genome sequencing data from a global collection of Z. tritici isolates was
415
used to extract Mg1LysM sequences (Hartmann & Croll, 2017). We used the SPAdes
416
assembler version 3.6.2 (Bankevich et al, 2012) to generate de-novo genome assemblies. The
417 Dynamic light scattering (DLS) measurements
394 We defined the k-mer range as 21, 35,
419
49, 63 and 77. We used the “—careful” option to reduce mismatches and indel errors in the
420
assembly. Polished assemblies were then used to retrieve the contigs containing Mg1LysM
421
orthologs based on blastn (Camacho et al, 2009). High-confidence sequence matches were
422
extracted with samtools (Li et al, 2009) from each draft assembly and aligned using MAFFT
423
version 7.305b (Katoh & Standley, 2013) using the --auto option and 1,000 iterative
424 Dynamic light scattering (DLS) measurements
394 Mg1LysM and Ecp6 were dialyzed overnight against water, and subsequently incubated with
395
0.01% Triton X-100 for 4 hours to improve protein solubility. Next, chitohexaose
396
(Megazyme, Wicklow, Ireland) was added in a molar ratio of 1:0, 1:2 and 1:5 (protein:chitin)
397
and incubated overnight. Particle size distribution was measured by a SpectroSize 300 (Xtal
398
Concepts, Hamburg, Germany). 399 400 18 . CC-BY 4.0 International license
available under a
was not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made
The copyright holder for this preprint (which
this version posted September 30, 2019. ;
https://doi.org/10.1101/787820
doi:
bioRxiv preprint . CC-BY 4.0 International license
available under a
was not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made
The copyright holder for this preprint (which
this version posted September 30, 2019. ;
https://doi.org/10.1101/787820
doi:
bioRxiv preprint Localisation of Ecp6
401
Conidiospores of a V. dahliae transformant were grown in a few micro liters of PDB on a
402
glass slide with coverslip. To prevent the samples from drying out, the slides were mounted
403
on top of moistened tissue in an empty pipette box with water on the bottom. After
404
approximately 6 hr of growth at room temperature, the slides were used for localization
405
studies. Labelling of Ecp6 and Avr4 with BODIPY TMR-X amine reactive probe (Invitrogen,
406
Carlsbad, CA, USA) was performed as described previously (van den Burg et al, 2006; Van
407
Esse et al, 2007). Conidiospores of Botrytis cinerea were harvested and germinated overnight
408
in PDB at room temperature. BODIPY-labeled proteins were applied at a concentration of 4
409
μM and incubated for 2-3 hrs at room temperature in the dark. All localisation studies were
410
performed using a Nikon eclipse 90i UV microscope and NIS-Elements AR 2.3 software
411
(Nikon Instruments Inc., Melville, USA). 412
413
Assembly and alignment of Mg1LysM sequences
414
Illumina whole-genome sequencing data from a global collection of Z. tritici isolates was
415
used to extract Mg1LysM sequences (Hartmann & Croll, 2017). We used the SPAdes
416
assembler version 3.6.2 (Bankevich et al, 2012) to generate de-novo genome assemblies. The
417
SPAdes pipeline includes the BayesHammer read error correction module to build contigs in a
418
stepwise procedure based on increasing k-mer lengths. Assembly and alignment of Mg1LysM sequences
414 Illumina whole-genome sequencing data from a global collection of Z. tritici isolates was
415
used to extract Mg1LysM sequences (Hartmann & Croll, 2017). We used the SPAdes
416
assembler version 3.6.2 (Bankevich et al, 2012) to generate de-novo genome assemblies. The
417
SPAdes pipeline includes the BayesHammer read error correction module to build contigs in a
418
stepwise procedure based on increasing k-mer lengths. We defined the k-mer range as 21, 35,
419
49, 63 and 77. We used the “—careful” option to reduce mismatches and indel errors in the
420
assembly. Polished assemblies were then used to retrieve the contigs containing Mg1LysM
421
orthologs based on blastn (Camacho et al, 2009). High-confidence sequence matches were
422
extracted with samtools (Li et al, 2009) from each draft assembly and aligned using MAFFT
423
version 7.305b (Katoh & Standley, 2013) using the --auto option and 1,000 iterative
424 19 . CC-BY 4.0 International license
available under a
was not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made
The copyright holder for this preprint (which
this version posted September 30, 2019. ;
https://doi.org/10.1101/787820
doi:
bioRxiv preprint . CC-BY 4.0 International license
available under a
was not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made
The copyright holder for this preprint (which
this version posted September 30, 2019. ;
https://doi.org/10.1101/787820
doi:
bioRxiv preprint . CC-BY 4.0 International license
available under a
was not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made
The copyright holder for this preprint (which
this version posted September 30, 2019. ;
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doi:
bioRxiv preprint refinement cycles. Alignments were processed using JalView (Waterhouse et al, 2009) and
425
CLC Genomic Workbench 9 (Qiagen, Venlo, Netherlands). 426
427
Accession codes
428
All whole-genome sequencing data is accessible on the Nucleotide Short Read Archive
429
(accession numbers PRJNA327615 and PRJNA178194). The atomic coordinates and
430
experimental structure factors were deposited with the Protein Data Bank under accession
431
code 6Q40. 432
433
ACKNOWLEDGEMENTS
434
Work in the laboratory of B.P.H.J.T. is supported by the Research Council Earth and Life
435
Sciences (ALW) of the Netherlands Organization of Scientific Research (NWO). Assembly and alignment of Mg1LysM sequences
414 436
437
AUTHOR CONTRIBUTIONS
438
ASV, JRM, BPHJT conceived the study; ASV, HT, LRM, RdJ, HPvE designed experiments
439
ASV, HT, LRM, DJV, RSB, SW, AK, LV, DC performed experiments; RdJ, HPvE, AZ
440
analyzed data; ASV, HT, LRM, JRM, BPHJT wrote the manuscript; JRM, BPHJT supervised
441
the project; all authors discussed the results and contributed to the final manuscript. 442
443
CONFLICT OF INTEREST
444
The authors declare no conflict of interest exists. 445 refinement cycles. Alignments were processed using JalView (Waterhouse et al, 2009) and
425
CLC Genomic Workbench 9 (Qiagen, Venlo, Netherlands). 426 ACKNOWLEDGEMENTS
434 Work in the laboratory of B.P.H.J.T. is supported by the Research Council Earth and Life
435
Sciences (ALW) of the Netherlands Organization of Scientific Research (NWO). 436 Sciences (ALW) of the Netherlands Organization of Scientific Research (NWO). 436 AUTHOR CONTRIBUTIONS
438 It is made
The copyright holder for this preprint (which
this version posted September 30, 2019. ;
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doi:
bioRxiv preprint REFERENCES
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438 AUTHOR CONTRIBUTIONS
438 ASV, JRM, BPHJT conceived the study; ASV, HT, LRM, RdJ, HPvE designed experiments
439
ASV, HT, LRM, DJV, RSB, SW, AK, LV, DC performed experiments; RdJ, HPvE, AZ
440
analyzed data; ASV, HT, LRM, JRM, BPHJT wrote the manuscript; JRM, BPHJT supervised
441
the project; all authors discussed the results and contributed to the final manuscript. 442
443
CONFLICT OF INTEREST
444
The authors declare no conflict of interest exists. 445 ASV, JRM, BPHJT conceived the study; ASV, HT, LRM, RdJ, HPvE designed experiments
439
ASV, HT, LRM, DJV, RSB, SW, AK, LV, DC performed experiments; RdJ, HPvE, AZ
440
analyzed data; ASV, HT, LRM, JRM, BPHJT wrote the manuscript; JRM, BPHJT supervised
441
the project; all authors discussed the results and contributed to the final manuscript. 442 ASV, JRM, BPHJT conceived the study; ASV, HT, LRM, RdJ, HPvE designed experiments
439
ASV, HT, LRM, DJV, RSB, SW, AK, LV, DC performed experiments; RdJ, HPvE, AZ
440
analyzed data; ASV, HT, LRM, JRM, BPHJT wrote the manuscript; JRM, BPHJT supervised
441
the project; all authors discussed the results and contributed to the final manuscript. 442 ASV, JRM, BPHJT conceived the study; ASV, HT, LRM, RdJ, HPvE designed experiments
439
ASV, HT, LRM, DJV, RSB, SW, AK, LV, DC performed experiments; RdJ, HPvE, AZ
440
analyzed data; ASV, HT, LRM, JRM, BPHJT wrote the manuscript; JRM, BPHJT supervised
441
the project; all authors discussed the results and contributed to the final manuscript. 442 The authors declare no conflict of interest exists. 445 The authors declare no conflict of interest exists. 445 20 . CC-BY 4.0 International license
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was not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made
The copyright holder for this preprint (which
this version posted September 30, 2019. ;
https://doi.org/10.1101/787820
doi:
bioRxiv preprint . CC-BY 4.0 International license
available under a
was not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made
The copyright holder for this preprint (which
this version posted September 30, 2019. ;
https://doi.org/10.1101/787820
doi:
bioRxiv preprint . CC-BY 4.0 International license
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was not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. REFERENCES
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De Jonge R, Van Esse HP, Kombrink A, Shinya T, Desaki Y, Bours R, Van Der Krol S,
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de Wit PJ (2016) Cladosporium fulvum effectors: weapons in the arms race with tomato. 486
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Emsley P, Lohkamp B, Scott WG, Cowtan K (2010) Features and development of Coot. Acta
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Gerlach M, Mueller U, Weiss MS (2016) The MX beamlines BL14. 1-3 at BESSY II. Journal
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Neumann U, Shinya T, Kombrink E (2016) Colletotrichum higginsianum extracellular
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van den Burg HA, Harrison SJ, Joosten MH, Vervoort J, de Wit PJ (2006) Cladosporium
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Cladosporium fulvum effector protein Avr4 is a virulence factor. Molecular Plant-
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Microbe Interactions 20: 1092-1101
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van Loon LC, Rep M, Pieterse CM (2006) Significance of inducible defense-related proteins
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Academy of Sciences of the USA 107: 7610-7615
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Neumann U, Shinya T, Kombrink E (2016) Colletotrichum higginsianum extracellular
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LysM proteins play dual roles in appressorial function and suppression of chitin‐
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triggered plant immunity. New Phytologist 211: 1323-1337
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van den Burg HA, Harrison SJ, Joosten MH, Vervoort J, de Wit PJ (2006) Cladosporium
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fulvum Avr4 protects fungal cell walls against hydrolysis by plant chitinases
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accumulating during infection. REFERENCES
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this version posted September 30, 2019. ;
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doi:
bioRxiv preprint . CC-BY 4.0 International license
available under a
was not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made
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was not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made
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bioRxiv preprint FIGURE LEGENDS
597 FIGURE LEGENDS
597
Fig. 1. Overall crystal structure of the Zymoseptoria tritici effector Mg1LysM. Crystal
598
structure model in which a dimer of two Mg1LysM homodimers is shown, with each of the
599
Mg1LysM molecules in a different colour (orange, yellow, red and green). While the two
600
monomers that form a ligand-independent homodimer on the right are represented as a surface
601
model, the two monomers that form a ligand-independent homodimer on the left are
602
represented by ribbons with the (putative) chitin binding sites indicated in blue and the
603
disulfide bridges as yellow sticks. The chitin trimer that mediates the dimerization of two
604
ligand-independent Mg1LysM homodimers is depicted by grey sticks. The two salt bridges
605
between R2 and D12 in the dimer interface on the left are indicated with grey discontinuous
606
lines. 607
608
Fig. 2. The chitin binding groove formed by two Mg1LysM protomers. (A) A chitin
609
trimer (GlcNAc)3, displayed as grey sticks, was identified in a binding pocket formed by two
610
Mg1LysM protomers (indicated in yellow and red, respectively). (B) Representation of the
611
binding pocket from the top. (C) Detail of the chitin binding site. The amino acids involved in
612
direct chitin trimer binding (26GDTLT30 and 56NRI58) are represented with blue sticks. In
613
addition, K31 and D54 (represented in green) of the two different Mg1LysM protomers form a
614
salt bridge that tightly closes the binding pocket. Grey discontinuous lines represent the salt
615
bridge and the hydrogen bonds between the protomers. 616
617
Fig. 3. Two Mg1LysM protomers bind a single chitin hexamer with high affinity. 618
Isothermal titration calorimetry of (GlcNAc)6 binding by wild-type Mg1LysM produced in E. 619
coli, and the mutants T28R, K31A and D54A. The dissociation constant (Kd) and the
620
stoichiometry (N) of the interactions are indicated. 621 REFERENCES
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Vervoort J (2004) Binding of the AVR4 elicitor of Cladosporium fulvum to chitotriose
582 Takahara H, Hacquard S, Kombrink A, Hughes HB, Halder V, Robin GP, Hiruma K,
574
Neumann U, Shinya T, Kombrink E (2016) Colletotrichum higginsianum extracellular
575
LysM proteins play dual roles in appressorial function and suppression of chitin‐
576
triggered plant immunity. New Phytologist 211: 1323-1337
577 Van Esse HP, Bolton MD, Stergiopoulos I, de Wit PJ, Thomma BP (2007) The chitin-binding
585
Cladosporium fulvum effector protein Avr4 is a virulence factor. Molecular Plant-
586
Microbe Interactions 20: 1092-1101
587 van Loon LC, Rep M, Pieterse CM (2006) Significance of inducible defense-related proteins
588
in infected plants. Annual Review of Phytopathology 44: 135-162
589 26 . CC-BY 4.0 International license
available under a
was not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made
The copyright holder for this preprint (which
this version posted September 30, 2019. ;
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doi:
bioRxiv preprint . CC-BY 4.0 International license
available under a
was not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made
The copyright holder for this preprint (which
this version posted September 30, 2019. ;
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doi:
bioRxiv preprint . CC-BY 4.0 International license
available under a
was not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made
The copyright holder for this preprint (which
this version posted September 30, 2019. ;
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bioRxiv preprint Waterhouse AM, Procter JB, Martin DMA, Clamp M, Barton GJ (2009) Jalview Version 2—
590
a multiple sequence alignment editor and analysis workbench. Bioinformatics 25:
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1189-1191
592
Winn MD, Ballard CC, Cowtan KD, Dodson EJ, Emsley P, Evans PR, Keegan RM, Krissinel
593
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594
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595
596 27 . CC-BY 4.0 International license
available under a
was not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. Fig. 1. Overall crystal structure of the Zymoseptoria tritici effector Mg1LysM. Crystal
598 Fig. 1. Overall crystal structure of the Zymoseptoria tritici effector Mg1LysM. Crystal
598 structure model in which a dimer of two Mg1LysM homodimers is shown, with each of the
599
Mg1LysM molecules in a different colour (orange, yellow, red and green). While the two
600
monomers that form a ligand-independent homodimer on the right are represented as a surface
601
model, the two monomers that form a ligand-independent homodimer on the left are
602
represented by ribbons with the (putative) chitin binding sites indicated in blue and the
603
disulfide bridges as yellow sticks. The chitin trimer that mediates the dimerization of two
604
ligand-independent Mg1LysM homodimers is depicted by grey sticks. The two salt bridges
605
between R2 and D12 in the dimer interface on the left are indicated with grey discontinuous
606
lines. 607 Fig. 2. The chitin binding groove formed by two Mg1LysM protomers. (A) A chitin
609
trimer (GlcNAc)3, displayed as grey sticks, was identified in a binding pocket formed by two
610
Mg1LysM protomers (indicated in yellow and red, respectively). (B) Representation of the
611
binding pocket from the top. (C) Detail of the chitin binding site. The amino acids involved in
612
direct chitin trimer binding (26GDTLT30 and 56NRI58) are represented with blue sticks. In
613
addition, K31 and D54 (represented in green) of the two different Mg1LysM protomers form a
614
salt bridge that tightly closes the binding pocket. Grey discontinuous lines represent the salt
615
bridge and the hydrogen bonds between the protomers. 616 Fig. 3. Two Mg1LysM protomers bind a single chitin hexamer with high affinity. 618
Isothermal titration calorimetry of (GlcNAc)6 binding by wild-type Mg1LysM produced in E. 619
coli, and the mutants T28R, K31A and D54A. The dissociation constant (Kd) and the
620
stoichiometry (N) of the interactions are indicated. 621 28 . CC-BY 4.0 International license
available under a
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this version posted September 30, 2019. Fig. 1. Overall crystal structure of the Zymoseptoria tritici effector Mg1LysM. Crystal
598 ;
https://doi.org/10.1101/787820
doi:
bioRxiv preprint 622
Fig. 4. Mg1LysM sequence polymorphisms in Z. tritici. (A) 5 non-synonymous SNPs were
623
identified in 149 Z. tritici strains from four different populations. Arrows indicate the position
624
of the residues involved in the formation of salt bridges, while green underlining indicates the
625
signal peptide and red underlining the chitin-binding loops. Red and green underlines indicate
626
the signal peptide and the chitin binding sites, respectively. (B) While the mutations (shown
627
in blue sticks) do not co-localize but occur dispersed over the Mg1LysM protein, none of
628
them is in the chitin-binding site or in the (homo-)dimerization surface. 629
630
Fig. 5. Mg1LysM mutants are impaired in protection against chitinases. Microscopic
631
pictures of Fusarium oxysporum f. sp. lycopersici grown in vitro in the absence or presence of
632
wild-type or mutant Mg1LysM, 4 hours after addition of tomato hydrolytic enzymes (HE) that
633
include chitinases, or water as control. 634
635
Fig. 6. Chitin-induced polymerization of Mg1LysM homodimers. (A) Model inferred from
636
the crystal structure of Mg1LysM in which a continuous structure of Mg1LysM homodimers
637
and chitin is formed. Alternating chitin molecules (in grey sticks) and Mg1LysM homodimers
638
(in red and green), each of them with two chitin-binding sites, are shown. (B) Dynamic light
639
scattering (DLS) heat maps of Mg1LysM and of C. fulvum Ecp6 treated with chitohexaose in
640
molar ratios of 1:0, 1:2 and 1:5 (protein: chitohexaose), respectively. The particle size
641
distribution is indicated as a color scale ranging from blue (lowest amount) to red (highest
642
amount) for a particle size range of 1 nm to 100 um. 643
644 622 622
Fig. 4. Mg1LysM sequence polymorphisms in Z. tritici. (A) 5 non-synonymous SNPs were
623
identified in 149 Z. tritici strains from four different populations. Arrows indicate the position
624
of the residues involved in the formation of salt bridges, while green underlining indicates the
625
signal peptide and red underlining the chitin-binding loops. Red and green underlines indicate
626
the signal peptide and the chitin binding sites, respectively. (B) While the mutations (shown
627
in blue sticks) do not co-localize but occur dispersed over the Mg1LysM protein, none of
628
them is in the chitin-binding site or in the (homo-)dimerization surface. 629
630 Fig. 4. Mg1LysM sequence polymorphisms in Z. tritici. The values in the parentheses refer to the highest resolution shell.
#
│
│ y
y q
y
§I/σI is the mean reflection intensity divided by the estimated error.
649 m = (∑│Ihkl – <Ihkl>│) / (∑ Ihkl), where the average intensity <Ihkl> is taken over a
metry equivalent measurements and Ihkl is the measured intensity for any given reflection Fig. 1. Overall crystal structure of the Zymoseptoria tritici effector Mg1LysM. Crystal
598 (A) 5 non-synonymous SNPs were
623
identified in 149 Z. tritici strains from four different populations. Arrows indicate the position
624
of the residues involved in the formation of salt bridges, while green underlining indicates the
625
signal peptide and red underlining the chitin-binding loops. Red and green underlines indicate
626
the signal peptide and the chitin binding sites, respectively. (B) While the mutations (shown
627
in blue sticks) do not co-localize but occur dispersed over the Mg1LysM protein, none of
628
them is in the chitin-binding site or in the (homo-)dimerization surface. 629 Fig. 4. Mg1LysM sequence polymorphisms in Z. tritici. (A) 5 non-synonymous SNPs were
623
identified in 149 Z. tritici strains from four different populations. Arrows indicate the position
624
of the residues involved in the formation of salt bridges, while green underlining indicates the
625
signal peptide and red underlining the chitin-binding loops. Red and green underlines indicate
626
the signal peptide and the chitin binding sites, respectively. (B) While the mutations (shown
627
in blue sticks) do not co-localize but occur dispersed over the Mg1LysM protein, none of
628
them is in the chitin-binding site or in the (homo-)dimerization surface. 629 Fig. 5. Mg1LysM mutants are impaired in protection against chitinases. Microscopic
631
pictures of Fusarium oxysporum f. sp. lycopersici grown in vitro in the absence or presence of
632
wild-type or mutant Mg1LysM, 4 hours after addition of tomato hydrolytic enzymes (HE) that
633
include chitinases, or water as control. 634 635
Fig. 6. Chitin-induced polymerization of Mg1LysM homodimers. (A) Model inferred from
636
the crystal structure of Mg1LysM in which a continuous structure of Mg1LysM homodimers
637
and chitin is formed. Alternating chitin molecules (in grey sticks) and Mg1LysM homodimers
638
(in red and green), each of them with two chitin-binding sites, are shown. (B) Dynamic light
639
scattering (DLS) heat maps of Mg1LysM and of C. fulvum Ecp6 treated with chitohexaose in
640
molar ratios of 1:0, 1:2 and 1:5 (protein: chitohexaose), respectively. The particle size
641
distribution is indicated as a color scale ranging from blue (lowest amount) to red (highest
642
amount) for a particle size range of 1 nm to 100 um. 643 644 29 . CC-BY 4.0 International license
available under a
was not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. #Rsym = (∑│Ihkl – <Ihkl>│) / (∑ Ihkl), where the average intensity <Ihkl> is
647
symmetry equivalent measurements and Ihkl is the measured intensity for any g
648 Fig. 1. Overall crystal structure of the Zymoseptoria tritici effector Mg1LysM. Crystal
598 It is made
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bioRxiv preprint Table 1. Data collection and refinement statistics. 645 Native
Derivative-1 (SAD)
(Ta6Br12)2+
Derivative-2
(SIRAS) (I3C)
Data collection statistics
Beamline
BL14.1 - BESSY
Wavelength (Å)
0.91841
1.24845
1.88313
Space group
P 61 2 2
Cell dimensions a, b, c (Å) 119.4, 119.4, 157.7
119.5, 119.5, 157.6
119.3, 119.3, 157.3
Resolution (Å)
49.12–2.41
(2.54–2.41)
26.97–2.96
(3.12–2.96)
39.37–5.00
(5.27–5.00)
Rsym
# (%)
8.3 (50.4)
7.8 (20.1)
12.9 (20.7)
I / σI §
18.0 (4.5)
28.2 (11.5)
17.6 (17.3)
Completeness (%)
92.1 (100)
91.5 (100)
99.8 (100)
Redundancy
10.7 (10.7)
17.6 (16.3)
19.1 (19.9)
Anomalous completeness
(%)
-
91.4 (100)
100 (100)
Anomalous multiplicity
-
9.5 (8.6)
11.1 (11.0)
Phasing statistics
Figure of Merit (FOM)
-
0.57
0.36
Map Skew
-
1.40
0.03
Correlation of local RMS
density
-
0.92
0.60
Correlation Coefficient
(CC)
-
0.56
0.27
Refinement statistics
Resolution (Å)
2.41
-
-
No. of reflections (total /
free)
24,112 / 1,219
-
-
Rwork / Rfree † (%)
17.96 / 22.03
-
-
No. of atoms / average B-
factor
Overall
2,595 / 55.2
-
-
Protein
2,419 / 55.6
-
-
Ligand
43 / 53.7
-
-
R.m.s. deviations bond
lengths (Å)
0.010
-
-
R.m.s. deviations bond
angles (°)
1.195
-
-
Ramachandran plot
(% favored / % outliers)
95.8 / 0.0
-
-
MolProbity (clash- &
overall score)
6.42 / 1.65
-
-
The values in the parentheses refer to the highest resolution shell. #Rsym = (∑│Ihkl – <Ihkl>│) / (∑ Ihkl), where the average intensity <Ihkl> is taken over all
symmetry equivalent measurements and Ihkl is the measured intensity for any given reflection. §I/σI is the mean reflection intensity divided by the estimated error. 30 . CC-BY 4.0 International license
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bioRxiv preprint . †Rwork = ││Fo│ - │Fc││ / │Fo│, where Fo and Fc are the observed and calculated structure
650
factor amplitudes, respectively. Rfree is equivalent to Rwork but calculated for 5% of the
651
reflections chosen at random and omitted from the refinement process.
652 Fig. 1. Overall crystal structure of the Zymoseptoria tritici effector Mg1LysM. Crystal
598 CC-BY 4.0 International license
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bioRxiv preprint †Rwork = ││Fo│ - │Fc││ / │Fo│, where Fo and Fc are the observed and calculated structure
650
factor amplitudes, respectively. Rfree is equivalent to Rwork but calculated for 5% of the
651
reflections chosen at random and omitted from the refinement process. 652 31 . CC-BY 4.0 International license
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bioRxiv preprint SUPPORTING INFORMATION
1
2
S1 Fig. Protein alignment of Ecp6 and Mg1LysM. (A) Protein sequence alignment of Ecp6
3
and Mg1LysM. The two chitin binding loops of Mg1LysM are indicated with a blue line and
4
the signal peptide with a green line. Red and blue asterisks indicate the position of the residues
5
in ol ed in the formation of salt bridges in the binding groo e and in the dimeri ation s rface
6
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bioRxiv preprint SUPPORTING INFORMATION
1 SUPPORTING INFORMATION
1 2
S1 Fig. Protein alignment of Ecp6 and Mg1LysM. (A) Protein sequence alignment of Ecp6
3
and Mg1LysM. The two chitin binding loops of Mg1LysM are indicated with a blue line and
4
the signal peptide with a green line. Red and blue asterisks indicate the position of the residues
5
involved in the formation of salt bridges in the binding groove and in the dimerization surface,
6
respectively. (B) Structural alignment of the LysM1 domain from Ecp6 (in blue) and the LysM
7
domain from Mg1LysM (in red). The chitin trimer is shown in grey sticks. The chitin binding
8
loops are shown in dark blue and green for LysM1 and for Mg1LysM, respectively. 9 2 2 S1 Fig. Protein alignment of Ecp6 and Mg1LysM. (A) Protein sequence alignment of Ecp6
3
and Mg1LysM. The two chitin binding loops of Mg1LysM are indicated with a blue line and
4
the signal peptide with a green line. Red and blue asterisks indicate the position of the residues
5
involved in the formation of salt bridges in the binding groove and in the dimerization surface,
6
respectively. (B) Structural alignment of the LysM1 domain from Ecp6 (in blue) and the LysM
7
domain from Mg1LysM (in red). The chitin trimer is shown in grey sticks. The chitin binding
8
loops are shown in dark blue and green for LysM1 and for Mg1LysM, respectively. 9 S1 Fig. Protein alignment of Ecp6 and Mg1LysM. (A) Protein sequence alignment of Ecp6
3
and Mg1LysM. The two chitin binding loops of Mg1LysM are indicated with a blue line and
4
the signal peptide with a green line. Red and blue asterisks indicate the position of the residues
5
involved in the formation of salt bridges in the binding groove and in the dimerization surface,
6
respectively. (B) Structural alignment of the LysM1 domain from Ecp6 (in blue) and the LysM
7
domain from Mg1LysM (in red). The chitin trimer is shown in grey sticks. The chitin binding
8
loops are shown in dark blue and green for LysM1 and for Mg1LysM, respectively. 9 1 . CC-BY 4.0 International license
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1 CC-BY 4.0 International license
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S2 Fig. 2|F0| – |Fc| map. 2|F0| – |Fc| electron density map around the chitin trimer (carbon atoms
11
coloured yellow) is contoured at 1 sigma above the mean. Amino acids of the chitin binding
12
motif (26GDTLT30 and 56NRI58) are represented as sticks (carbon atoms coloured light-grey). 13 10 10 10 S2 Fig. 2|F0| – |Fc| map. 2|F0| – |Fc| electron density map around the chitin trimer (carbon atoms
11
coloured yellow) is contoured at 1 sigma above the mean. Amino acids of the chitin binding
12
motif (26GDTLT30 and 56NRI58) are represented as sticks (carbon atoms coloured light-grey). 13 S2 Fig. 2|F0| – |Fc| map. 2|F0| – |Fc| electron density map around the chitin trimer (carbon atoms
11
coloured yellow) is contoured at 1 sigma above the mean. Amino acids of the chitin binding
12
motif (26GDTLT30 and 56NRI58) are represented as sticks (carbon atoms coloured light-grey). 13 2 . CC-BY 4.0 International license
available under a
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bioRxiv preprint 14
S3 Fig. Mg1LysM mutants are impaired in protection of Trichoderma viride against
15
chitinases. Microscopic pictures of Trichoderma viride grown in vitro in the absence or
16
presence of wild-type or mutant Mg1LysM, 4 hours after addition of tomato hydrolytic enzymes
17
(HE) that include chitinases, or water as control. 18 14
S3 Fig. Mg1LysM mutants are impaired in protection of Trichoderma viride against
15
chitinases. SUPPORTING INFORMATION
1 Microscopic pictures of Trichoderma viride grown in vitro in the absence or
16
presence of wild-type or mutant Mg1LysM, 4 hours after addition of tomato hydrolytic enzymes
17
(HE) that include chitinases, or water as control. 18 14 Mg1LysM mutants are impaired in protection of Trichoderma viride against S3 Fig. Mg1LysM mutants are impaired in protection of Trichoderma
15 S3 Fig. Mg1LysM mutants are impaired in protection of Trichoderma viride against
15
chitinases. Microscopic pictures of Trichoderma viride grown in vitro in the absence or
16
presence of wild-type or mutant Mg1LysM, 4 hours after addition of tomato hydrolytic enzymes
17
(HE) that include chitinases, or water as control. 18 S3 Fig. Mg1LysM mutants are impaired in protection of Trichoderma viride against
15
chitinases. Microscopic pictures of Trichoderma viride grown in vitro in the absence or
16
presence of wild-type or mutant Mg1LysM, 4 hours after addition of tomato hydrolytic enzymes
17
(HE) that include chitinases, or water as control. 18 3 3 . CC-BY 4.0 International license
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bioRxiv preprint 19
S4 Fig. The Cladosporium fulvum LysM effector Ecp6 protein localizes to fungal cell walls. 20
(A) Brightfield image (left), fluorescence image (middle) and the overlay image (right) of a
21
hypha from an Ecp6-GFP transformant of Verticillium dahliae. The chitin-binding C. fulvum
22
LysM effector Ecp6 (B) and chitin-binding effector Avr4 (C) that carries an invertebrate chitin-
23
binding domain were labeled with the amine-reactive fluorescent dye BODIPY and incubated
24
with Botrytis cinerea spores for 2-3 hours and observed with fluorescence microscopy. 25
A
B
C A C 9
B B B 19 S4 Fig. The Cladosporium fulvum LysM effector Ecp6 protein localizes to fungal cell walls. 20
(A) Brightfield image (left), fluorescence image (middle) and the overlay image (right) of a
21
hypha from an Ecp6-GFP transformant of Verticillium dahliae. The chitin-binding C. SUPPORTING INFORMATION
1 fulvum
22
LysM effector Ecp6 (B) and chitin-binding effector Avr4 (C) that carries an invertebrate chitin-
23
binding domain were labeled with the amine-reactive fluorescent dye BODIPY and incubated
24
with Botrytis cinerea spores for 2-3 hours and observed with fluorescence microscopy. 25 S4 Fig. The Cladosporium fulvum LysM effector Ecp6 protein localizes to fung
20 The Cladosporium fulvum LysM effector Ecp6 protein localizes to fungal cell walls. S4 Fig. The Cladosporium fulvum LysM effector Ecp6 protein localizes to fungal cell walls. 20
(A) Brightfield image (left), fluorescence image (middle) and the overlay image (right) of a
21
hypha from an Ecp6-GFP transformant of Verticillium dahliae. The chitin-binding C. fulvum
22
LysM effector Ecp6 (B) and chitin-binding effector Avr4 (C) that carries an invertebrate chitin-
23
binding domain were labeled with the amine-reactive fluorescent dye BODIPY and incubated
24
with Botrytis cinerea spores for 2-3 hours and observed with fluorescence microscopy. 25 4 4
|
https://openalex.org/W3122330867
|
https://scholarship.law.duke.edu/cgi/viewcontent.cgi?article=1552&context=faculty_scholarship
|
English
| null |
Foucault in Cyberspace: Surveillance, Sovereignty, and Hardwired Censors
|
Routledge eBooks
| 2,017
|
public-domain
| 18,170
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* Copyright 1997 James Boyle, Professor of Law, Washington College of Law, American
University. My remarks at the Symposium dealt more specifically with the law and policy of proposed
changes to copyright on the Interet. However, I have already outlined some of those views in print, and
at some length. S&eJAMES BOYLE, SHAMANS, SOFTWARE AND SPLEENS: LAW AND THE CONSTRUCTION
OFTHE INFORMATION SOCIETY, 136-39, 192-200 (1996); James Boyle, Intellectual Property Poliy On-Line:
A Young Person's Guide, 10 HARV.J.L. &TECH. 47 (1996); James Boyle, Sold Out, N.Y. TIMES, Mar. 31, 1996,
at EIS; James Boyle, Q Is Congress Turning the Inteme into an Inforntion Toll Road?, INSIGHT ON THE NEWS,
Jan. 15, 1996, at 24; James Boyle, A Politics ofIntellectual Property: Environmentalismfor the Ve4 DUKE LJ.
(forthcoming). The editors of the Universiy ofCininati Law Rie= were kind enough to allow me to address
myself in this Article to a slightly different issue, though one of profound importance to the Symposium as
a whole-the extent to which state regulation of the Internet is possible at all, and the costs and benefits
of technical solutions. In the course of that discussion, I use a number of examples drawn from the recent
proposals on Internet copyright. 1. Michel Foucault, Two Lectures, in MICHEL FOUCAULT, POWER/KNOWLEDGE: SELECTED
INTERVIEWS AND OTHER WRITINGS, 1972-1977, 78,103-05 (Colin Gordon ed. & Colin Gordon et al.
trans., 1980). FOUCAULT IN CYBERSPACE: SURVEILLANCE,
SOVEREIGNTY, AND HARDWIRED CENSORS James Boyle* 2. Communications Decency Act of 1996, 47 U.S.C.A. § 223 (West Supp. 1997).
3. There are a variety of versions of the claim but the content is pretty consistent. See, e.g.,
John
P.
Barlow,
Parsing
the
Buck
on
Porn
(visited
June
24,
1996)
<http://www.cff.org/pub/Publications/john-Perry--Barlow/HTML/pom-and-responsibility.html>
('The Internet, in the words of... John Gilmore, 'deals with censorship as though it were a malfunction
and routes around it."'); Judith Lewis, Whyl ohnny Can't Surf, LAWKLY., Feb. 21, 1997, at 43. ("Mt's not
easy to push standards of 'decency' on a network that, as.. .John Gilmore allegedly put it (though even
he can't remember where), treats censorship as damage and mutes around it."). I.
INTRODUCTION [T]he problems to which the theory of.sovereignty was addressed
were in effect confined to the general mechanisms of power, to the
way in which its forms of existence at the higher level of society
influenced its exercise at the lowest levels .... In effect, the mode in
which power was exercised could be defined in its essentials in terms
of the relationship sovereign-subject. But . . . we have the . . . emergence, or rather the invention, of a new mechanism of power
possessed of highly specific procedural techniques ... which is also, I
believe, absolutely incompatible with the relations of sovereignty.... It is a type of power which is constantly exercised by means of
surveillance rather than in a discontinuous manner by means of a
system of levies or obligations distributed over time. It presupposes
a tightly knit grid of material coercions rather than the physical
existence of a sovereign .... This non-sovereign power, which lies
outside the form of sovereignty, is disciplinary power.' This is an Article about law in cyberspace. It focuses on three
interdependent phenomena: a set of political and legal assumptions that
I call the jurisprudence of digital libertarianism, a separate but related
set of beliefs about the state's supposed inability to regulate the Internet,
and a preference for technological solutions to hard legal issues on-line. 178 [Vol.66 UNIVERSITY OF CIN)VA TI L4 WREVIEW 66 I make the familiar criticism that digital libertarianism is inadequate
because of its blindness to the effects of private power, and the less
familiar claim that digital libertarianism is also surprisingly blind to the
state's own power in cyberspace. In fact, I argue that the conceptual
structure and jurisprudential assumptions of digital libertarianism lead
its practitioners to ignore the ways in which the state can often use
privatized enforcement and state-backed technologies to evade some of
the supposed practical (and constitutional) restraints on the exercise of
legal power over the Internet. Finally, I argue that technological
solutions which provide the keys to the first two phenomena are neither
as neutral nor as benign as they are currently perceived to be. Some of
my illustrations will come from the Clinton administration's proposals
for Internet copyright regulation, others from the Communications
Decency Act (CDA)2 and the cryptography debate. II. THE INTERNET TRINITY For a long time, the Internet's enthusiasts have believed that it would
be largely immune from state regulation. The theory was not so much
that nation states would not want to regulate the Internet, it was that
they would be unable to do so, forestalled by the technology of the medium,
the geographical distribution of its users, and the nature of its content. This
tripartite immunity came to be a kind of "Internet Holy Trinity"; faith
in it was a condition of acceptance into the community. Indeed, the
ideas I am about to discuss are so well known on the Internet that they
have actually acquired the highest status that a culture can confer: they
have become cliches. I.
INTRODUCTION In the process, I
make opportunistic and unsystematic use of the late Michel Foucault's
work to criticize some of the jurisprudential orthodoxy of the Internet. 4. See generally Todd Flaming, An Introduction to the Internet, 83 ILL. Bj., 311, (1995); JOSHUA
EDDINGS, HOWTHE INTERNET WORKS 13 (1994); Bruce Sterling, Short Histoiy ofthe Internet (last modified
Feb. 1993) <gopher://gopher.metronet.com:70/00/inet/A..Short..History-oLthejntemet>.
For
background information on Internet legal issues, see generally Lawrence Lessig, The Zones Of Cyberspace, 48
STAN. L REV. 1403 (1996); Lawrence Lessig, The Path Of Cyberlaw, 104 YALE Lj. 1743 (1995); David R.
Johnson & David Post, Law and Borders-the Rise Of Law In Cyberspace, 48 STAN. L. REV. 1367 (1996).
5. See, e.g.,
John
P. Barlow,
Leaving
the
Physical
World
(visited June
24,
1997)
<http://www.eff.org/pub/Publicadons/john-Perty-Barlow/HTML/leaving-the-physica-world.html>
(discussing the inapplicability of physical-world standards in cyberspace). A. "The Net interprets censorship as damage and routes around it." This quote fromJohn Gilmore,' one of the founders of the Electronic
Frontier Foundation, has the twin advantages of being pithy and CORPORA TE LA W SYMPOSIUM 1997] technologically accurate. The Internet was originally designed to
survive a nuclear war; its distributed architecture and its technique of
packet switching were designed to get messages delivered despite
blockages, holes, and malfunctions." Imagine the poor censor faced with
such a system. There is no central exchange to seize and hold;
messages actively "seek out" alternative routes so that even if one path
is blocked another may open up. Here was the civil libertarian's dream:
a technology with a comparatively low cost of entry to speakers and
listeners alike, technologically resistant to censorship, yet politically and
economically important enough that it cannot easily be ignored. The
Internet offers obvious advantages to the countries, research
communities, cultures, and companies that use it, but it is extremely
hard to control the amount and type of information available; access is
like a tap that only has two settings-"off' and "full." For govern-
ments, this has been seen as one of the biggest problems posed by the
Internet. To the Internet's devotees, most of whom embrace some
variety of libertarianism, the Internet's structural resistance to censor-
ship, or any externally imposed filtration, is "not a bug but a feature." B. "In Cyberspace, the First Amendment is a local ordinance. "5 To the technological obstacles the Internet raises against externally
imposed content filtration, one must add the geographic obstacles raised
by its global extent. Because a document can be retrieved as easily from
a server five-thousand miles away or a server five miles away,
geographical proximity and content availability are independent of each
other. If the king's writ reaches only as far as the king's sword, then
much of the content on the Internet might be presumed to be free from
the regulation of any particular sovereign. The libertarian culture that dominates the Internet at present posits
that state intervention into private action is only necessary to prevent the
infliction of harm. Seeing the Internet as a speech-dominated realm of
human activity in which harm would be comparatively hard to inflict,
libertarians have been even more resistant to state regulation of the 180 UNIVERSITY OF CLCLNNATI I WREVIEW
[Vol.66 digital environment than of the disdainfully named, "meatspace."
"Sticks and stones can break my bones but bytes can never hurt me," or
so goes their assumption. 'Thus; the postulate that a global Internet
cannot be regulated by national governments has been seen as an
unequivocally positive thing. John Perry Barlow's description of the First Amendment as a local
ordinance offers the sobering reminder that it is not merely "bad" state
traditions, interventions, and regulations that are enfeebled by
cyberspace. There is a difference between speech being constitutionally
protected and practically immune from regulation;
a free speech
tradition that pins all of its hopes on physical immunity from regulation
is likely to be particularly vulnerable if that immunity proves illusory. C. "Information Wants to be Free." Esther Dyson, et al., A Magna Cartaforthe KnowledgeAge, 11 NEW PERSPECTIVES QUARTERLY 26, 29 (1994)
(emphasis added) If this analysis is correct, copyright and patent protection ofImowledge (or at Last many forns
of it) may no longer be necessary. In fact, the marketplace may already be creating vehicles to
compensate creators of customized knowledge outside the cumbersome copyright/patent
process, as suggested byJohn Perry Barlow. Esther Dyson, et al., A Magna Cartaforthe KnowledgeAge, 11 NEW PERSPECTIVES QUARTERLY 26, 29 (1994)
(emphasis added). Esther Dyson, et al., A Magna Cartaforthe KnowledgeAge, 11 NEW PERSPECTIVES QUARTERLY 26, 29 (1994)
(emphasis added). 7. Huber, in fact, took a direct shot at the notion that "information wants to be free." See Peter
Huber, Tangked 1rres: The Intellctual Confusion and Hypocrisy of the Wired Crowd, SLATE, Oct. 18, 1996
<http://www.slate.com/Features/TangledWires/TangledWires.asp>. In this article, Huber labeled the
intellectual property rights skeptics as hypocrites whose real attitude reflects a desire for liberal
redistribution of everyone else's stuff. See id His views are frankly dismissive and puzzlingly so. He
criticized a group of people with widely varying political views, linked mainly by an opposition to the
expansion of intellectual property rights. Some have argued in favor of maintaining the existing intellectual
property rules in cyberspace, others have claimed that reliance on rules rather than technological
innovation would actually inhibit the operation of capitalism on-line. Yet Huber's description of this
"Wired Crowd," many of whom make Ayn Rand sound like Vladimir Ilyich, is that their position is that
of a hypocritical New Dealer-"My property is mine; yours is for sharing." Id. Wired, we are supposed
to believe, is the Economic and Philosophical Manuscripts in cyberspace. (Would that it were true! In fact,
Wird's ideal of scathing social commentary is to claim that someone's computer is out of date.) Huber then
seeks to restore normative appeal to intellectual property by arguing that it "isjust a commercial form of
privacy law. Indeed for some, it's the only kind of privacy they still own." Id. This powerful argument
suffers a little from the example that follows. "Madonna can no longer stop you from gazing at her breasts. Copyright at least makes you pay for the pleasure." Id. C. "Information Wants to be Free." To a person interested in political theory, one of the most striking
things about the Internet is the instability of its political cartography. We divide our world up into contiguous and opposing terr-
itories-public and private, property and sovereignty, regulation and
laissez faire-solving problems by deciphering their placement on this
map. In the everyday world, these divisions seem comparatively solid
and lumpish, even if clever academic critics may harp on their
theoretical indeterminacy. On the Internet, things are different. Concepts and political forces seem to be up for grabs. Nothing
illustrates this point better than the debate over intellectual property on-
line. In the digital environment, is intellectual property just property,
the precondition to an unregulated market, just another example of the
rights that libertarians believe the state was specifically created to
protect? Or is intellectual property actually public regulation, artificial
rather than natural, an invented monopoly imposed by a sovereign state,
a distorting and liberty-reducing intervention in an otherwise free
domain? Although it would be hard to find anyone who believes entirely in
either of these two stereotypes, recognizable versions of both do exist in
the debate over intellectual property and-more interestingly-can be
found across the political spectrum. George Gilder of the conservative
Manhattan Institute, a fervent booster of capitalism and laissez faire
economics, has shown considerable skepticism about intellectual CORPORA TE LA W SYMPOSIUM 1997] 181 property.' Peter Huber, from the same conservative think tank, has
pronounced it the very acme of liberty, privacy, and natural right.7 The
Clinton administration attempted to extend intellectual property rights property.' Peter Huber, from the same conservative think tank, has
pronounced it the very acme of liberty, privacy, and natural right.7 The p
y
y p
y
g
Clinton administration attempted to extend intellectual property right 6. One of the strongest statements of his position comes in the manifesto he co-authored with a
number of other prominent members of the digerati:
Unlike the mass knowledge of the Second Wave-public good knowledge that was useful
to everyone because most people's information needs were standardized-Third Wave
customized knowledge is by nature a private good. If this analysis is correct, copyright and patent protection ofImowledge (or at Last many forns
of it) may no longer be necessary. In fact, the marketplace may already be creating vehicles to
compensate creators of customized knowledge outside the cumbersome copyright/patent
process, as suggested byJohn Perry Barlow. 6. One of the strongest statements of his position comes in the manifesto he co-authored with a
number of other prominent members of the digerati:
Unlike the mass knowledge of the Second Wave-public good knowledge that was useful
to everyone because most people's information needs were standardized-Third Wave
customized knowledge is by nature a private good.
If this analysis is correct, copyright and patent protection ofImowledge (or at Last many forns
of it) may no longer be necessary. In fact, the marketplace may already be creating vehicles to
compensate creators of customized knowledge outside the cumbersome copyright/patent
process, as suggested byJohn Perry Barlow.
Esther Dyson, et al., A Magna Cartaforthe KnowledgeAge, 11 NEW PERSPECTIVES QUARTERLY 26, 29 (1994)
(emphasis added). 6. One of the strongest statements of his position comes in the manifesto he co-authored with a
number of other prominent members of the digerati: 8. See
eraffy INFORMATION INFRASTRUCTURE TASK FORCE, INTE ICTUAL PROPERTY AND
THE NATIONAL INFORMATION INFRASTRUCTURE:
THE REPORT OF THE WORKING GROUP ON
INTELLECTUAL PROPERTY RIGHTS (Sept. 1995).
9. SeeJames Boyle, Intellctual Property
Poticy On-Line: A Young Person's Guide, 10 HARv.J.L. & TECH.
47, 52 (1996).
10. John P. Barlow, Selling Wine Wirhout Bottles: The Economy of Mind on the Global Net, WIRED 2.03
1993,
at 86 (visited June
24,
1997) <http://www.eff.org/pub/Publications/John_-Perry.-Bar-
low/HTML/idea.economy-article.html> (crediting Stewart Brand with the statement).
11. Id. (quoting THOMASJEFFERSON, 13 THE WRITINGS OF THOMASJEFFERSON 333-34 (Albert
E. Bergh ed., Monticello ed., Thomas Jefferson Memorial Ass'n 1904) (letter from Jefferson to Isaac C. "Information Wants to be Free." Our sympathies are with her (and with him if this
is the best illustration that comes to mind.) Stopping the world from gazing at her breasts has never seemed
to be particularly high on Madonna's list of priorities-at least as a matter of "privacy." True, Madonna
might prefer a legal regime that would allow her to wring the maximum commercial advantage in every
market for images of her and references to her-by making people like Huber pay if they wished to use her
as an example, restricting the fair use privilege, or limiting news reporting and biography to authorized
images. Yet it is not clear why this desire, in itself, makes the notion of such a regime normatively
compelling as a matter of social policy. There is also a danger in labeling critics of extensive intellectual
property rights "anti-privacy."
If there is a privacy interest consisting solely in the extraction of the
maximum rent for one's intellectual property, then was the Justice Department's investigation of Microsoft's
allegedly anticompetitive practices an attempt to cut down on Bill Gates's privacy interest in Windows '95? Or are we referring simply to spin-off effects in a particular case? Are federal automobile emissions
standards "anti-privacy" if they make it harder for me to leave the paparazzi in the dust? Surely one must
distinguish occasional opportunistic uses of a right from the underlying purposes of that right? We have
all used things for other than their intended purpose. Intellectual property can sometimes be used to
preserve privacy and I have used a stout and WASP-y pair of wingtips to hammer in a nail; this does not
mean that the manufacturers of Birkenstock sandals are "anti-carpentry." There are indeed profound and
interesting linkages and tensions between property and privacy, and this point has been made for some
time. Compare Samuel D. Warren & Louis D. Brandeis, The Right to Privacy, 4 HARV. L. REV. 193 (1890),
with Michael Madow, Private
Ownership ofPub/i Imag" Popu/ar Culture and Pubiciy Rights, 81 CAL. L. REV. 125
(1993). C. "Information Wants to be Free." Inventions then cannot, in
nature, be a subject of property." CORPORATE L4 W
997] CORPORA TE L4 W SYMPOSIUM 1997] The quotation expresses perfectly the mixture of Enlightenment
values and upbeat, public-goods theory that typifies Internet analysis of
information flows. Information is costless to copy, should be spread
widely, and cannot be confined. Beyond the Jeffersonian credo lies a kind
of Darwinian anthropomorphism. Information really does want to be
free. John Perry Barlow credited Brand's phrase with "recognizing both
the natural desire of secrets to be told and the fact that they might be
capable of possessing something like a 'desire' in the first place."12
Barlow continued: English biologist and philosopher Richard Dawkins proposed the idea
of "memes," self-replicating, patterns of information which propagate
themselves across the ecologies of mind, saying they were like life
forms. I believe they are life forms in every respect but a basis in the
carbon atom. They self-reproduce, they interact with their
surroundings and adapt to them, they mutate, they persist. Like any
other life form they evolve to fill the possibility spaces of their local
environments, which are, in this case the surrounding belief systems
and cultures of their hosts, namely, us. I d
d th
i bi l
i t lik D
ki
k .Indeed, the sociobiologists like Dawkins make a plausible case that
carbon-based life forms are information as well, that, as the chicken
is an egg's way of making another egg, the entire biological spectacle
is just the DNA molecule's means of copying out more information
strings exactly like itself.'3 Viewed through this lens, the Internet is the ultimate natural
environment for information; trying to regulate the Internet is like
trying to prohibit evolution. Taken together, the three quotations assert that the technology of the
medium, the geographical distribution of its users, and the nature of its
content all make the Internet specially resistant to state regulation. The
state is too big, too slow, and too geographically and technically limited
to regulate a global citizenry's fleeting interactions over a mercurial
medium. Though I do not subscribe to the full-throated versions of any
of these slogans, I have sympathy with each of them. C. "Information Wants to be Free." Yet, as these articles both show, intellectual property most definitely is not 'just a commercial form
ofprivacy law " UNIVERSITY OF CMCLNATILAWREVIEW
[Vol.66 [Vol.66 182 on-line,8 and has been roundly criticized by both civil liberties groups
and right wing intellectuals.9 This is not just a disagreement as to tactics
among people who might be said to share the same ideology: it is a
fundamental set of disputes over the very social construction and
normative significance of a particular phenomenon-as if the
Libertarian party couldn't agree on whether its motto was to be
"Taxation is theft" or "Property is theft." In this contested terrain,
Stewart Brand's phrase, "information wants to be free," marks out the
territory of those who are skeptical of both the need for, and the utility
of restraints on the flow of information and who frequently extend that
skepticism to intellectual property rights. p
As a phrase, "information wants to be free,"'" has sufficiently
penetrated the culture that it is now actually parodied in advertisements. Yet its ubiquitous nature may work to conceal the claims that it makes. John Perry Barlow began his famous essay, "Selling Wine Without
Bottles: The Economy of Mind on the Global Net," with this quote
from Thomas Jefferson: If nature has made any one thing less susceptible than all others of
exclusive property, it is the action of the thinking power called an
idea, which an individual may exclusively possess as long as he keeps
it to himself; but the moment it is divulged, it forces itself into the
possession of everyone, and the receiver cannot dispossess himself of
it. Its peculiar character, too, is that no one possesses the less, because
every other possesses the whole of it. He who receives an idea from
me, receives instruction himself without lessening mine; as he who
lights his taper at mine, receives light without darkening me. That
ideas should freely spread from one to another over the globe, for the
moral and mutual instruction of man, and improvement of his
condition, seems to have been peculiarly and benevolently designed
by nature, when she made them, like fire, expansible over all space,
without lessening their density at any point, and like the air in which
we breathe, move, and have our physical being, incapable of
confinement or exclusive appropriation. C. "Information Wants to be Free." It does excite me
that the Internet is highly resistant to externally imposed content
filtration, although I tend to worry about structural private filters as well
as command-based public filters, and I also recognize that speech and
information can and will produce harm as well as good. I do think that
the global nature of the Internet is, by and large, a positive thing, though McPherson, Aug. 13, 1813)). 12. Id
13. Id [Vol.66 66 184 UNIVERSITY OF CININNA TI LA WREVIEW we need to pay more attention to things like the cost of the technology
required to play the game, or the effects on workers of a networked
economy in which companies can relocate around the world and find
a new on-line workforce in an afternoon. 4 Finally, I am optimistic
about the historical conjunction of technologies based on nearly costless
copying and a political tradition that treats information in a more
egalitarian way than other resources.15 It is possible, of course, to
conjure up a world in which rampant info-kleptocracy undermines
scientific and artistic development. I have argued elsewhere that the
main danger is not that information will be unduly free, but that
intellectual property rights will become so extensive that they will
actually stifle innovation, free speech, and educational potential. In any
event, I want to set aside my agreement or disagreement with the values
behind the Internet catechism, and focus instead on the factual and legal
assumptions on which it relies. My argument is that info-libertarians
should not be so quick to write off the state. In fact, I argue that the
work of the distinctively nondigital philosopher, Michel Foucault,
provides some suggestive insights into the ways in which power can be
exercised on the Internet and the reasons why much contemporary
analysis is so dismissive of the power of law and the state. 14. Global, lightspeed mobility of labor is not something that Adam Smith had contemplated; is it
a quantitative or a qualitative distinction?
15. SeeJAMES BOYLE, SHAMANS, SOFTWARE AND SPLEENS: LAW AND THE CONSTRUCTION OF
THE INFORMATION SOCIETY at 182-83 (1996) ("To someone like me, who believes a lot of our social ills
come from the restriction of egalitarian norms, [the] fact [that our current ideas about information have
strong egalitarian underpinnings] has an optimistic ring."); see also Eugene Volokh, Cheap Speech and IWhat
It Wdl Do, 104 YALE LJ. 1805, 1847 (1995).
[I]he [Supreme] Court has based its jurisprudence on an idealized view of the world, a view
that doesn't quite correspond to the world in which we live ....
[T]his idealized
world ... is much closer to the electronic media world of the future than it is to the print
and broadcast media world of the present. If my predictions are right, the new technologies
will make it much easier for all ideas, whether backed by the rich or the poor, to participate
in the marketplace ....
[D]uring the print age, the Supreme Court created a First
Amendment for the electronic age. The fictions the Court found necessary to embrace are
turning, at least in part, into fact.
Id.; cf. C. Edwin Baker, New Media Technologies, the First Amendment and Public Policy, 1 Communications
Review 315 (1996) (arguing that Volokh's view reduces the First Amendment to the marketplace of ideas
theory that, in fact, represents only a part of First Amendment doctrine and theory).
16. JOHN AUSTIN, THE PROVINCE OFJURISPRUDENCE DETERMINED (Isaiah Berlin, et al. eds., 16. JOHN AUSTIN, THE PROVINCE OFJURISPRUDENCE DETERMINED (Isaiah Berlin, et al. eds., 14. Global, lightspeed mobility of labor is not something that Adam Smith had contemplated; is it
a quantitative or a qualitative distinction? Id.; cf. C. Edwin Baker, New Media Technologies, the First Amendment and Public Policy, 1 Communications
Review 315 (1996) (arguing that Volokh's view reduces the First Amendment to the marketplace of ideas
theory that in fact represents only apart ofFirst Amendment doctrine and theory) It Wdl Do, 104 YALE LJ. 1805, 1847 (1995).
[I]he [Supreme] Court has based its jurisprudence on an idealized view of the world, a view
that doesn't quite correspond to the world in which we live ....
[T]his idealized
world ... is much closer to the electronic media world of the future than it is to the print
and broadcast media world of the present. If my predictions are right, the new technologies
will make it much easier for all ideas, whether backed by the rich or the poor, to participate
in the marketplace ....
[D]uring the print age, the Supreme Court created a First
Amendment for the electronic age. The fictions the Court found necessary to embrace are
turning, at least in part, into fact. 15. SeeJAMES BOYLE, SHAMANS, SOFTWARE AND SPLEENS: LAW AND THE CONSTRUCTION OF
THE INFORMATION SOCIETY at 182-83 (1996) ("To someone like me, who believes a lot of our social ills
come from the restriction of egalitarian norms, [the] fact [that our current ideas about information have
strong egalitarian underpinnings] has an optimistic ring."); see also Eugene Volokh, Cheap Speech and IWhat
I Wdl D
104 YALE LJ 1805 1847 (1995) theory that, in fact, represents only a part of First Amendment doctrine and theory). Id.; cf. C. Edwin Baker, New Media Technologies, the First Amendment and Public Policy, 1 Communications
Review 315 (1996) (arguing that Volokh's view reduces the First Amendment to the marketplace of ideas
theory that, in fact, represents only a part of First Amendment doctrine and theory). theory that, in fact, represents only a part of First Amendment doctrine and theory).
16. JOHN AUSTIN, THE PROVINCE OFJURISPRUDENCE DETERMINED (Isaiah Berlin, et al. eds., 19. Michel Foucault, What Is an Author?, in TEXTUAL STRATEGIES: PERSPECTIVES IN POST-
STRUCTURALIST CRITICISM 141, 141-160 (osue V. Harari ed., 1979); MICHEL FOUCAULT, DISCIPLINE
AND PUNISH: THE BIRTH OFTHE PRISON (Alan Sheridan cd. & trans., 1979) [hercinafter FOUCAULT]. III. FOUCAULT & THEJURISPRUDENCE OF DIGITAL
LIBERTARIANISM When "Netizens" think of law, they tend to conjure up a positivist,
even Austinian, image: 6 law is a command backed by threats, issued by 16. JOHN AUSTIN, THE PROVINCE OFJURISPRUDENCE DETERMINED (Isaiah Berlin, et al. eds., CORPORA TE LA W SYMPOSIUM 1997] a sovereign who acknowledges no superior, directed to a geographically
defined population which renders that sovereign habitual obedience. 7
Thus, Netizens think of the state's law as a blunt instrument, incapable
of imposing its will on the global subjects of the Internet and their
evanescent and geographically unsituated transactions. Indeed, if there
was ever a model of law designed to fail at regulating the Internet, it is
the Austinian model. Fortunately or unfortunately for the Internet,
however, the Austinian model is both crude and inaccurate. That is
where the work of the late Michel Foucault comes in. Michel Foucault was one of the most interesting postwar French
philosophers and social theorists. His work was wide-ranging,
sometimes obscure,'8 indeed deliberately so, and his historical
generalizations would have been insufferable if they were not so often
provocatively useful. 9 Above all, Foucault possessed a knack for posing
problems in a new way-reorienting the inquiry in a way that was 17. The overwhelmingly libertarian cast.to Internet politics in the United States might provide an
explanation for this view. Libertarians tend to concentrate on state power rather than private power, and
focus on the obvious restraints on freedom imposed by criminal law's impact against the citizen, rather than
the subtler restraints imposed by the rules constituting and structuring market and other relationships. Both
ideas fit the Austinian image. By making a criminal statute the paradigm of the exercise of state power, and
the citizen's right against the government the paradigm of its fimikn, the libertarians code their normative
ideas about political problems and solutions into the very image of law itself. You will recall my work here, such as it has been .... None of it does more than mark time. Repetitive and disconnected, it advances nowhere. Since indeed it never ceases to say the
same thing, it perhaps says nothing. It is tangled up into an indecipherable, disorganised
muddle. In a nutshell, it is inconclusive. You will recall my work here, such as it has been .... None of it does more than mark time. Repetitive and disconnected, it advances nowhere. 1954); see alsoJames Boyle, Thomas Hobbes and the Invented Tradition of Pos"tL Reflections on Language, Power,
and Essentiaism, 135 U. PA. L. REV. 383 (1987). 1954); see alsoJames Boyle, Thomas Hobbes and the Invented Tradition of Pos"tL Reflections on Language, Po
and Essentiaism, 135 U. PA. L. REV. 383 (1987).
17. The overwhelmingly libertarian cast.to Internet politics in the United States might provid
explanation for this view. Libertarians tend to concentrate on state power rather than private power,
focus on the obvious restraints on freedom imposed by criminal law's impact against the citizen, rather
the subtler restraints imposed by the rules constituting and structuring market and other relationships. B
ideas fit the Austinian image. By making a criminal statute the paradigm of the exercise of state power,
the citizen's right against the government the paradigm of its fimikn, the libertarians code their norma
ideas about political problems and solutions into the very image of law itself.
18. Foucault wrote:
You will recall my work here, such as it has been .... None of it does more than mark time.
Repetitive and disconnected, it advances nowhere. Since indeed it never ceases to say the
same thing, it perhaps says nothing. It is tangled up into an indecipherable, disorganised
muddle. In a nutshell, it is inconclusive.
Still, I could claim that after all these were only trails to be followed, it mattered little
where they led; indeed, it was important that they did not have a predetermined starting
point and destination. They were merely lines laid down for you to pursue or to divert
elsewhere, or re-design as the case might be. They are, in the final analysisjust fragments,
and it is up to you or me to see what we can make of them. For my part, it has struck me
that I might have seemed a bit like a whale that leaps to the surface of the water disturbing
it momentarily with a tiny jet of spray and lets it be believed, or pretends to believe, or wants
to believe, or himself does in fact believe, that down in the depths where no one sees him
any more, where he is no longer witnessed nor controlled by anyone, he follows a more
profound, coherent and reasoned trajectory. Well, anyway, that was more or less how I at
least conceived the situation; it could be that you perceived it differently.
Foucault, supra note 1, at 78-79.
19. Michel Foucault, What Is an Author?, in TEXTUAL STRATEGIES: PERSPECTIVES IN P III. FOUCAULT & THEJURISPRUDENCE OF DIGITAL
LIBERTARIANISM Since indeed it never ceases to say the
same thing, it perhaps says nothing. It is tangled up into an indecipherable, disorganised
muddle. In a nutshell, it is inconclusive. Still, I could claim that after all these were only trails to be followed, it mattered little
where they led; indeed, it was important that they did not have a predetermined starting
point and destination. They were merely lines laid down for you to pursue or to divert
elsewhere, or re-design as the case might be. They are, in the final analysisjust fragments,
and it is up to you or me to see what we can make of them. For my part, it has struck me
that I might have seemed a bit like a whale that leaps to the surface of the water disturbing
it momentarily with a tiny jet of spray and lets it be believed, or pretends to believe, or wants
to believe, or himself does in fact believe, that down in the depths where no one sees him
any more, where he is no longer witnessed nor controlled by anyone, he follows a more
profound, coherent and reasoned trajectory. Well, anyway, that was more or less how I at
least conceived the situation; it could be that you perceived it differently. cault, supra note 1, at 78-79. UNIVERSITY OF CINCINNA TI LA W REVIEW
[Vol.66 186 [Vol.66 66 manifestly helpful for those who followed. Thinkers whose politics and
methodology are very far from Foucault's own have testified to this
facility.2" From the point of view of this Article, one of Foucault's most
interesting contributions was to challenge a particular notion of power,
power-as-sovereignty, and to juxtapose against it a vision of
"surveillance" and "discipline."2
At the heart of this project was a
belief that both our analyses of the operation of political power and our
strategies for its restraint or limitation were inaccurate or misguided. In
a series of essays and books Foucault argued that, rather than the public
and formal triangle of sovereign, citizen, and right, we should focus on
a series of subtler private, informal, and material forms of coercion
organized around the concepts of surveillance and discipline. The
paradigm for the idea of surveillance was the Panopticon, Bentham's
plan for a prison constructed in the shape of a wheel around the hub of
an observing warden. 23. In many ways, Foucault himself was most interested in a portion of this analysis that I shall
pursue here only episodically. In a series of works on penology and the treatment of insanity, he argued
that the emergence of the academic and intellectual "disciplines" as we know them now is reciprocally
linked in important ways to this minute and quotidian regulation of behavior. At the same time, retrofitting
some of his earlier work on the human sciences into this new theoretical mold, he suggested that our
conception of"an individual" was not some naturally occurring fact of nature from which analyses could
begin, but instead, in part, a result of the concatenation of discipline and surveillance. Elsewhere I have
explored the connections between power and knowledge on the one hand, see James Boyle, 77Te
Politics of
Reason: Critical Legal 7eoy and Local Socal Thought, 133 U. PA. L. REv. 685 (1985), and the effects of the
construction of subjectivity on the other, see James Boyle, Is
Subjecviy Possible? The Poshnodem Subject in Legal 20. See, e.g., RICHARD A. POSNER, SEX AND REASON 23, 182 (1992) (describing Foucault's writings
on sexuality as "remarkable" and "eloquent").
21.
FOUCAULT, supra note 19.
22. SeeJANEr SEMPLE, BENTHAM'S PRISON: A STUDY OFTHE PANOPTICON PENITENTIARY (1993).
The two writers to have used Foucault's ideas most notably in the legal privacy and cyberspace context are
J.M. Balkin,
hkalt
is
a Postmodern Constitutionalisrm, 90 MICH. L. REV. 1966, 1987 (1992), and Larry Lessig,
Reading the
Cons itudion in Cyberspace, 45 EMORY L.J. 869,895 (1996) (citing FOUCAULT, THE BIRTH OF THE
PRISON, supra note 19, at 139-40).
23. In many ways, Foucault himself was most interested in a portion of this analysis that I shall
pursue here only episodically. In a series of works on penology and the treatment of insanity, he argued
that the emergence of the academic and intellectual "disciplines" as we know them now is reciprocally
linked in important ways to this minute and quotidian regulation of behavior. At the same time, retrofitting
some of his earlier work on the human sciences into this new theoretical mold, he suggested that our
conception of"an individual" was not some naturally occurring fact of nature from which analyses could
begin, but instead, in part, a result of the concatenation of discipline and surveillance. Elsewhere I have
explored the connections between power and knowledge on the one hand, see James Boyle, 77Te
Politics of
Reason: Critical Legal 7eoy and Local Socal Thought, 133 U. PA. L. REv. 685 (1985), and the effects of the
construction of subjectivity on the other, see James Boyle, Is
Subjecviy Possible? The Poshnodem Subject in Legal 22. SeeJANEr SEMPLE, BENTHAM'S PRISON: A STUDY OFTHE PANOPTICON PENITENTIARY (1993).
The two writers to have used Foucault's ideas most notably in the legal privacy and cyberspace context are
J.M. Balkin,
hkalt
is
a Postmodern Constitutionalisrm, 90 MICH. L. REV. 1966, 1987 (1992), and Larry Lessig,
Reading the
Cons itudion in Cyberspace, 45 EMORY L.J. 869,895 (1996) (citing FOUCAULT, THE BIRTH OF THE
PRISON, supra note 19, at 139-40). III. FOUCAULT & THEJURISPRUDENCE OF DIGITAL
LIBERTARIANISM At any moment the warden might have the
prisoner under observation through a nineteenth century version of the
closed-circuit TV.22' Unsure when authority might in fact be watching,
the prisoner would strive always to conform his behavior to its presumed
desires. Bentham had hit upon a behavioralist equivalent of the
superego, formed from uncertainty about when one was being observed
by the powers that be. The echo of contemporary laments about the
"privacy-free state" is striking. To this, Foucault added the notion of
discipline-crudely put, the multitudinous private methods of regulation
of individual behavior ranging from workplace time-and-motion
efficiency directives to psychiatric evaluation." 20. See, e.g., RICHARD A. POSNER, SEX AND REASON 23, 182 (1992) (describing Foucault's writings
on sexuality as "remarkable" and "eloquent"). 21. FOUCAULT, supra note 19. 22. SeeJANEr SEMPLE, BENTHAM'S PRISON: A STUDY OFTHE PANOPTICON PENITENTIARY (1993). The two writers to have used Foucault's ideas most notably in the legal privacy and cyberspace context are
J.M. Balkin,
hkalt
is
a Postmodern Constitutionalisrm, 90 MICH. L. REV. 1966, 1987 (1992), and Larry Lessig,
Reading the
Cons itudion in Cyberspace, 45 EMORY L.J. 869,895 (1996) (citing FOUCAULT, THE BIRTH OF THE
PRISON, supra note 19, at 139-40). 23. In many ways, Foucault himself was most interested in a portion of this analysis that I shall
pursue here only episodically. In a series of works on penology and the treatment of insanity, he argued
that the emergence of the academic and intellectual "disciplines" as we know them now is reciprocally
linked in important ways to this minute and quotidian regulation of behavior. At the same time, retrofitting
some of his earlier work on the human sciences into this new theoretical mold, he suggested that our
conception of"an individual" was not some naturally occurring fact of nature from which analyses could
begin, but instead, in part, a result of the concatenation of discipline and surveillance. Elsewhere I have
explored the connections between power and knowledge on the one hand, see James Boyle, 77Te
Politics of
Reason: Critical Legal 7eoy and Local Socal Thought, 133 U. PA. L. REv. 685 (1985), and the effects of the
construction of subjectivity on the other, see James Boyle, Is
Subjecviy Possible? The Poshnodem Subject in Legal 23. In many ways, Foucault himself was most interested in a portion of this analysis that I shall
pursue here only episodically. 20. See, e.g., RICHARD A. POSNER, SEX AND REASON 23, 182 (1992) (describing Foucault's writings
on sexuality as "remarkable" and "eloquent").
21.
FOUCAULT, supra note 19.
22. SeeJANEr SEMPLE, BENTHAM'S PRISON: A STUDY OFTHE PANOPTICON PENITENTIARY (1993).
The two writers to have used Foucault's ideas most notably in the legal privacy and cyberspace context are
J.M. Balkin,
hkalt
is
a Postmodern Constitutionalisrm, 90 MICH. L. REV. 1966, 1987 (1992), and Larry Lessig,
Reading the
Cons itudion in Cyberspace, 45 EMORY L.J. 869,895 (1996) (citing FOUCAULT, THE BIRTH OF THE
PRISON, supra note 19, at 139-40). Theory, 62 U. COLO. L. REV. 489 (1991). Although there are interesting things to be said about the
construction of subjectivity in cyberspace, my goal here is more mundane.
24. Foucault, supra note 1, at 105.
25. Id at 104.
26. Id at 105. III. FOUCAULT & THEJURISPRUDENCE OF DIGITAL
LIBERTARIANISM In a series of works on penology and the treatment of insanity, he argued
that the emergence of the academic and intellectual "disciplines" as we know them now is reciprocally
linked in important ways to this minute and quotidian regulation of behavior. At the same time, retrofitting
some of his earlier work on the human sciences into this new theoretical mold, he suggested that our
conception of"an individual" was not some naturally occurring fact of nature from which analyses could
begin, but instead, in part, a result of the concatenation of discipline and surveillance. Elsewhere I have
explored the connections between power and knowledge on the one hand, see James Boyle, 77Te
Politics of
Reason: Critical Legal 7eoy and Local Socal Thought, 133 U. PA. L. REv. 685 (1985), and the effects of the
construction of subjectivity on the other, see James Boyle, Is
Subjecviy Possible? The Poshnodem Subject in Legal CORPORA TE LIA W SYMPOSIUM 1997] Foucault pointed out the apparent conflict between a formal language
of politics organized around relations between sovereign and citizen,
expressed through rules backed by sanctions, and an actual experience
of power being exercised through multitudinous non-state sources, often
dependent on material or technological means of enforcement. Writing
in a manner that managed to be simultaneously coy and sinister,
Foucault suggested that there was something strange going on in the
coexistence of these two systems: Impossible to describe in the terminology of the theory of sovereignty
from which it differs so radically, this disciplinary power ought by
rights to have led to the disappearance of the grand juridical edifice
created by that theory. But in reality, the theory of sovereignty has
continued to exist not only as an ideology of right, but also to provide
the organising principle of the legal codes .... g
Why
has the theory of sovereignty
persisted in
this
fashion ... ? For two reasons, I believe. On the one hand, it has
been.., a permanent instrument of criticism of the monarchy and all
the obstacles that can thwart the development of a disciplinary society. But at the same time, the theory of sovereignty, and the organisation
of a legal code centered upon it, have allowed a system of right to be
superimposed upon the mechanisms of discipline in such a way as to
conceal its actual procedures .... 24 Foucault was not writing about the Internet. III. FOUCAULT & THEJURISPRUDENCE OF DIGITAL
LIBERTARIANISM He was not even writing
about the twentieth century. But his words provide a good starting
place from which to examine the catechism of Internet inviolability. They are a good starting point precisely because, when viewed within
the discourse of sovereign "commands backed by threats" aimed at a
defined territory and population, the Internet does indeed look almost
invulnerable. Things look rather different when viewed from the
perspective of"a type of power which is constantly exercised by means
of surveillance rather than in a discontinuous manner by means of a
system of levies or obligations distributed over time [and which].... presupposes a tightly knit grid of material coercions rather than the
physical existence of a sovereign." 25 What is more, there is a sense in
which the "system of right [is] superimposed upon the mechanism of
discipline in such a way as to conceal its actual procedures ... ,, 26 The
jurisprudence of digital libertarianism is not simply inaccurate; it may Foucault was not writing about the Internet. He was not even writing
about the twentieth century. But his words provide a good starting
place from which to examine the catechism of Internet inviolability. They are a good starting point precisely because, when viewed within
the discourse of sovereign "commands backed by threats" aimed at a
defined territory and population, the Internet does indeed look almost
invulnerable. Things look rather different when viewed from the
perspective of"a type of power which is constantly exercised by means
of surveillance rather than in a discontinuous manner by means of a
system of levies or obligations distributed over time [and which].... i h l
k i
id
f
i l
i
h
h presupposes a tightly knit grid of material coercions rather than the
physical existence of a sovereign." 25 What is more, there is a sense in
which the "system of right [is] superimposed upon the mechanism of
discipline in such a way as to conceal its actual procedures ... ,, 26 The
jurisprudence of digital libertarianism is not simply inaccurate; it may [Vol.66 UNIVERSITY OF CINCINNATIL4 WREVIEW
[Vol.66 188 actually obscure our understanding of what is going on. Cyber Rights Now: Tyranny in dthInfastrucsa, WIRED 5:07 (July 1997) <http://www.wired. com/wired/5.07
/cyber_.rights.html>;
see also Lawrence Lessig, The Zones of Cyberspace, 48 STAN. L. REV. 1403, 1408 (1996)
("In the well implemented system, there is no civil disobedience. Law as code is a start to the perfect
technology ofjustice."). I discovered during the writing of this piece that Lessig's most recent paper comes
even closer to my concerns here. See Lawrence Lessig, What Things Regulate Speech, (visited October 22,
1997), <http://www.si.umich.edu/-prie/tprc/abstracts97/lessig.pdf ">.
Jonathan Weinberg's work
provides a thoughtful description of the techniques and consequences of various Internet rating systems.
SeeJonathan Weinberg, Rating the Net, 19 HASTINGS COMM. & ENT. LJ. 453 (1997). Julie Cohen has
provided a very thought-provoking analysis of the significance of technologically hardwired regimes in the
context of intellectual property law in Julie Cohen, Reverse Enginenzzg and the Rise of Electronic Viilantism:
Intellectual Froperty Implications of "Lock-out" Programs, 68 S. CAL. L. REv. 1091 (1995), and of the
jurisprudential assumptions of the supporters of hardwiring, inJulie Cohen, Lochner in Cyberspace, (visited
October 22, 1997) <http://wvw.si.umich.edu/-prie/tprc/abstracts97/0 Il.txt>. 27. The best chronicler of the role of hard and softwired legal regimes is Lawrence Lessig. He wrote:
I don't take issue with the values inherent in any one particular system of code. My
criticism is directed against those who think about cyber regulation solely in terms of "law."
Laws affect the pace of technological change, but the strictures of software can do even more
to curtail freedom. In the long run, the shackles built by programmers may we constrain
us most. 28. Compare 47 U.S.C.A. §223(a)(l)(A)(ii) ("obscene, lewd, lascivious, filthy, or indecent") with
§223(a)(l)(B)(ii) ("obscene or indecent") and §223(d)(l)(B) ("in terms patently offensive as measured by
contemporary community standards"). Communications Decency Act of 1996, 47 U.S.C.A. §223 (West
Supp. 1997). None of these terms is defined, and it is not clear that they are intended to be distinct from
each other. With some reservations, the courts that have scrutinized the Communications Decency Act
(CDA) have treated both phrases as equivalent to "indecency" as defined in Pacifka. FCC v. Pacifica
Foundation, 438 U.S. 726 (1978). The Supreme Court was less willing to waive away the statute's internal
inconsistencies:
R
dl
f
h
CDA i
h
f III. FOUCAULT & THEJURISPRUDENCE OF DIGITAL
LIBERTARIANISM Thus, even the
digerati may find the analysis that follows of interest, if only to see how
far the Internet can be made to treat censorship as a feature not a bug,
how far local ordinances may reach in cyberspace, and how
information's desire for freedom may be curbed. The examples I will give are drawn from different areas of regulation
of communications technology. Some of them deal explicitly with the
Internet-the CDA, the proposed National Information Infrastructure
(NII) Copyright Protection Act, and the regulation of cryptography. Others are directed towards technologies outside of the Internet, at least
for the present-the V-chip, the Clippe'r Chip, digital telephony, and
digital audio recorders. All of them share one thing--the state has
worked actively to embed or hardwire the legal regime in the technology
itself.27 In most of them, the exercise of power is much more a matter
of the quotidian shaping and surveillance of activity than of imposing
sanctions after the fact. Yet these examples also present revealing
differences, illustrating a range of goals, tactics, and results. Sometimes
technology has been mandated by legislation, sometimes facilitated
through state-sanctioned, standard-setting bodies. Sometimes the legis-
lation defines technological safe harbors to sanctions that would other-
wise apply, and sometimes the state uses the power of the purse to create
a de facto standard by refusing to purchase any equipment that does not
conform to the desired technical' or legal standards. I will begin with the
CDA, turn to the use of strict liability and digital fences in Internet
copyright policy, and conclude with a sampler of hardwired regulation
drawn from a number of areas of communications technology. 1997] CORPORA TE LA W SYMPOSIUM 30. Reno v. ACLU, 117 S. Ct. 2329. Regardless of whether the CDA is so vague that it violates the Fifth Amendment, the many
ambiguities concerning the scope of its coverage render it problematic for purposes of the
First Amendment. For instance, each of the two parts of the CDA uses a different linguistic
form. The first uses the word "indecent," while the second speaks of material that "in
context, depicts or describes, in terms patently offensive as measured by contemporary
community standards, sexual or excretory activities or organs." Given the absence of a
definition of either term, this difference in language will provoke uncertainty among
speakers about how the two standards relate to each other and just what they mean.
R
ACLU 29. SeeACLU, 929 F. Supp. 824. In striking down the CDA, the district court held that, "0]ust as
the strength of the Internet is chaos, so the strength of our liberty depends upon the chaos and cacophony
of the unfettered speech the First Amendment protects. For these reasons, I without hesitation hold that
the CDA is unconstitutional on its face." Id at 883 (Dalzel,J., concurring). Reno v. ACLU, 117 S. Ct. 2329, 2344 (1997) (citations omitted). Perhaps in desperation the government
ended up by declaring that the CDA was intended to regulate only "commercial pornography," a phrase
that appears nowhere within it. ACLU v. Reno, 929 F. Supp. 824, 854-55 (E.D. Pa. 1996). 28. Compare 47 U.S.C.A. §223(a)(l)(A)(ii) ("obscene, lewd, lascivious, filthy, or indecent") with
§223(a)(l)(B)(ii) ("obscene or indecent") and §223(d)(l)(B) ("in terms patently offensive as measured by
contemporary community standards"). Communications Decency Act of 1996, 47 U.S.C.A. §223 (West
Supp. 1997). None of these terms is defined, and it is not clear that they are intended to be distinct from
each other. With some reservations, the courts that have scrutinized the Communications Decency Act
(CDA) have treated both phrases as equivalent to "indecency" as defined in Pacifka. FCC v. Pacifica
Foundation, 438 U.S. 726 (1978). The Supreme Court was less willing to waive away the statute's internal
inconsistencies:
Regardless of whether the CDA is so vague that it violates the Fifth Amendment, the many
ambiguities concerning the scope of its coverage render it problematic for purposes of the
First Amendment. For instance, each of the two parts of the CDA uses a different linguistic
form. The first uses the word "indecent," while the second speaks of material that "in
context, depicts or describes, in terms patently offensive as measured by contemporary
community standards, sexual or excretory activities or organs." Given the absence of a
definition of either term, this difference in language will provoke uncertainty among
speakers about how the two standards relate to each other and just what they mean.
Reno v ACLU
117 S Ct 2329 2344 (1997) (citations omitted)
Perhaps in desperation the government 30. Reno v. ACLU, 117 S. Ct. 2329. 28. Compare 47 U.S.C.A. §223(a)(l)(A)(ii) ("obscene, lewd, lascivious, filthy, or indecent") with
§223(a)(l)(B)(ii) ("obscene or indecent") and §223(d)(l)(B) ("in terms patently offensive as measured by
contemporary community standards"). Communications Decency Act of 1996, 47 U.S.C.A. §223 (West
Supp. 1997). None of these terms is defined, and it is not clear that they are intended to be distinct from
each other. With some reservations, the courts that have scrutinized the Communications Decency Act
(CDA) have treated both phrases as equivalent to "indecency" as defined in Pacifka. FCC v. Pacifica
Foundation, 438 U.S. 726 (1978). The Supreme Court was less willing to waive away the statute's internal
inconsistencies:
Regardless of whether the CDA is so vague that it violates the Fifth Amendment, the many
ambiguities concerning the scope of its coverage render it problematic for purposes of the
First Amendment. For instance, each of the two parts of the CDA uses a different linguistic
form. The first uses the word "indecent," while the second speaks of material that "in
context, depicts or describes, in terms patently offensive as measured by contemporary
community standards, sexual or excretory activities or organs." Given the absence of a
definition of either term, this difference in language will provoke uncertainty among
speakers about how the two standards relate to each other and just what they mean.
Reno v. ACLU, 117 S. Ct. 2329, 2344 (1997) (citations omitted). Perhaps in desperation the government
ended up by declaring that the CDA was intended to regulate only "commercial pornography," a phrase
that appears nowhere within it. ACLU v. Reno, 929 F. Supp. 824, 854-55 (E.D. Pa. 1996).
29. SeeACLU, 929 F. Supp. 824. In striking down the CDA, the district court held that, "0]ust as
the strength of the Internet is chaos, so the strength of our liberty depends upon the chaos and cacophony
of the unfettered speech the First Amendment protects. For these reasons, I without hesitation hold that
the CDA is unconstitutional on its face." Id at 883 (Dalzel,J., concurring).
30. Reno v. ACLU, 117 S. Ct. 2329. IV.
SAFE HARBORS AND UNINTENDED CONSEQUENCES The CDA has been hailed as the nadir of congressional regulation of
communications technology. Badly drafted, inconsistently worded,28
and palpably unconstitutional, it appeared to most of the Internet
community to be a case of technological ignorance run rampant. Congress regulated what it did not understand, and did so in a way that
would be practically futile because of the amount of content that came
from beyond the jurisdiction of the United States. The reactions ranged
from condescending amusement at the lack of Congress's technological
knowledge, to proprietary anger that the state was overtly asserting its
power over the electronic frontier. "Keep your laws off our Net," went
the slogan. When the CDA was struck down by two different three-judge panels29
and then by a unanimous Supreme Court,3" the decisions were seen as
an inevitable vindication of these libertarian views. The victory was
only sweetened when the lower court opinions pointed out that some of
the CDA's constitutional problems came from its practical inability to
reach much of the content on the Internet. Federal judges had come a
long way towards recognizing both the technological resistance of the
Internet to censorship, and the fact that a global net could never be Reno v. ACLU, 117 S. Ct. 2329, 2344 (1997) (citations omitted). Perhaps in desperation the government
ended up by declaring that the CDA was intended to regulate only "commercial pornography," a phrase
that appears nowhere within it. ACLU v. Reno, 929 F. Supp. 824, 854-55 (E.D. Pa. 1996). 29. SeeACLU, 929 F. Supp. 824. In striking down the CDA, the district court held that, "0]ust as
the strength of the Internet is chaos, so the strength of our liberty depends upon the chaos and cacophony
of the unfettered speech the First Amendment protects. For these reasons, I without hesitation hold that
the CDA is unconstitutional on its face." Id at 883 (Dalzel,J., concurring). UNIVERSITY OF CIA'CLIlNA T7 LA WREVIEW
[Vol.66 190 effectively regulated by a single national jurisdiction." Thus, two of the
three parts of the Internet Trinity had been acknowledged in the federal
reporters. What is more, they had actually been plugged into the
framework of conventional First Amendment analysis. 3 1. ACLU, 929 F. Supp. at 824 (discussing findings of fact). "There is no centralized storage
location, control point, or communications channel for the Intemet, and it would not be technically feasible
for a single entity to control all of the information conveyed on the Interet." Id. But cf ACLU Cyber-
Uberties, Transcript of Supreme Court Oral Argument, Reno v. ACLU, Oral Argument of BruceJ. Ennis
(visitedJune 24, 1997) <http://www.aclu.org/issues/cyber/trial/sctran.html> (statement of ChiefJustice
Rehnquist) ("But if 70 percent [of indecent speech on the Internet] is shielded and 30 percent isn't, what
kind of an argument is that against the constitutionality of the statute?"). 3 1. ACLU, 929 F. Supp. at 824 (discussing findings of fact). "There is no centralized storage
location, control point, or communications channel for the Intemet, and it would not be technically feasible
for a single entity to control all of the information conveyed on the Interet." Id. But cf ACLU Cyber-
Uberties, Transcript of Supreme Court Oral Argument, Reno v. ACLU, Oral Argument of BruceJ. Ennis
(visitedJune 24, 1997) <http://www.aclu.org/issues/cyber/trial/sctran.html> (statement of ChiefJustice
Rehnquist) ("But if 70 percent [of indecent speech on the Internet] is shielded and 30 percent isn't, what
kind of an argument is that against the constitutionality of the statute?").
32. Charles Nesson & David Marglin, 77m Day Lim Intermt Met the Frst Amedme-
Tme and the
Communications LiecnyAct, 10 HARV.J.L. & TECH. 113, 115 (1996).
33. Buderv. Michigan, 352 U.S. 380,383 (1957), quoted in Sable Communications v. FCC, 492 U.S.
115, 127 (1989).
34. See 47 U.S.C.A. § 223(e)(5)(A) (West Supp. 1997).
35. 47 U.S.C.A. § 223(e)(5)(B). 32. Charles Nesson & David Marglin, 77m Day Lim Intermt Met the Frst Amedme-
Tme and the
Communications LiecnyAct, 10 HARV.J.L. & TECH. 113, 115 (1996). 33. Buderv. Michigan, 352 U.S. 380,383 (1957), quoted in Sable Communications v. FCC, 492 U.S.
115, 127 (1989). IV.
SAFE HARBORS AND UNINTENDED CONSEQUENCES Given the fact
that the CDA was likely to be ineffective, could we possibly say that it
passed strict First Amendment scrutiny?32 Was this not a case of
substantially restricting the freedom of speech without effectively
achieving the compelling state interest? Seen through the lens provided by the jurisprudence of digital
libertarianism, these reactions were entirely warranted. A command
backed by threats, uttered by a sovereign, and directed towards a
geographically defined population had met and been annihilated by a
right held by citizens against intrusion by state power, in part, because
of the sovereign's inability to regulate those outside its borders. The
CDA vanishes as if it had never been--an utter failure. Yet this analysis
misses the developments surrounding the CDA, not the public criminal
sanction, but rather the shaping and development of privately deployed,
materially based, technological methods of surveillance and censorship. The CDA aimed to protect minors from indecent material. However,
if it did so by substantially limiting the speech of adults, it would be held
unconstitutional as overbroad; in the words of Justice Frankfurter,
"burning down the house to roast the pig."33 The CDA's answer to this
problem was to create safe harbors for indecent, but constitutionally
protected speech aimed at adults, provided that speech was kept from
the eyes of minors.34 The CDA offered a number of methods to achieve
this goal, such as "requiring [the] use of a verified credit card, debit
account, adult access code, or adult personal identification number."35
Given the technology and economics of the Internet, however, the most
important safe harbor for nonprofit organizations was clearly going to
be that provided by § 223(e)(5)(A), which offered immunity to those who Given the technology and economics of the Internet, however, the most
important safe harbor for nonprofit organizations was clearly going to
be that provided by § 223(e)(5)(A), which offered immunity to those who 1997] CORPORA TE LA W SYMPOSIUM had used "any method which is feasible under available technology."36 had used any method which is feasible under available technology. It is here that the irony begins. When the CDA was first proposed,
a number of computer scientists and software engineers decided that
they would do something more than merely rail against its
unconstitutionality. 36. 47 U.S.C.A. §223(e)(5)(A). The statute provides:
(5) It is a defense to a prosecution under subsection (a)(1)(B) or (d) of this section, or under
subsection (a)(2) of this section with respect to the use of a facility for an activity under
subsection (a)(1)(B) of this section that a person-
(A) has taken, in good faith, reasonable, effective, and appropriate actions under the
circumstances to restrict or prevent access by minors to a communication specified in such
subsections, which may involve any appropriate measures to restrict minors from such
communications, including any method which is feasible under available technology ....
47 U.S.C.A. § 223(e)(5)(A).
37. See Paul Resnick &Jim Miller, The CDA's Silver Lining, WIRED, Aug. 1996, at 109.
38. See generally Platform for Internet Content &lection:
What Does It Do? (visited June 24, 1997)
<http://www.w3.org/PICS/951030/AV/StartHere.html>.
39. Self-rating israting provided by the person posting the information. Third party rating is rating
provided by some other entity. World Wide Web Consortium, PICS Statement of Principle (visitedJune 24,
1997) <http://www.w3.org/PICS/principles.html>. 39. Self-rating israting provided by the person posting the information. Third party rating is rating
provided by some other entity. World Wide Web Consortium, PICS Statement of Principle (visitedJune 24,
1997) <http://www.w3.org/PICS/principles.html>. 38. See generally Platform for Internet Content &lection:
What Does It Do? (visited June 24, 1997)
<http://www.w3.org/PICS/951030/AV/StartHere.html>. 47 U.S.C.A. § 223(e)(5)(A).
37. See Paul Resnick &Jim Miller, The CDA's Silver Lining, WIRED, Aug. 1996, at 109. 37. See Paul Resnick &Jim Miller, The CDA's Silver Lining, WIRED, Aug. 1996, at 109. IV.
SAFE HARBORS AND UNINTENDED CONSEQUENCES They were convinced that an answer to the
perceived need for regulation could be met within the language of the
Internet itself."
I am not using the phrase, "language of the Internet"
as part of some deconstructive or Saussurean trope-the idea was
literally to provide a filtering system built into the same language that
makes the World Wide Web possible: Hyper Text Markup Language
(HTML). Conceiving of technical solutions as intrinsically more
desirable than the exercise of state power by a sovereign, as facilitators
of private choice rather than threats of public sanction, they offered an
alternative designed to show that the CDA was, above all, unnecessary. This technological alternative to the CDA, called the Platform for
Internet Content Selection (PICS), allows tags rating a web page to be
embedded within "meta-file" information provided by the page about
itself.8 PICS can be adapted to provide both first party and third party
content labeling and rating.39 The system is touted as value neutral
because it could be used to promote any value-system. Sites could be
rated for violence, for sexism, for adherence to some particular religious
belief, indeed for any set of criteria that was thought worthwhile. The
third party filtering site could be the Christian Coalition, the National
Organization for Women, or the Society for Protecting the Manifest
Truths of Zoroastrianism. Of course in practice, we might believe that
the PICS technology would be disproportionately used to favor a
particular set of ideas and values and exclude others, just as we might
believe that in practice, a Lochner regime of "free contract" would
actually favor some groups and hurt others, despite the fact that each 192 UNIVERSITY OF CLNCLMNATI LA WREVIEW
[Vol.66 66 is-on its face-value neutral. However, as Owen Fiss,Jack Balkin, and
Richard Delgado have each pointed out (though in very different
contexts), this kind of legal realist insistence on looking at actual effects,
and scrutinizing actual, rather than formal power, is much rarer in the
context of the First Amendment than it is in private law." p
While PICS and a variety of other systems offered a technical solution
at the "speaker" end of the connection, other software programs also
offered technical solutions at the "listener" end. These programs would
not offer speakers a safe harbor from the reach of the CDA. IV.
SAFE HARBORS AND UNINTENDED CONSEQUENCES Rather,
they "empowered" computer users to protect their families from
unwanted content by using software filters, thus raising in civil
libertarians' hearts the hope that the whole Act was unnecessary. Programs such as SurfWatch, CyberPatrol, NetNanny, and CyberSitter
blocked access to unsuitable material and did so without the need for
constant parental intervention.4' Typically, these programs maintained
a list of forbidden sites as well as a text-search filter, which would not
load documents containing forbidden strings of words. The irony that I mentioned is that these technical solutions were used
by both sides in the dispute over the CDA. Those challenging the CDA 40. See Owen M. Fiss, Free Speech and Social Structure, 71 IOWA L. REV. 1405, 1424-25 (1986). Today abolition of the fairness doctrine can be passed off as just one more instance of
"deregulation." It seems to me, however, that there is much to regret in this stance of the
Court and the [First Amendment] Tradition upon which it rests. The received Tradition
presupposes a world that no longer exists and that is beyond our capacity to recall-a world
in which the principal political forum is the street corner. IL; see also OWEN M. FISS, LIBERALISM DIVIDED (1996); J.M. Balkin, Some Realism About Pluralism. L
R
li A
h
h Fi
A
d
1990 DUKE
375 427 (1990) Realist Approaches to the FirstAmendment, 1990 DUKE LJ. 375, 427 (1990). In assessing what constitutes substantial overbreadth or vagueness, I do not think it
inappropriate to employ common sense judgments about the way the world works. Although the distinction between public power and private power is significant, even more
significant for me are what power relations (public or private) exist in the standard case in
which the statute operates. Il See also Richard Delgado, First Anudment Fomai m Is Giving Way to First AmentLenm Legal Realism, 29 HARV. C.R.-C.L L REV. 169,170 (1994) ('The transition to the new [legal realist] paradigm is, however, far from
complete."). But cf. Steven G. Gey, The Case Against Postmodern Censorship Theoty, 145 U. PA. L. REV. 193,
195-97 (1996). The theoretical advances celebrated by Delgado and other progressive critics of the First
Amendment are not really advances at all. They are simply refurbished versions of
arguments used since the beginning of modem First Amendment jurisprudence to justify
government authority to control the speech (and thought) of citizens.... 41. See generally Kathryn Munro, Filtering Utilities, PC MAG., Apr. 8, 1997, at 235 (describing and
reviewing various filtering software products). 40. See Owen M. Fiss, Free Speech and Social Structure, 71 IOWA L. REV. 1405, 1424-25 (1986).
Today abolition of the fairness doctrine can be passed off as just one more instance of
"deregulation." It seems to me, however, that there is much to regret in this stance of the
Court and the [First Amendment] Tradition upon which it rests. The received Tradition
presupposes a world that no longer exists and that is beyond our capacity to recall-a world
in which the principal political forum is the street corner. IV.
SAFE HARBORS AND UNINTENDED CONSEQUENCES Moreover, despite
the different objectives of the new censors, their reasons for supporting government control
over speech are not significantly different from those of their reactionary predecessors.... The postmodem censorship theory offered by this new generation of politically progressive
legal scholars is neither progressive nor, for that matter, even "postmodern." In the end,
it isjust censorship. Id. 41. See generally Kathryn Munro, Filtering Utilities, PC MAG., Apr. 8, 1997, at 235 (describing and
reviewing various filtering software products). CORPORA TE IA W SYMPOSIUM 1997] argued that the availability of privately implemented technological
solutions meant that the CDA failed First Amendment scrutiny: clearly
it was not the least restrictive means available to achieve the objective. "Listener-based" blocking software allowed parents to control what their
children saw while "speaker-based," or third party rating systems such
as PICS offered a private solution to the problem of rating the content
available on the Internet. The government took the opposite position, arguing that the
availability of systems such as PICS meant that the CDA was not
overbroad. Adult speakers would not be burdened by the law because
such systems provided adequate methods for adult speakers to segregate
their indecent but protected speech from the eyes of minors. Thus, in
their eyes, the PICS scheme, developed to destroy the CDA, actually
saved it.42 The Supreme Court ultimately disagreed, though Justice
O'Connor left open the possibility that future technical developments
might change that conclusion.43 Before the decision was even handed
down, President Clinton was already signaling his political preference
for a technical solution to the question of regulating speech on-line,
talking vaguely of a "V-chip for the Internet."" Bills have already been
advanced in Congress that would require Internet service providers to
provide filtering software to customers and aim at the development of
an "E-chip. 45 43. Justice O'Connor wrote:
Despite this progress, the transformation ofcyberspace is not complete. Although gateway
technology has been available on the World Wide Web for some time now, it is not
available to all Web speakers, and is just now becoming technologically feasible for chat
rooms and USENET newsgroups. Gateway technology is not ubiquitous in cyberspace, and
because without it "there is no means of age verification," cyberspace still remains largely
unzoned--and unzoneable. User based zoning is also in its infancy. 42. For a fuller version of this argument, see James Boyle et al., Before th Supreme Un-Court ofthw United
Stt& (visitedJune 24, 1997) <http://www.wcl.american.edu/pub/faculty/boyle/unreno.htm> (Un-Scalia,
J., dissenting). 45. S, e.g., Communications Privacy and Consumer Empowerment Act, H.R. 1964, 105th Cong.
(1997). IV.
SAFE HARBORS AND UNINTENDED CONSEQUENCES For it to be effective,
(i) an agreed upon code (or "tag") would have to exist; (ii) screening software or browsers
with screening capabilities would have to be able to recognize the "tag"; and (iii) those
programs would have to be widely available-and widely used-by Internet users. At
present, none of these conditions is true. Screening software "is not in wide use today" and
"only a handful of browsers have screening capabilities." There is, moreover, no agreed-
upon "tag" for those programs to recognize. Reno v. ACLU, 117 S. Ct. 2329, 2354 (1997) (O'ConnorJ, concurring in part and dissenting in part)
(citations omitted). Reno v. ACLU, 117 S. Ct. 2329, 2354 (1997) (O'ConnorJ, concurring in part and dissenting in part)
(citations omitted). 44. Remarks by President Clinton at Town Hall meeting in Bridgeport, W. Va. (May 22, 1997), in
33 WEEKLY COMPIIATION OF PRESIDENTIAL DOCUMENTS, 758 [hereinafter President Remarks]. "[I]t
may be that what we have to do is to try to develop something like the equivalent of what we are developing
for you for television, like the V-chip .... It's technically more difficult with the Internet .... But I think
that is the answer. Something like the V-chip for televisions. And we are working on it." Id. 44. Remarks by President Clinton at Town Hall meeting in Bridgeport, W. Va. (May 22, 1997), in
33 WEEKLY COMPIIATION OF PRESIDENTIAL DOCUMENTS, 758 [hereinafter President Remarks]. "[I]t
may be that what we have to do is to try to develop something like the equivalent of what we are developing
for you for television, like the V-chip .... It's technically more difficult with the Internet .... But I think
that is the answer. Something like the V-chip for televisions. And we are working on it." Id. 45. S, e.g., Communications Privacy and Consumer Empowerment Act, H.R. 1964, 105th Cong. (1997). 45. S, e.g., Communications Privacy and Consumer Empowerment Act, H.R. 1964, 105th Cong. (1997). 194 UNIVERSITY OF CLVCLNATI 4 WREVIEW
[Vol.66 So where does on-line speech stand after the Supreme Court's
decision in Rno v. ACLU? From the perspective of the digital libertarian,
the Internet remains unregulated and the Internet Trinity, is
undisturbed. From the perspective I have been developing here, things
seem much more mixed. As the CDA was being constitutionally voided,
the technological "solutions" were proceeding apace, some because of
the CDA, some in spite of the CDA. IV.
SAFE HARBORS AND UNINTENDED CONSEQUENCES In contrast to the extensive
attention given to CDA, much of this process was effectively insulated
from scrutiny because of the assumptions about law and state that I have
been exploring here. PICS is a wonderful tool for content selection and, in many ways, if
one assumes a world very much like the idealized version of the
marketplace of ideas, an unthreatening and beneficial one. Yet its
technological goal-to facilitate third- and first-party rating and
blocking of content-helps to weaken the Internet's supposed resistance
to censorship at the same moment that it helps provide a filter for user-
based selection. If national networks can be more easily run through a
kind of PICS-filtered firewall, what happens to the notion that the
Internet tap can only be turned to off or full? One wonders how China,
Singapore, or Iran would choose to employ this value-neutral system. The technological component of the Internet faith does not fall, but it
is weakened. The state may not be able to deploy Austinian sanctions
backed by threats over the Internet, but the technology provided by
PICS gives it a different arsenal of methods with which to regulate
content materially, rather than juridically--by everyday softwired
routing practices, rather than by threats of eventual sanction. As for the listener-based software filters, they present even more
problems. Journalists studying these programs found that their list of
selected sites was problematic and, most importantly, was actually
hidden from the users. A close look at the actual range of sites blocked by these apps shows
they go far beyond just restricting "pornography." Indeed, some
programs ban access to newsgroups discussing gay and lesbian issues
or topics such as feminism. Entire domains are restricted, such as
HotWired. Even a web site dedicated to the safe use of fireworks is
blocked. All this might be reasonable, in a twisted sort of way, if parents
were actually aware of what the programs banned. But here's the rub:
Each company holds its database of blocked sites in the highest
security. Companies fight for market share based on how well they 1997] CORPORA TE LA W SYMPOSIUM upgrade and maintain that blocking database. All encrypt that list to
protect it from prying eyes .... 46. Declan B. McCullagh & Brock N. Meeks, Keys to the Klugdom (visited June 24, 1997)
<http://www.eff.org/pub/Publications/Decan-McCullagh/cwd.kys.to.th.kingdom.0796.articlc>.
47. See President Remarks, rupra note 44.
48. Geeta Anand, Library OI's limits on 'Net access; Compromise callsforfalier sojftare only on computers used
by children, BOSTON GLOBE, Mar. 22, 1997, at Al.
49. Marc Ferranti, Siie-Filtering Issue Goes to Stat Level, INFOWORLD, Apr. 21, 1997, at 60.
50. Communications Privacy and Consumer Empowerment Act, H.R. 1964, 105th Cong. (1997).
51. With a cavalier disregard for the problems that this raises for my thesis, some of the best
investigative reporting on, and discussion of, the politics of private technological censorship has been done
by the cyberouralist Declan McCullagh and his "Fight Censorship" discussion list. See McCullagh &
Meeks, supra note 46. In one sense, this raises the issue that I discussed earlier-the politics of the Internet
are up for grabs and the conventional categories of political ideology and theory are much more mutable
there. 52. One commentator wrote: 53. Boyle, supra note 9, at 47; BOYLE, supra note 15,at 18-20, 51-61, 162-63; James Boyle, Q: Is
Congress tuminag the Internet into an infornation toll rad?, INSIGHT, Jan. 15, 1996; James Boyle, Sold Out, N.Y.
TIMES, Mar. 31, 1996, at E15. IV.
SAFE HARBORS AND UNINTENDED CONSEQUENCES ' The programs turned out to ban sites ranging from the National Rifle
Association to the National Organization for Women, and did so in a
way that was often undetectable by their purchasers. Nevertheless,
enthusiasm for these programs continues unabated. As I mentioned
earlier, President Clinton has promised that the government is working
on an Internet V-chip,47 Boston city libraries are installing blocking
software on computers accessible to children, and Texas is considering
mandating that Internet access companies make copies of such
programs available to all their new customers.49 Representative Markey
introduced a bill into Congress that would require both the creation of
an "E-chip" and a provision for free or "at cost" blocking software.5° In
constitutional terms, this raises interesting questions of state action. One
of the attractions of the technical solution is often that it allows the state
to enlist private parties to accomplish that which it is forbidden to
accomplish directly. But this state action problem is merely the
constitutional incarnation of the political limitations of the jurisprudence
of digital libertarianism--its sole focus on state power, narrowly defined,
and its blindness to the technical and economic shaping, rather than the
legal sanctioning, of the communications environment. I do not want to overstate the effect of the mindset that I am
describing. Not everyone in the digital world thinks this way. Libertarians too, have been worried by the dangers posed by
technologically invisible filtering of communication.5' Indeed, one of
the most interesting thing about Internet politics is that it has forced
libertarians to confront some of the tensions inherent to their own ideas. Finally, other commentators have made the points I make here, though
they also lamented the blindness imposed by an entirely libertarian
focus.52 Nevertheless, the result of the Supreme Court's decision in Reno 196 UNIVERSITY OF CIMCINNATI LA WREVIEW [Vol.66 v. ACLU will simply be to sharpen the turn to the kinds of filtering
devices mentioned here. It is unlikely that this will leave the Internet as
free, or the state as powerless, as the digerati seem to believe. 54. NICHOLAS NEGROPONTE, BEING DIGITAL (1995). Seth Finkelstein, Intornet Blocdng Programs and Privatized Censorship, THE ETHICAL SPECTACLE (Aug. 1996)
<http://www.spectacle.org/896/finkel.html>. I started this Article convinced that it was about the failures
of libertarianism in cyberspace. I now believe that the real question is how cyberspace will change
libertarianism. Digital libertarians show occasional willingness to admit that property rights can be
"coercive regulation" as well as the well-spring of liberty. Privacy discourse in cyberspace focuses on
excesses of private, as well as public, power. All in all, cyberspace is a hard place to maintain the most
simplistic type of libertarian definitionalism. V. PRIVATIZED PANOPTICONS AND LEGALIZED ENCLOSURES I have argued elsewhere that the current government proposals for
the "reform" of copyright on the Internet weigh only the costs of
cheaper copying rather than its benefits, underestimate the importance
of fair use to competition policy and free speech, fail to recognize the
unique features of both intellectual property and networked
environments, and apply bad economic analysis to an even worse
depiction of current law.53 Leaving aside the virtues or vices of these
proposals for the moment, I will focus here on the methods by which
they were to be implemented. Enforcement is a key problem for any Internet copyright regime. The
Internet Trinity I discussed earlier would seem to apply with particular
force to the problem of policing copyright on a global distributed
network. The technology is resistant to control, the subject matter of the
regime is intangible and trivially easy to circulate, and both the content
and the people regulated by the regime are frequently beyond the
jurisdiction of the sovereign in question. The combination of these
circumstances produced a series of warnings that intellectual property
law was doomed because neither its conceptual structure nor its
enforcement mechanism could survive "being digital."54 The best
known of these warnings is also the best written: Seth Finkelstein, Intornet Blocdng Programs and Privatized Censorship, THE ETHICAL SPECTACLE (Aug. 1996)
<http://www.spectacle.org/896/finkel.html>. I started this Article convinced that it was about the failures
of libertarianism in cyberspace. I now believe that the real question is how cyberspace will change
libertarianism. Digital libertarians show occasional willingness to admit that property rights can be
"coercive regulation" as well as the well-spring of liberty. Privacy discourse in cyberspace focuses on
excesses of private, as well as public, power. All in all, cyberspace is a hard place to maintain the most
simplistic type of libertarian definitionalism. 1997] CORPORA TE IA W SYMPOSIUM The riddle is this: if our property can be infinitely reproduced and
instantaneously distributed all over the planet without cost, without
our knowledge, without its even leaving our possession, how can we
protect it? How are we going to get paid for the work we do with our
minds? And, if we can't get paid, what will assure the continued
creation and distribution of such work? 55. Barlow, sufna note 5. V. PRIVATIZED PANOPTICONS AND LEGALIZED ENCLOSURES Since we don't have a solution to what is a profoundly new kind of
challenge, and are apparently unable to delay the galloping
digitization of everything not obstinately physical, we are sailing into
the future on a sinking ship. This vessel, the accumulated canon of copyright and patent law,
was developed to convey forms and methods of expression entirely
different from the vaporous cargo it is now being asked to carry. It is
leaking as much from within as without. Legal efforts to keep the old boat floating are taking three forms: a
frenzy of deck chair rearrangement, stern warnings to the passengers
that if she goes down, they will face harsh criminal penalties, and
serene, glassy-eyed denial.55 If one saw these technological transformations as mainly a threat to
both the copyright owner and the enforcement power of the state, how
would one respond, particularly if one took seriously the difficulties in
policing that the Internet Trinity points out? One would try to focus on
building the regime into the architecture of transactions in the first
place-both technically and economically-rather than policing the
transactions after the fact. More concretely, one would want to escape
from the practical and legal limitations of a sovereign-citizen
relationship. Thus, one might seek out private actors involved in
providing Internet services who are not quite as mobile as the flitting
and frequently anonymous inhabitants of cyberspace. In this case, the
parties chosen were the Internet service providers. One would pin
liability on them and leave it up to them to prevent copyright
infringement through technical surveillance, tagging, and so on, and to
spread the cost of the remaining copyright infringement over all the
users of their service, rather than all the purchasers of the product in
question. By enlisting these nimbler, technologically savvy players as
one's private police, one would also gain another advantage: freedom
from some of the constitutional and other restraints that would burden
the state were it to act directly. Intrusion into privacy, automatic
scrutiny of electronic mail, and curtailment of fair use rights so as to
make sure that no illicit content was being carried would occur in the 198 UNIVERSITh OF CINCIj&NA 77 LA WREVIEW private realm, far from the scrutiny of public law. There are advantages
to privatizing the Panopticon, it turns out. 56. INFORMATION INFRASTRUCTURE TASK FORCE, INTELLECTUAL PROPERTY AND THE
NATIONAL INFORMATION INFRASTRUCTURE: THE REPORT OF THE WORKING GROUP ON
INTEL..ECrUAL PROPERTY RIGHTS, 114-24 (1995) ("White Paper"); Boyle, supra note 9, at 58-11I; Niva
Elkin-Koren, Copig*ht Low and SocialDialogue on the Information Superihway: The Case Against Copyright Liability
ofBullAin Board Operators, 13 CARDOZO ARTS & ENT. L.J. 346 (1993); Sf. Religious Tech. Ctr. v. Netcom
On-Une Communication Servs., 907 F. Supp. 1361, 1377 (N.D. Cal. 1995) (discussing the theory that
strict liability for Internet service providers "would chill the use of the Internet because every access
provider or user would be subject to liability when a user posts an infringing work to a Usenet newsgroup"). V. PRIVATIZED PANOPTICONS AND LEGALIZED ENCLOSURES Given all these "advantages," it is unsurprising to find that strict
liability for on-line service providers became a central feature in the
Clinton administration's "White Paper,"56 the bills implementing its
ideas, 57 and the United States proposals for the World Intellectual
Property Organization (WIPO) treaties in Geneva.' The specifics of the
White Paper were relatively simple. On-line service providers were to
be made strictly liable for copyright violations committed by their
subscribers; in part, this was done by an expansive definition of fixation
so that even holding a document in RAM as it was browsed would
constitute the creation of a copy. 59 Clearly then, the relatively more
stable versions held in a server's disk cache or stored temporarily in its
computers would count as copies. The theory also depends on the
notion that we should analogize the on-line service provider to an
innocent but infringing photo shop and, thus, impose strict liability on
the provider as a direct infringer.6" Notably, this theory was rejected by
the only court to have faced it squarely.6' In one sense, this strategy is
very similar to the use of strict liability elsewhere in the legal system, and
of course, it can be understood entirely without reference to the
Foucauldian gloss. Yet, the conventional reasons for imposing strict
liability are strikingly absent.62 56. INFORMATION INFRASTRUCTURE TASK FORCE, INTELLECTUAL PROPERTY AND THE
NATIONAL INFORMATION INFRASTRUCTURE: THE REPORT OF THE WORKING GROUP ON
INTEL..ECrUAL PROPERTY RIGHTS, 114-24 (1995) ("White Paper"); Boyle, supra note 9, at 58-11I; Niva
Elkin-Koren, Copig*ht Low and SocialDialogue on the Information Superihway: The Case Against Copyright Liability
ofBullAin Board Operators, 13 CARDOZO ARTS & ENT. L.J. 346 (1993); Sf. Religious Tech. Ctr. v. Netcom
On-Une Communication Servs., 907 F. Supp. 1361, 1377 (N.D. Cal. 1995) (discussing the theory that
strict liability for Internet service providers "would chill the use of the Internet because every access
provider or user would be subject to liability when a user posts an infringing work to a Usenet newsgroup"). 57. See National Information Infrastructure Copyright Protection Act of 1995, S. 1284, 104th Cong. (1995), H.R. 2441, 104th Cong. (1995). 58. S&e World Intellectual Property Organization Treaty, Dec. 20, 1996, CRNR/DC/94 (visited
June 26, 1997) <http://www.wipo.org/eng/diplconf/distrib/94dc.htm>;
see also Newsfom WIPO (visited
June 26, 1997) <http://www.hrrc.org/wiponews.html> (detailing course of deliberations during the
Diplomatic Conference). 59. See Boyle, supra note 9, at 83-94 (discussing MAI Sys. Corp. v. 58. S&e World Intellectual Property Organization Treaty, Dec. 20, 1996, CRNR/DC/94 (visited
June 26, 1997) <http://www.wipo.org/eng/diplconf/distrib/94dc.htm>;
see also Newsfom WIPO (visited
June 26, 1997) <http://www.hrrc.org/wiponews.html> (detailing course of deliberations during the
Diplomatic Conference). 57. See National Information Infrastructure Copyright Protection Act of 1995, S. 1284, 104th Cong.
(1995), H.R. 2441, 104th Cong. (1995). V. PRIVATIZED PANOPTICONS AND LEGALIZED ENCLOSURES In the on-line setting, none of these claims is obviously correct. In some cases service providers
may be able to prevent illicit copying relatively cheaply without imposing large social costs. On many other
occasions, however, it seems that the costs of enforcement may outweigh the benefits. To ensure that illicit
copying is not being carried on, service providers may incur, or impose, high transaction costs; they may
be forced to impose draconian restrictions on the fair use privileges of their subscribers, for example. (Because Internet service providers would pay for all detected copyright infringements, but would not be
forced to internalize the cost to their customers of restricting fair use, the incentives would be
asymmetrically anti-consumer.) Leaving aside the efficiency costs of enforcement by service providers, there
is also the question of whether they are the cheapest cost avoider. In many cases, the party best situated
to avoid the cost of copyright infringement will be the owner of the copyright. Whether by developing
technical solutions or by fine-tuning their business plan so as to minimize the incentives to violate copyright
in the first place, copyright owners might well be the cheapest cost avoiders. If that is true, it would actually
be inefficient to allow them to rely on another party for enforcement of their rights. Beyond the question of the cheapest cost-avoider, remains the question of best loss spreader. Here, too, it is hard to be confident that the Internet service providers are the appropriate parties upon
which to impose liability. The economic analysts' mantra is "activities should internalize their full costs."
If the costs of a good or activity are not passed on to those who use the good or engage in the activity, then
those individuals will make inefficient choices. Thus, for example, if the price of gasoline does not reflect
the environmental damage done by gasoline, that damage becomes a negative externality, and gasoline is
inefficiently priced relative to its "true" costs. Over what group, then, should the costs (i.e., the copyright
owner's foregone profit) of illicit copying be imposed? The inquiry is a fascinating one, with more layers
than I can fully explore here. It is complicated by the fact that the costs imposed by the illicit copying of
an information good are economically different in some ways from the costs imposed by theft of material
goods. V. PRIVATIZED PANOPTICONS AND LEGALIZED ENCLOSURES Peak Computer, Inc., 991 F.2d
511 (9th Cir.1993)). 60. See id. at 103-04. The alternative, of course, would be to analogize the service provider to a
business that rented copy machines with which material could be copied illegally; in that case, the business
would be liable only if it was guilty of contributory infringement. be liable only if it was guilty of contributory infringement 61. See Religious Tech. Ctr. v. Netcom On-Line Communication Servs., 907 F. Supp. 1361, 1377
(N.D. Cal. 1995); see also Playboy Enters., Inc. v. Chuckleberry Publications, Inc., 939 F. Supp. 1032
(S.D.N.Y. 1996); Sega Enters., Ltd. v. Maphia, 948 F. Supp. 923 (N.D. Cal. 1996). 62. We impose strict liability on manufacturers of products for a number of reasons-one of which
is that we believe the state could not possibly inspect every product and every design in the marketplace. Simply by forcing manufacturers to internalize the costs of injuries caused by their products, we produce CORPORA TE IA W SYMPOSIUM 1997] 199 a strong, private set of incentives that, in turn, encourages internal mechanisms of review and product
redesign. See GUIDO CAiARESI, THE COST OF ACCIDENTS: A LEGAL AND ECONOMIC ANALYSIS (1970);
see a/so Guido Calabresi, Frst Pary, Third Pary, and Product Liabilip Systems: Can Economic Analysis of Laz Tell
UsAnythingAbou Than', 69 IOWA L. REv. 833 (1984); A. MrrCHELL POLINSKY, AN INTRODUCTION TO
LAW AND ECONOMICS 97-106 (2d ed. 1989). Plaintiffs become private attorneys general. However, there
are striking differences between the familiar example of the use of strict liability in the product liability
setting, and the imposition of strict liability on Internet service providers. In product liability, the
conventional range of reasons for imposing strict liability on manufacturers and sellers includes a number
of assumptions. First, they are generally the cheapest cost avoiders; in other'words, they are best able to
respond to liability for damage by making changes that could prevent the damage. Second, they are
generally the best loss spreaders; in other words, they are best able to pass the cost of unavoidable or cost-
justified damage on to the appropriate group: consumers of the good in question. Last, they are generally
in an advantageous position in terms of knowledge and effective power-at least as compared to the
relatively powerless individual consumer. See Escola v. Coca Cola Bottling Co., 150 P.2d 436, 440-43
(1944) (TraynorJ., concurring). owners and allow them to reap the benefits of the Internet without fully bearing its costs.
63. See 2JOHN AUSTIN, LECTURES ONJURISPRUDENCE 136 (5th ed. 1885).
64. Foucault, supra note 1, at 104.
65. See National Information Infrastructure Copyright Protection Act of 1995, S. 1284, 104th Cong.
§§ 1201, 1202 (1995), H.R. 2441, 104th Cong. §§ 1201, 1202 (1995).
66. See World Intellectual Property Organization Treaty, Dec. 23, 1996, CRNR/DC/94 (visited
June 26, 1997) <http://www.wipo.org/eng/diplconf/distrib/94dc.htm>; see also News from WIPO (visited
June 26, 1997) <http://www.hrrc.org/wiponews.html> (detailing course of deliberations during the
diplomatic conference).
67. See S. 1284, H.R. 2441, § 1203. V. PRIVATIZED PANOPTICONS AND LEGALIZED ENCLOSURES As a content provider, I can make a rational economic decision to sell my good across some cheap
but "leaky" medium, which lowers my costs of advertising and distribution and increases the numbcr of
unauthorized copies circulating. I may even believe that some of the unauthorized copies provide a benefit
to me-making my word processing program a de facto standard in the industry or establishing my band
as the best known and, therefore, increasing the market for future products. But let us leave aside the joys
of pointing out that economic analysis depends on questions of interpretation that cannot themselves be
decided according to economic criteria. There is, at the very least, strong reason to doubt that users of on-
line services, rather than purchasers of the good in question, are the appropriate group over whom the costs
of illicit copying should be spread. This would, in fact, actively undermine the competitive incentives to
companies to develop their own anticopying methods. Finally, the asymmetry of power and knowledge that occurs when Mrs. McPherson confronts
the Buick Motor Company is by no means as clear when Microsoft wants Netcom to do its cnrorcement
work. For all of these reasons, imposing strict liability on Internet service providers does look rather
different from imposing it on manufacturers ofdefective products. If there is an advantage to this scheme,
that advantage redounds mainly to the content providers; such a plan would shift cnforcement costs fiom 200 [Vol.66 UNIVERSITY OF CLACINNATI LA WREVIEW With or without Foucault, however, thinking about the use of strict
liability as an enforcement mechanism does illustrate the limitations of
the Austinian view of the state's exercise of power. Unsurprisingly
perhaps, Austin argued against strict liability and judges under the
influence of Austinian reasoning, actually declared that strict liability
was not true law.63 My central point here is not the undesirability of
strict liability for on-line service providers, though the rationale, legal
basis, and constitutionality of such a system seem doubtful to me. Rather, I think that the possible impact of a strict liability system on
actual privacy, speech, and discourse, indicates another limitation of the
jurisprudence of digital libertarianism. 67. See S. 1284, H.R. 2441, § 1203. V. PRIVATIZED PANOPTICONS AND LEGALIZED ENCLOSURES Once again, the focus on public,
criminal, and sanction-backed acts by states exercising their power
direcdy tends to obscure and, therefore, to undervalue the efficacy of
efforts that rely on privatized enforcement and surveillance, cost
spreading, and the use of "material coercions rather than the physical
existence of a sovereign." 64 It is to the latter point that I now turn. One prong of the Clinton
administration's plan for copyright on the Internet depended on
enrolling private actors to act as enforcement agents in a way that
sidestepped the rights, duties, and privileges between citizen and
sovereign. The other prong depended on coating technological
anticopying devices with the authority of the law in such a way as to
change the relative powers of current copyright holders on the one
hand, and their customers and future competitors on the other. The
two most important provisions are the "circumvention of copyright
protection systems" section and the "integrity of copyright management
information" section of the NII Copyright Protection Act of 1995.65
Similar provisions were proposed by the United States during the WIPO
conference.66 These two provisions seem, initially, to be entirely unobjectionable. The circumvention section imposes civil liability on importers,
manufacturers, and distributors of devices the primary purpose or effect
of which is to circumvent a copyright protection system. 67 The 67. See S. 1284, H.R. 2441, § 1203. CORPORA TE LA W SYMPOSIUM 1997] management section imposes civil and criminal liability on someone who
removes or tampers with copyright management information.6 8
Obviously, technological protections are going to be an important
means through which digital intellectual property is safeguarded; these
technological protections will include, among other things, the kind of
deeply embedded information that the management information section
protects. Documents will keep track of how many times they are read
and may complain if they are read too much or by the wrong person. Pamela Samuelson calls these texts that "rat" on you.69 Digital books
sold to one person may be encoded so that they cannot be read by
someone else on another computer. Given the possibility of documents
that have the copyright details bound into in every packet of data, and
that also check themselves to be sure that no alterations have been
made, quotation may be perceived as alteration. 68. See S. 1284, H.R. 2441, § 1203, § 1204.
69. Pamela Samuelson, Widl the Cottghl Office be Obsokle in the TwenY-First Centuy?, 13 CARDOZO
ARTS & ENT. LJ. 55, 58 n.18 (1994). 70. See Telecommunications Act of 1996, Pub. L. No. 104-104, § 551, 110 Stat. 56, 140 (to be
codified at 47 U.S.C. § 303).
71.
See Kristin S. Bums, Proecting the Child. The V-chip rovisions of the TecommunicatonsAct of 1996,
7 DEPAuL-LCAJ. ARTS & ENT. L. 143 (1996); David V. Scott, The V-chip Debate Bloching Television Sex,
Vtolence, and the First Amendment, 16 LOy. L.A. ENT. L.J. 143 (1996). UNIVERSITY OF CINCINNA77 LIA WREVIEW
[Vol.66 UNIVERSITY OF CINCINNA77 LIA WREVIEW
[Vol.66 202 V. PRIVATIZED PANOPTICONS AND LEGALIZED ENCLOSURES (Presumably Internet
service providers would also be encouraged to introduce some system of
scanning that looked for altered or unauthorized packets of data.) The point about all of this is that there will be a continuing
technological struggle between content providers, their customers, their
competitors, and future creators. Obviously it will sometimes be in the
interest of content providers to make it as difficult as possible for citizens
to exercise their fair use rights. They will try to build technological and
contractual fences around the material that they provide, not just to
prevent its theft, but to prevent it from being used in ways that have not
been paid for, even if those uses are privileged under current intellectual
property law. They may want to stop their competitors from achieving
interoperability, or prevent their customers from selling second-hand
versions of their products. The technical means through which to do
this can be thought of as digital fences. Sometimes those fences will be
used to stop clear violations of existing rights. Sometimes they will be
used to enclose the commons or the public domain. Thus, by making
it illegal or impractical for me to go around, through, or over the fence,
the state adds its imprimatur to an act of digital enclosure. The Intemet
Trinity tells us that information wants to be free and that the thick
fingers of Leviathan are too clumsy to hold it back. The position is less
clear if that information is guarded by digital fences which themselves
are backed by a state power maintained through private systems of
surveillance and control. 72. See Howard S. Dakoff, Note, The Cloer Chip Proposal" Deciphering the Unfownded Fears that Are
WronJlu/y Deraili its Imp/lenotation, 29J. MARSHALL L. REV. 475, 482-84 (1996) (discussing the use of the
government's purchasing power to create a de facto encryption system); see also Richard L Field, 1996:
Srvey of the rear's
Developments in Electronic Cash Law and the
Laws Affecting Eectronic Banking in the United States,
46 AM. U.L REV. 967, 993 (1997); Ira S. Rubenstein, Expof Contls on Enqbtion So.ftare 748 PIU/COMM
309 (1996); A. Michael Froomkin, The Metaphor is the Aey: Cqptography, the Clper Chip, and the Constitution,
143 U. PA. L REV. 709 (1995).
73. 47 U.S.C. § 1001-10 (Supp. 1994). VI. A COMMUNICATIONS SAMPLER The tendencies I have been describing here by no means end with the
CDA and the NII Copyright Protection Act. In fact, the turn to
privatized and technologically-based enforcement to avoid practical and
constitutional obstacles seems to be the rule rather than the exception. p
Outside of the Internet, the most obvious example of this is the V-
chip, a device to enable parents to restrict television programming
through a "voluntary" rating system. Although the rating system is
voluntary, the device is mandated by § 551 of the Telecommunications
Act of 1996.70 The V-chip decodes a set of ratings agreed to by private
parties and suggested by a state-convened "private" board. It then
blocks programming that is above a ratings threshold set by parents.7'
The attractiveness of this hardwired mix of public and private decisions
can be judged by the spread of V-chip analogies: President Clinton's
"V-chip for the Intemet," and Representative Markey's "E-chip." Why
is this device so popular, not just as a device, but as a rhetorical trope? The answer, I think, is partly provided by the characteristics outlined
here. The V-chip seems to be merely a neutral facilitator of parental
choice. The various acts of coercion involved-the government making
the television company insert the thing into the machine, the public-
private board choosing which ratings criteria will be available for
parents to use--simply disappear into the background. Finally, the
distributed privatized nature of the system promises that it might
actually work; though admittedly, state administration of the television
system poses fewer headaches than state administration of the Internet. Another set of examples is provided by encryption policy. In the
digital era, encryption is no longer merely the stuff of spy novels. It
provides the walls, the boundaries, and the ways of preventing
unauthorized or unwanted entry. Faced with the development of a
cryptography industry, which would produce digital walls unbreakable
by the state, the government responded by attempting to legislate its
own back door. The first proposal was that the encryption of all
communications had to be made through a government designed device
known as the "Clipper Chip." Your phone, fax, or computer system
would encrypt your communication using the algorithm hardwired into CORPORA TE LA W S.MPOSIUM 1997] the Clipper Chip. VI. A COMMUNICATIONS SAMPLER The Clipper Chip utilizes a "key escrow" system
under which the government maintains a "back door" key to decrypt all
Clipper communications; a key which is supposed to be available only
to law enforcement agencies who, most of the time, would have to get
judicial approval of their actions. After considerable controversy, use of
the Clipper Chip encryption system was declared voluntary for both the
government and the private sector. This might seem to be a partial vindication for the digital libertarian
position. In fact, however, the Clipper Chip project continues to have
considerable influence on the domestic encryption industry because the
government has, for the most part, adopted the Clipper Chip and has
used its considerable purchasing power to make it a de facto industry
standard.72
Although the success of this method may have been
undermined by later technological development, the strategy shows the
way in which a hardwired regime might be implemented by market
power as well as legislative fiat. One of the arguments behind the Clipper Chip was that law
enforcement agencies were merely striving to achieve the same level of
physically permissible surveillance in a world of encoded transmissions
as they currently possessed. With this as a baseline, it was obvious that
the material possibility for interception and decryption should be
hardwired into the system itself. The same argument was made
successfully over digital telephony. Realizing that new telephony
technology, such as call forwarding, cellular telephones, and digital
communications in general, presented increasing challenges to wire
tapping, Congress passed the Communications Assistance for Law
Enforcement Act,73 more commonly known as the "Digital Telephony
Act."
At its heart, the Digital Telephony Act requires telecom-
munications companies to make "tappability" a design criteria for the
system. Everything recorded by the traditional "pen register" system,
as well as a few new categories of information, must be digitally
recorded. Under the Digital Telephony Act, information regarding a
subscriber's name, address, telephone number, telephone toll billing UNIVERSITY OF CIMNCIX A TI L4 WREVIEW 204 [Vol.66 Vol.66 records, length of service, and the types of services utilized, are now
available to the government. 4 , Technologically hardwired protections have also been implemented
in order to protect intellectual property as in the Digital Audio Tape
(DAT) standard. Unlike compact disks, which until recently were "read-
only," digital audio tape technology allows users to make perfect copies
of recordings. VI. A COMMUNICATIONS SAMPLER Fearing that this ability would lead to the development
of an extensive market for copied tapes, the recording industry pushed
for mandatory technological protection, which they received in the
Audio Home Recording At of 1992."5 This Act requires all DAT
recorders to utilize the "serial copy management system," which allows
a first copy to be made onto DAT, but prevents all subsequent copies. These examples suggest a number of conclusions at odds with popular
wisdom. Most obviously, they offer a cautionary note to the libertarian
techno-optimists who believe that technology always grows free from
governmental control and always moves in the direction of greater
liberty. Let us lay aside many of the assumptions behind that belief for
a moment, such as that governments are generally the greatest threat to
daily liberty, or, conversely, that liberty should be defined primarily
around the absence of governmental restraint. Even with these
qualifications, the idea that the technological changes of the digital
revolution are always outside the control of the state seems unproven. In fact, the state is working very hard to design its commands into the
very technologies that, collectively, are supposed to spell its demise. Another point needs to be made; there are-whether one likes them
or not--strong arguments that the "technologies of freedom" actually
require an intensification of the mechanisms of surveillance, public and
private, to which we are currently subjected. If the digital technologies
enlarge our space for living, both conceptually and practically, the
dangers posed by that expansion will prompt the demand-often the
very reasonable demand-that the Panopticon be hardwired into the
"technologies of freedom."7b 74.
18 U.S.C. § 2703(c)(1)(C) (1994). See Susan Friewald, Uncetain Privacy
Communication Attributes
Afler the
Digital Telephony Act, 69 S. CAL. L.
REV. 949 (1996).
75.
17 U.S.C. §§ 1001-1010(1994).
76. See generally ITHILL DE SOiA POOL, TECHNOLOGIES OF FREEDOM (1983). 76. See generally ITHILL DE SOiA POOL, TECHNOLOGIES OF FREEDOM (1983). 74.
18 U.S.C. § 2703(c)(1)(C) (1994). See Susan Friewald, Uncetain Privacy
Communication Attributes
Afler the
Digital Telephony Act, 69 S. CAL. L.
REV. 949 (1996).
75
17 U S C §§ 1001 1010(1994) VII. CONCLUSION Looked at in a vaguely Foucauldian light, these examples I have given
in this Article seem to point to two conclusions, conclusions which may
seem paradoxical. On the one hand, the studies indicate that the CORPORA TE LA W SYMPOSIUM 1997] 0
205 confident assumption that the state cannot regulate cyberspace is
definitionally blind to some of the most important ways that some states
could, in fact, exert power. The jurisprudence of digital libertarianism
could use a lot less John Austin and a lot more Michel Foucault. But
one cannot simply limit the analysis to the available avenues of state
power. Foucault's Discipline and Punish was not a manual for state
officials, but a challenge--in some ways similar to the challenges posed
by legal realism and feminism--to the very categories of public and
private and to the belief that power begins and ends with the state. p
g
We need a similar challenge to those categories in cyberspace. If the
first conclusion of this study is that the state may actually have more
power than the digerati believe, the second conclusion is that the
attraction of technical solutions is that they apparently elide the question
of power-both private and public-in the first place. The technology
appears to be "just the way things are"; its origins are concealed,
whether those origins lie in state-sponsored scheme or market-structured
order, and its effects are obscured because it is hard to imagine the
alternative. Above all, technical solutions are less contentious; we think
of a legal regime as coercing, and a technological regime as merely
shaping-or even actively facilitating-our choices. In the Lochner era,
a strikingly similar contrast was drawn between the coercive nature of
public law and the free private world of a market that was merely
shaped by neutral, facilitative rules of contract and property. The legal
realists did a remarkably good job of pointing out the shortcomings of
that picture of the market. If we are to have some alternatives to the
jurisprudence of digital libertarianism, we will have to offer a richer
picture of Internet politics than that of the coercive (but impotent) state
and the neutral and facilitative technology.
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Social representations of imprisoned women on Acquired Immunodeficiency Syndrome
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1Universidade Federal da Paraíba. João Pessoa, PB, Brazil. DOI: 10.15253/2175-6783.2018193280
www.revistarene.ufc.br Original Article DOI: 10.15253/2175-6783.2018193280
www.revistarene.ufc.br Corresponding author: Tatyana Ataíde Melo de Pinho Corresponding author: Tatyana Ataíde Melo de Pinho
Rua Hercílio Alves de Sousa, 249, Bancários. CEP: 58051-290. João Pessoa, PB, Brazil. E-mail: tataide8@hotmail.com Received: Nov. 27st 2017; Accepted: Mar. 14st 2018. Rua Hercílio Alves de Sousa, 249, Bancários. CEP: 58051-290. João Pessoa, PB, Brazil. E-mail: tataide8@hotmail.com Introduction this population, due to the greater vulnerability of the
prison environment, characterized by violence, mar
ginalization and oppression(7-8). Acquired Immunodeficiency Syndrome (AIDS)
emerged in Brazil in 1982 as a mysterious and feared
phenomenon, mainly due to its lethality and disfigu
ring body characteristics. Today, after more than three
decades, it still represents a global and dynamic phe
nomenon, highlighted among the infectious diseases
that cause more deaths among women(1). Given this scenario, knowledge about HIV and
AIDS is referred to in the literature as an important
tool for adopting self-care practices(6,9), favoring pre
vention and reduction of risk behavior(10), above all,
in the prison population, whose deprivation of liberty
reinforces the precariousness and fragility of the gua
rantee of sexual rights, due to the bureaucratic and
structural limitations existing in the prison establish
ment(7-8). The epidemic has presented epidemiological
and social changes over the last few years. It has ce
ased to be a metropolitan disease that originated in
the upper classes, which affected people from the ar
tistic-cultural milieu and was restricted to risk groups
(homosexuals, drug users and sex workers) to be
considered an internal disease, with a popular origin,
affecting any person and spreading to socially consi
dered non-vulnerable individuals, such as heterosexu
als, monogamous women, the elderly and children(2). The evidence of gaps in the knowledge of wo
men deprived of their freedom in relation to AIDS en
courages research that addresses dimensions related
to the association between infection and imprison
ment. Among the many dimensions, there is highlight
to the identification of social representations about
AIDS(6), the guarantee of sexual and reproductive ri
ghts of these women(8), the analysis of individual, se
xual, social and contextual conditions that contribute
to the adoption of HIV risk behaviors(9-10), among other
aspects, both nationally and internationally. It is noteworthy that women have become in
creasingly vulnerable to this infection, accounting for
half of those living with AIDS worldwide(3). In addi
tion, the steady increase of the female imprisoned po
pulation, reaching more than 10.35 million people in
prisons around the world(3), has potentiated the vul
nerability of contamination by the Human Immunode
ficiency Virus (HIV). Representações sociais de mulheres em situação de cárcere sobre a Síndrome da
Imunodeficiência Adquirida Tatyana Ataíde Melo de Pinho1, Antonia Oliveira Silva1, Cláudia Jeane Lopes Pimenta1, Maria Adelaide Silva
Paredes Moreira1 Objective: to understand the social representations of imprisoned women on Acquired Immunodeficiency
Syndrome. Methods: qualitative study conducted with 32 women imprisoned in a rehabilitation center. The
Free Association of Words Test was used, with inductive stimuli such as “Human Immunodeficiency Virus”
and “Acquired Immunodeficiency Syndrome”. Data were processed by the EVOC software and analyzed in light
of the Theory of Social Representations. Results: the elements of the central nucleus of the representation
were prevention, fear, death, disease and anguish; the periphery revealed negative aspects regarding the
contents. Conclusion: there has been a process of modification in the social representations on the Acquired
Immunodeficiency Syndrome with the incorporation of new elements such as the prevention and the reduction
of the feeling of imminent death. g
Descriptors: Acquired Immunodeficiency Syndrome; Women; Prisoners; Nursing. Objetivo: compreender as representações sociais de mulheres em situação de cárcere sobre a Síndrome da
Imunodeficiência Adquirida. Métodos: estudo qualitativo, realizado com 32 mulheres sentenciadas em um
centro de reabilitação. Utilizou-se o Teste de Associação de Livre de Palavras, tendo como estímulos indutores
“Vírus da Imunodeficiência Humana” e “Síndrome da Imunodeficiência Adquirida”. Dados processados pelo
software EVOC e analisados à luz da Teoria das Representações Sociais. Resultados: os elementos do núcleo
central da representação foram prevenção, medo, morte, doença e angústia; a periferia revelou facetas negativas
quanto aos conteúdos. Conclusão: observou-se início de um processo de modificação nas representações
sociais sobre a Síndrome da Imunodeficiência Adquirida, tendo-se a incorporação de novos elementos, como a
prevenção e a diminuição do sentimento de morte iminente. p
ç
ç
Descritores: Síndrome de Imunodeficiência Adquirida; Mulheres; Prisioneiros; Enfermagem. Corresponding author: Tatyana Ataíde Melo de Pinho Received: Nov. 27st 2017; Accepted: Mar. 14st 2018. Rev Rene. 2018;19:e3280. Pinho TAM, Silva AO, Pimenta CJL, Moreira MASP Rev Rene. 2018;19:e3280. Methods tral Nucleus Theory, characterized as one of the three
approaches of Theory of Social Representations, not
limited to the explanatory scope of the process of for
mation of representations, but with an emphasis on
the cognitive-structural dimension(13). This softwa
re provides the organization of the words produced,
respecting the hierarchy presented by the frequencies
(collective dimension) and mean order of evocation,
which concerns the individual dimension, allowing
the accomplishment of statistical calculations and the
construction of matrices of competitions(12). This is a qualitative study carried out in a fe
male penitentiary, in the city of João Pessoa, Paraíba,
Brazil, between October and November 2014. The
selection of the participants occurred in a non-pro
babilistic way, by convenience, using as an inclusion
criterion the serving of sentence in a closed system,
corresponding to 32 women. Women who were in the
process of progression from closed to semi-open regi
me were excluded from the study. In the frame of four houses, the upper left qua
drant, called the probable central nucleus, is formed
by the words that presented the highest frequency
and were more readily evoked, constituting the most
stable and permanent part of the representation. In
this case, the content is connected to the collective
memory of the group, giving meaning to the repre
sentation. The lower left quadrant, called the contrast
zone, is formed by the words that obtained lower fre
quencies and lower average order of evocation, de
monstrating variations of centrality of representation
for specific groups. The words located in this quadrant
are the intermediate elements, which can approach
the central nucleus or the peripheral elements(12). For data collection, a semi-structured questio
nnaire was applied, addressing sociodemographic va
riables and issues or images inherent to the field of
representation, as well as knowledge or information
and attitudes of women in deprivation of liberty re
garding HIV and AIDS. The speeches of each subject
were identified by the abbreviation “Sub.”, followed
by an ordinal number corresponding to the interview
order. The analysis of the speeches was based on
the Theory of Social Representations, which seeks to
identify the problem from the perspective of the in
dividual, constituting a theoretical support used to
implement and actualize health practices(11). This fra
mework allows the understanding of the concepts or
phenomena that subjects associate with the disease,
which are responsible for the way empirical reality
abstracts them and gives them meaning(12). Social representations of imprisoned women on Acquired Immunodeficiency Syndrome Social representations of imprisoned women on Acquired Immunodeficiency Syndrome Introduction The number of women deprived of their liberty
living with HIV has increased over the years, thus, the
re is a need for investments in sociocultural diagnoses
of HIV infection and in prevention and care actions
applied in a comprehensive, multisectoral and inte
grated way, with the purpose of meeting the specific
needs of this population(6). In this sense, it is essen
tial to investigate AIDS from the perspective of these
women, seeking to understand the ways in which the
infection is represented in the prison environment. The relevance expressed in these data was
extensively discussed in the Melbourne Declaration,
which signaled changes and concerns in the outline of
this infection, revealing the emergence of new vulne
rable groups, among which are the women deprived of
their liberty(3-5). In this sense, despite the efforts of the
Brazilian Ministry of Health, HIV/AIDS prevention,
diagnosis and care actions in the Brazilian prison sys
tem are still not in accordance with the care practice
provided to other population groups, which favors the
perpetuation of the threatening and destructive image
of the infection(6). Through this context, some questions have ari
sen: what are the social representations about aids
built by imprisoned women? What elements are pre
sent in the central and peripheral systems of these re
presentations? Therefore, the present study aimed to unders
tand the social representations of imprisoned women
on Acquired Immunodeficiency Syndrome. The strategies developed for women deprived
of liberty must be differentiated, given the need for
greater assistance aimed at promoting the health of Rev Rene. 2018;19:e3280. Social representations of imprisoned women on Acquired Immunodeficiency Syndrome Methods The upper right quadrant, called the first peri
phery, contains words that present higher frequency
and higher average order of evocation. The lower ri
ght quadrant, called the second periphery, consists of
words of low frequency and less readiness to evoca
tion, which form the peripheral elements of represen
tation. In this quadrant, there are less frequent and
less important cognitions to determine the meaning
of representation, but with more relation to social in
sertion and more sensitive to the subjects’ immediate
practices. These peripheral zones are unstable, allo
wing variations of representations, as they express
the representational elements associated with daily
reality and social practices(12). The Free Association of Words Test was also
used, which consists of a type of investigation that is
structured from the evocation of answers given by the
participants through one or more inductive stimuli,
allowing to highlight the semantic universes related to
a given object(13). The investigated women were asked
to evoke five words that came to mind as they heard
the inducing stimuli “Human Immunodeficiency Vi
rus” and “Acquired Immune Deficiency Syndrome”. They were then asked to choose the evocation percei
ved as the most important(12,14). The representations are organized around the
central nucleus, which determines the meaning and
the internal organization of the representation, having The data were organized in a specific database
to be processed in EVOC software, based on the Cen Rev Rene. 2018;19:e3280. Pinho TAM, Silva AO, Pimenta CJL, Moreira MASP the functions of generating and organizing(12). The
first function presents elements responsible for crea
ting or transforming the content of the elements of the
peripheral system; and the second function seeks to
unify and stabilize representation. In this way, a chan
ge of the elements that make up the central nucleus
can trigger a transformation of the representation of
the studied object. In addition to these two functions,
there are still two dimensions related to the central
nucleus: the functional, linked to the accomplishment
of tasks, and the normative, which involves social,
affective and ideological dimensions. The peripheral
system presents a functional dimension, making it
possible to represent the reality of the moment due
to the flexibility that regulates and adapts the central
system to a concrete situation(12). men, such as anguish, disease, fear, death and preven
tion. Methods With regard to the intermediate elements, loca
ted in the lower left quadrant, these were: prejudice,
sentence and cure; and, in the upper right quadrant,
the elements: care, depression, isolation and treat
ment, indicating the range of meanings attributed to
AIDS and that approach both to the centrality and to
the periphery. In the lower right quadrant, called the second
periphery or peripheral system, the following terms
were found: contempt, pain, condom, poor and trans
mission, which translated feelings and emotions expe
rienced in the daily life of these women, expressing,
in most cases, negative aspects related to suffering
against the representational context. Prevention, anguish, disease, fear, and death
were the probable central nucleus. The emotional
factor is determined by the impending death linked
to the disease. The element prevention converged to
evocations of care and treatment. Fear appeared to be
associated with the fear of falling ill, especially in pri
son, due to multiple partners, sharing of objects such
as nail pliers and sewing needles; there was also the
fear of exclusion, of loneliness. Therefore, fear was
linked not only to the risk of death, but also to a social
stigma. The study complied with the formal require
ments contained in the national and international
regulatory standards for research involving human
beings. Rev Rene. 2018;19:e3280. Discussion To interpret the results, we should consider the
limitations related to the method used, due to the sub
jectivity related to the qualitative approach. In the perspective of social representations,
cognitions with functional dimensions were obser
ved, associating HIV and AIDS with prevention, con
doms, transmission and physical pain, as well as with
normative dimensions related to death, fear, anguish,
pain, social, contempt due to prejudice, mainly for fear
of contagion(14). In the intermediate nucleus, the evocations
related to the psychosocial contents were grouped,
especially with prejudice and the relation of it with
depression, isolation, the sentence, cure, care and the
treatment. ...Most people discriminate against people with AIDS ... Nobody wants to be close to those who have AIDS; they feel disgusted
by the sick person, have these attitudes of withdrawal because of the
fear of getting the disease... (Sub. 15). The results of this study evidenced a process of
modification in the social representations of AIDS, in
corporating elements related to prevention, care and
treatment of the disease, which represents evolution
in the way the epidemic has been understood, althou
gh there are frequent crystallized positions on the in
fection and its association with death and suffering(6). Around the central nucleus, we found the pe
riphery of the representation of AIDS, which focused
mainly on negative feelings, which emerged from
the process of thinking about the disease and its so
cial consequences. The socio-cognitive contents of
a psycho-sociological approach denoted a negative
view of the disease, associated with poor, transmissi
ble, pain, attitudes of contempt and isolation. This finding is relevant because it points to a
representational change in the central system, as it
evidences an attempt to overcome the representation
of immediate death by the syndrome, seeking strate
gies to cope with its condition in an attempt to adapt
to the current context of life and health(15). Thus, the
representation of AIDS brings to the fore the idea of
prevention, however, there are still practices and risk
behaviors, such as not using condoms in a relationship
based on trust and strong bonds of affection(16). Also,
the non-sharing of objects and the need to know the
partner with whom they relate are the most used pre
vention strategies used by the female prison popula
tion(6). The elements that formed the periphery en
compassed evocations whose contents linked to
suffering were anchored in physical, biological and
psychological dimensions. Results Regarding the profile of the participants, there
was a prevalence of 75.0% in the age group between
20 and 30 years old, single (50.0%), with up to eight
years of study (84.4%) and evangelicals (56.2%). Of
the women interviewed, 53.1% were serving their
sentences for less than a year, 87.5% declared them
selves to be heterosexual, only 3.1% had received an
intimate visit, and 90.6% had not used a condom. Negative sentiment domains were defined
by the terms death, fear, disease and anguish; and a
functional dimension linked to more operational pro
cesses, showing proximity to the social object investi
gated. This element consists of a set of practices and
behaviors, such as the use of condoms, the non-sha
ring of supposedly personal objects (pliers, needles,
cutlery, sandpaper, dish, absorbent) and abstinence
from relationships with suspects. The results showed 128 evocations with 41 di
fferent words. The mean frequency was calculated at
five and the rang was two and a half. The most fre
quent elements were prevention, death, fear, treat
ment, disease, depression, care, distress and isolation. The lowest frequencies were related to cure, sentence,
condom, prejudice, contempt, pain, poor and trans
mission. Thus, the prevention evoked by women see
med to point to a representation of AIDS with mea
ning generation and internal organization around the
need for safe sex, dependent on the use of condoms
and the non-sharing of personal objects, but with the
disclaimer that trust in the other was still a reason for The first quadrant constituted the probable
central nucleus represented by the imprisoned wo Rev Rene. 2018;19:e3280. Social representations of imprisoned women on Acquired Immunodeficiency Syndrome not adopting these practices. You can only get AIDS
through sex without a condom, nail plier, blood, nee
dle, razor, cutlery, glass ... Even if you have a husband, most of
them have a woman in here and do not protect themselves during sex. They do not allow condoms to get in here ... I used it at the beginning,
now that I know him, I no longer need to use a condom ... (Sub. 05). I’m married but I do not use a condom. I trust him, I’m already used to
him, so I do not use it. The ones who have a naughty husband have to
use a condom... (Sub. 15). Discussion Only those who have AIDS can
avoid transmission to other people. So, it is very difficult here in pri
son, because we live with a lot of people here and we do not know who
has the disease. People with AIDS should have a special place, not to
join with normal people. This is the only way to prevent and avoid
transmission ... (Sub.01). Many people live in my cell and if anyone
has AIDS, all the others will get it, so they should stay in a separate
cell. I only sit in places when the warmth of the place disappears, I
always expect it to cool in order to prevent AIDS. We can also get it
by drinking water in the same glass, wearing the same clothes, in a
hug, a kiss, in everything. We can know if a person has AIDS; just by
looking at them, it is clear to see. The person becomes thin, disabled,
with no hair... (Sub.25). Although the imprisoned women have attached
to forms of prevention to represent AIDS, contents
such as fear, death and anguish are still rooted in col
lective emotions, being a product of social represen
tations marked at the beginning of the epidemic, but
still circulating in the scientific means, in mass com
munication, in social media and in popular thought,
generating prejudice, stigma and negative represen Rev Rene. 2018;19:e3280. Pinho TAM, Silva AO, Pimenta CJL, Moreira MASP tations(17-19). Moreover, such representations are also
anchored in psychosocial dimensions, such as the fear
of rejection and contempt that adds to the suffering
due to the possibility of prejudice to which these wo
men are exposed(2,19-20). Therefore, they often prefer to
hide the disease as a form of social resistance not to be
discriminated against it. Therefore, it is necessary to rethink ways of comba
ting these aspects of the repercussion of the disease
that are present in the social representations of AIDS,
which are responsible for disseminating frightening
meanings in relation to the epidemic, negatively in
fluencing the implementation of actions and strate
gies for preventing and controlling this injury(15-16). The participants of the present study presen
ted scientifically proven knowledge about the forms of
HIV transmission, such as sexual intercourse without
the use of condoms, contaminated blood and contact
with sharps, characterizing the reified universe of re
presentations. Discussion On the other hand, they also pointed
out elements revealing prejudice, listing items such as
cutlery, glass, “seat warmth”, which demonstrates the
consensual character of representations. In this sense, one can perceive the presence
of negative connotation that is tied to a distorted re
presentation, propagated and replicated over time,
mainly by the media. The origin of this concept lies
in the lack of scientific knowledge about the disease
at the beginning of the epidemic, alluding to the re
ferences that associated it with certain groups of the
population, with attitudes and practices not accepted
by society. This set of factors caused negative infor
mation to be conveyed by the mass media, reflecting a
stereotype of pejorative connotation in relation to the
carriers and the possible risk groups, which generated
fear in the population and increased prejudice(19). Similar data were evidenced by a study car
ried out with 174 imprisoned women, which revea
led the existence of social representations related to
the beginning of the epidemic in the country, with the
presence of misinformation about the disease, which
supports discriminatory and prejudiced attitudes(6). Although they recognize the importance of preven
tion, women still perceive the infection as an evil that
relates to the other, not perceiving themselves at risk. This problem becomes more visible when they main
tain stable relationships, with confidence between the
partners, since many expressed the lack of the need to
use the condom. In the case of women deprived of their liberty,
such representations are directly and indirectly in
fluenced by the presence of barriers generated by the
prison system itself, such as illicit drug use, deficiency
of the social support system, high incidence of mental
problems and presence of a history of sexual work and
physical, sexual, psychological and emotional abuse
by intimate partners(6). Associated with this, there are
obstacles related to the liberation and resocialization
of these women in the community, such as increased
sexual risk, increased use of illicit substances and high
rates of recidivism(9). It is important to highlight that the “monoga
mous relationship” was considered by the partici
pants as a form of prevention. This brings up the is
sues of trust and fidelity, since, because they believe
they are in a stable relationship, they are not at risk
of acquiring the infection. Rev Rene. 2018;19:e3280. References prison condition itself, the physical inadequacy of the
internal and external spaces, the high population den
sity, the precarious hygiene, health and nutrition and
the non-availability of condoms(17). 1. Lima TC, Freitas MIP. Caracterização de população
com 50 anos ou mais atendida em serviço de
referência em HIV/AIDS. Rev Ciênc Méd [Internet]. 2013 [citado 2017 nov. 13]; 22(2):77-86. Disponível em: http://periodicos.puc-campinas. edu.br/seer/index.php/cienciasmedicas/article/
view/2129/1779 1. Lima TC, Freitas MIP. Caracterização de população
com 50 anos ou mais atendida em serviço de
referência em HIV/AIDS. Rev Ciênc Méd [Internet]. 2013 [citado 2017 nov. 13]; 22(2):77-86. Disponível em: http://periodicos.puc-campinas. edu.br/seer/index.php/cienciasmedicas/article/
view/2129/1779 A study of 1,369 men and women incarce
rated in New York City identified that a significant
proportion of the prisoners were sexually active and
that most of them were not in the marital visitation
program. This refers to the presence of sexual rela
tionships within the prison environment, which oc
curred without the use of condoms, since they were
not available to the prison population(10). 2. Oliveira DC. Construction and transformation of
social representations of aids and implications for
health care. Rev Latino-Am Enfermagem. 2013;
21(esp):276-86. doi: http://dx.doi.org/10.1590/
S0104-11692013000700034 Still today, people perceive HIV infection as if
it was due to risky behavior, failing to consider that
the modes of transmission of a disease often have
more social than individual reasons. Therefore, these
issues are not solved by seeking to blame people for
actions taken or by labeling individuals as models
of behavior, but by understanding the motives that
condition people and groups to be more vulnerable to
HIV infection(9). 3. Joint United Nations Programme on HIV/AIDS
(UNAIDS). Ending AIDS: Progress Towards the
90 – 90 – 90 Targets [Internet]. 2017 [cited 2017
Nov. 13]. Available from: http://www.unaids.org/
sites/default/files/media_asset/Global_AIDS_
update_2017_en.pdf 3. Joint United Nations Programme on HIV/AIDS
(UNAIDS). Ending AIDS: Progress Towards the
90 – 90 – 90 Targets [Internet]. 2017 [cited 2017
Nov. 13]. Available from: http://www.unaids.org/
sites/default/files/media_asset/Global_AIDS_
update_2017_en.pdf 4. Walmsley R. World female imprisonment list:
women and girls in penal institutions, including
pre-trial detainees/remand prisioners [Internet]. 2017 [cited 2017 Nov. 13]. Available from: http://
www.prisonstudies.org/sites/default/files/
resources/downloads/world_female_prison_4th_
edn_v4_web.pdf 4. Walmsley R. World female imprisonment list:
women and girls in penal institutions, including
pre-trial detainees/remand prisioners [Internet]. 2017 [cited 2017 Nov. 13]. Available from: http://
www.prisonstudies.org/sites/default/files/
resources/downloads/world_female_prison_4th_
edn_v4_web.pdf Conclusion This study evidenced the beginning of a process
of modification in the social representations of AIDS,
incorporating new elements, such as prevention and
reduction of feeling of imminent death. However, the
disease still presents a threatening and destructive
image, which increases prejudice and stigmatization
of the carriers. 5. 5. Seffner F, Parker R. The waste of experience and
precariousness of life: contemporary political
moment of the Brazilian response to aids. Interface. 2016; 20(57):293-304. doi: http://
dx.doi.org/10.1590/1807-57622015.0459 6. Trigueiro DRSG, Almeida SA, Monroe AA, Costa
GPO, Bezerra VP, Nogueira JA. AIDS and jail: social
representations of women in freedom deprivation
situacions. Rev Esc Enferm USP. 2016; 50(4):554-
61.doi:http://dx.doi.org/10.1590/S0080-
623420160000500003 Discussion In addition, many women
are uncomfortable in suggesting condom use for their
partner in long-term relationships, as their use is still
tied to the idea of betrayal, mistrust and promiscui
ty(19). Even with the advances in treatments and the
increase in the life expectancy of people living with
AIDS, the physical and social suffering inherent to
the disease has not changed, that is, intolerance, fear,
discrimination and prejudice are still present in the
current society, intensified by idealizations on the in
fection, which are still frequent in the imaginary of a
large part of the population(2). In the case of sexual intercourse occurring wi
thin the prison environment, there are other factors
increasing the risk of HIV transmission, such as the Social stigma affects the quality of life of wo
men, especially in situations of deprivation of liberty. Social representations of imprisoned women on Acquired Immunodeficiency Syndrome Social representations of imprisoned women on Acquired Immunodeficiency Syndrome Collaborations 7. Lopes TC, Pinheiro R. Trajetórias de mulheres
privadas de liberdade: práticas de cuidado no
reconhecimento do direito à saúde do Centro
de Referência de Gestantes de Minas Gerais. Physis. 2016; 26(4):1193-212. doi: http://dx.doi. org/10.1590/s0103-73312016000400007 7. Lopes TC, Pinheiro R. Trajetórias de mulheres
privadas de liberdade: práticas de cuidado no
reconhecimento do direito à saúde do Centro
de Referência de Gestantes de Minas Gerais. Physis. 2016; 26(4):1193-212. doi: http://dx.doi. org/10.1590/s0103-73312016000400007 Pinho TAM contributed to the design concep
tion and design, analysis and interpretation of data. Pimenta CJL collaborated with the writing of the ar
ticle. Silva AO and Moreira MASP contributed to the
critical review of the intellectual content and final ap
proval of the version to be published. Rev Rene. 2018;19:e3280. Pinho TAM, Silva AO, Pimenta CJL, Moreira MASP 8. Costa LHR, Alves, JP, Fonseca CEP, Costa FM,
Fonseca FF. Gender in the context of sexual and
reproductive rights of women deprived of liberty. Enferm Glob [Internet]. 2016 [cited 2017 Nov. 13]; 43:151-63. Available from: http://revistas. um.es/eglobal/article/view/207141/194671 15. Hipolito RL, Oliveira DC, Gomes AMT. Conteúdos
simbólicos da qualidade e vida gerados por
pessoas que vivem com HIV/aids. Atas Cia
[Internet]. 2015 [citado 2017 nov 13]; 484-6. Disponível
em:
http://proceedings.ciaiq.org/
index.php/ciaiq2015/article/viewFile/111/107 16. Pimenta CJL, Costa IP, Farias MCAD, Costa
KNFM, Pereira TLB, Leite ES, et al. HIV/AIDS and
seniors: knowledge of elderly about the disease. Int Arc Med. 2016; 9(20):1-7. doi: http://dx.doi. org/10.3823/1891 9. Fogel CI, Gelaude DJ, Carry M, Herbst JH, Parker
S, Scheyette A et al. Context of risk for HIV
and sexually transmitted infections among
incarcerated women in the south: individual,
interpersonal, and societal factors. Women Health. 2014; 54(8):694-711. doi: http://dx.doi.org/10.1
080/03630242.2014.932888 17. Pinheiro PNC, Freitas CM, Scopacasa LF, Silva
KL, Gubert FA, Luna IT. Adolescent with Human
Immunodeficiency Virus - understanding family
beliefs and values. Rev Rene. 2017; 18(4):507-
14. doi:
http://dx.doi.org/10.15253/2175-
6783.2017000400012 10. Rowell-Cunsolo TL, Szeto B, Sampong SA, Larson
EL. Predictors of sexual behavior among men and
women in New York City area prisons. Cult Health
Sex. 2016; 8:1-14. doi: http://dx.doi.org/10.1080
/13691058.2016.1188420 18. Faria JO, Silva GA. Nursing diagnoses in persons
with HIV/aids: an approach based on Horta’s
conceptual model. Rev Rene [Internet]. 2013
[cited 2017 Nov. 13]; 14(2):290-300. Available
from:http://www.revistarene.ufc.br/revista/
index.php/revista/article/view/821 11. Moscovici F. Representações sociais: investigações
em psicologia social. Petrópolis: Vozes; 2012. 12. Moscovici F. O fenômeno das representações
sociais. In: Moscovici S. Representações sociais. Petrópolis: Vozes; 2003. p.29-109. 19. 14. Bardin L. Análise de conteúdo. São Paulo: Edições
70; 2011. Collaborations Pimenta CJL, Costa IP, Leite ES, Farias MCAD,
Barbosa TL, Maciel EJS, et al. Understanding of
the Elderly Attached to the Family Health Strategy
about the HIV/AIDS Infection. Int Arc Med. 2015;
8(241):1-7. doi: http://dx.doi.org/10.3823/1840 13. Rosa AS. A rede associativa: uma técnica para
captar a estrutura, os conteúdos, e os índices
de
polaridade,
neutralidade
e
estereotipia
dos campos semânticos relacionados com as
representações sociais. In: Moreira ASP, Camargo
BV, Jesuíno JC, Nóbrega SM, editoras. Perspectivas
teórico-metodológicas em representações sociais. João Pessoa: Universitária UFPB; 2005. p. 61-127. 20. Strauss M, Rhodes B, George G. A qualitative
analysis of the barriers and facilitators of HIV
counseling and testing perceived by adolescents in
South Africa. BMC Health Serv Res. 2015; 15:250. doi: http://doi.org/10.1186/s12913-015-0922-0 14. Bardin L. Análise de conteúdo. São Paulo: Edições
70; 2011. Rev Rene. 2018;19:e3280.
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Accumulation of neutral lipids in peripheral blood mononuclear cells as a distinctive trait of Alzheimer patients and asymptomatic subjects at risk of disease
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BioMed Central BioMed Central Open Acc
Research article
Accumulation of neutral lipids in peripheral blood mononuclear
cells as a distinctive trait of Alzheimer patients and asymptomatic
subjects at risk of disease
Alessandra Pani1, Antonella Mandas2, Giacomo Diaz1, Claudia Abete1,
Pier Luigi Cocco1, Fabrizio Angius1, Annalisa Brundu2, Nico Muçaka2,
Maria Elena Pais2, Antonio Saba2, Luigi Barberini3, Cristina Zaru1,4,
Manuela Palmas1,4, Paolo F Putzu4, Alessandra Mocali5, Francesco Paoletti5,
Paolo La Colla1 and Sandra Dessì*2 Address: 1Department of Biomedical Sciences and Technologies, University of Cagliari, Italy, 2Department of Internal Medical Science, University
of Cagliari, Italy, 3Department of Cardiovascular and Neurological Science, University of Cagliari, Italy, 4Alzheimer Center, ASL 8, Cagliari, Italy
and 5Department of Experimental Pathology and Oncology, University of Florence, Italy Email: Alessandra Pani - pania@unica.it; Antonella Mandas - amandas@medicina.unica.it; Giacomo Diaz - gdiaz@unica.it;
Claudia Abete - claudia.abete@gmail.com; Pier Luigi Cocco - pgcox@tiscali.it; Fabrizio Angius - fangius@unica.it;
Annalisa Brundu - annabrundu@omeca.it; Nico Muçaka - nico.mucaka@tiscali.it; Maria Elena Pais - mariaelenapais@libero.it;
Antonio Saba - anto.sab@alice.it; Luigi Barberini - barberini@unica.it; Cristina Zaru - czaru@tiscali.it;
Manuela Palmas - manuela.palmas@tiscali.it; Paolo F Putzu - p.putzu@tin.it; Alessandra Mocali - alessandra.mocali@unifi.it;
Francesco Paoletti - francesco.paoletti@unifi.it; Paolo La Colla - placolla@unica.it; Sandra Dessì* - sdessi@unica.it
* C
di
h uela Palmas - manuela.palmas@tiscali.it; Paolo F Putzu - p.putzu@tin.it; Alessandra Mocali - alessandra.mocali@un
esco Paoletti - francesco.paoletti@unifi.it; Paolo La Colla - placolla@unica.it; Sandra Dessì* - sdessi@unica.it * Corresponding author Published: 2 November 2009
BMC Medicine 2009, 7:66
doi:10.1186/1741-7015-7-66
Received: 27 July 2009
Accepted: 2 November 2009
This article is available from: http://www.biomedcentral.com/1741-7015/7/66
© 2009 Pani et al; licensee BioMed Central Ltd. This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/2.0),
which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. Received: 27 July 2009
Accepted: 2 November 2009 © 2009 Pani 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. BMC Medicine Open Access Background temic metabolic dysfunction that beyond the brain affects
also other tissues including dermal fibroblasts, which
have often been employed as an in vitro model for neuro-
logical diseases, particularly AD [11,12]. Indeed, we have
recently reported that skin fibroblasts from patients with
diagnosis of probable sporadic AD display an imbalance
between free cholesterol (FC) and cholesterol esters (CEs)
pools to suggest that increased CE levels in these cells may
represent an additional peripheral indicator of disease
[13,14]. g
Alzheimer's disease (AD) is the most common progressive
neurodegenerative disease affecting millions of people
worldwide. The AD brain is marked by severe neurode-
generation like the loss of synapses and neurons, atrophy
and depletion of neurotransmitter systems in the hippoc-
ampus and cerebral cortex [1,2]. Although we still do not
know what starts the AD process, we do know that dam-
age to the brain begins as many as 10 to 20 years before
the symptoms. To date, AD diagnosis during life, and par-
ticularly of early stages of disease, is based on evaluation
of multiple parameters obtained through neuropsycho-
logical testing [3], conventional imaging [4] as well as the
exclusion of other neuropathologies by means of elabo-
rate, serial and expensive procedures. Numerous
progresses in the discovery, validation, and standardiza-
tion of molecular biomarkers in brain or biological fluids
of aid in diagnosis at different stages of AD and in the
assessment of disease progression, have recently been
made [5-7]. In particular, the analysis of amyloid beta-
peptides (Aβ) in the liquor and the advancements in func-
tional neuroimaging [8,9] have definitely improved the
accuracy of AD diagnosis; however, it is worth saying that
these procedures are available only in the best academic
centres and for a limited number of patients. On the con-
trary, in non-specialized hospital units there are several
problems to make accurate differential diagnosis of AD
over a large number of subjects and also assess whether a
mild cognitive impairment (MCI) might reveal early
stages of disease or should rather be linked to normal
aging. Therefore, a first-line test, even though not as spe-
cific as those mentioned above, yet easy to be performed
and denoting systemic metabolic alterations would be an
useful tool for basic and clinical AD research. These metabolic alterations in dermal fibroblasts
prompted us to further investigate cholesterol metabo-
lism in freshly isolated (ex vivo) peripheral blood mono-
nuclear cells (PBMCs). Abstract Background: Alzheimer's disease is the most common progressive neurodegenerative disease. In
recent years, numerous progresses in the discovery of novel Alzheimer's disease molecular
biomarkers in brain as well as in biological fluids have been made. Among them, those involving lipid
metabolism are emerging as potential candidates. In particular, an accumulation of neutral lipids was
recently found by us in skin fibroblasts from Alzheimer's disease patients. Therefore, with the aim
to assess whether peripheral alterations in cholesterol homeostasis might be relevant in
Alzheimer's disease development and progression, in the present study we analyzed lipid
metabolism in plasma and peripheral blood mononuclear cells from Alzheimer's disease patients
and from their first-degree relatives. Methods: Blood samples were obtained from 93 patients with probable Alzheimer's disease and
from 91 of their first-degree relatives. As controls we utilized 57, cognitively normal, over-65 year-
old volunteers and 113 blood donors aged 21-66 years, respectively. Data are reported as mean ±
standard error. Statistical calculations were performed using the statistical analysis software Origin
8.0 version. Data analysis was done using the Student t-test and the Pearson test. Results: Data reported here show high neutral lipid levels and increased ACAT-1 protein in about
85% of peripheral blood mononuclear cells freshly isolated (ex vivo) from patients with probable
sporadic Alzheimer's disease compared to about 7% of cognitively normal age-matched controls. Page 1 of 12
(page number not for citation purposes) BMC Medicine 2009, 7:66 http://www.biomedcentral.com/1741-7015/7/66 http://www.biomedcentral.com/1741-7015/7/66 A significant reduction in high density lipoprotein-cholesterol levels in plasma from Alzheimer's
disease blood samples was also observed. Additionally, correlation analyses reveal a negative
correlation between high density lipoprotein-cholesterol and cognitive capacity, as determined by
Mini Mental State Examination, as well as between high density lipoprotein-cholesterol and neutral
lipid accumulation. We observed great variability in the neutral lipid-peripheral blood mononuclear
cells data and in plasma lipid analysis of the subjects enrolled as Alzheimer's disease-first-degree
relatives. However, about 30% of them tend to display a peripheral metabolic cholesterol pattern
similar to that exhibited by Alzheimer's disease patients. Conclusion: We suggest that neutral lipid-peripheral blood mononuclear cells and plasma high
density lipoprotein-cholesterol determinations might be of interest to outline a distinctive
metabolic profile applying to both Alzheimer's disease patients and asymptomatic subjects at higher
risk of disease. Page 2 of 12
(page number not for citation purposes) Background These cells are an ideal source for
investigation due to their critical roles in immune
response, metabolism, and communication with other
cells and extracellular matrices almost everywhere in the
human body, as well as for their ease of collection [15]. Moreover, starting from the notion that family history of
AD-like dementia is considered a high-risk factor for the
development of this disease [16,17] and with the aim to
identify sensitive metabolic traits in support to diagnosis
of probable AD, we have analyzed lipid metabolism in
freshly isolated (ex vivo) PBMCs, and in plasma of AD
patients and of their cognitively normal first degree rela-
tives (AD-FDR). As controls, we utilized cognitively normal over-65-year-
old subjects (control 1) and blood donors aged 21-66
years (control 2). High levels of neutral lipids (NL),
mainly CEs, in PBMCs and low high density lipoprotein-
cholesterol (HDL-C) levels in plasma have been found in
about 90% of patients with probable sporadic AD exam-
ined. As expected, a great variability in the NL-PBMCs data
and in plasma lipid analysis of the subjects enrolled as
AD-FDR was found; however, about 30% of them dis-
played a peripheral metabolic cholesterol pattern similar
to that of the AD patient in each one of their families. Recently, an interesting blood test for early AD diagnosis
based on the expression of eighteen signaling plasma pro-
teins was reported [10]. Waiting for the assay validation
by other research groups, these findings lend further sup-
port to the hypothesis that AD patients suffer from a sys- Page 2 of 12
(page number not for citation purposes) BMC Medicine 2009, 7:66 http://www.biomedcentral.com/1741-7015/7/66 or over-weight subjects have intentionally been excluded
from the present study. Methods
Participants p
Blood samples were obtained from patients with possible
or probable AD and from their FDR (see data reported in
Table 1 and Table 2, respectively). Subjects were enrolled
at the Alzheimer Center, USL 8, Cagliari, and at the Geri-
atric Unit of the University Hospital, Cagliari (Italy) fol-
lowing informed written consent from all individuals or,
when necessary, from their legal guardians, under local
institutional review board supervision and with approval
by local Ethical Committees. Routine clinical and labora-
tory evaluation, including magnetic resonance imaging,
was performed to exclude other causes of cognitive
impairment. Patient evaluation included medical history,
physical and neurological examinations, and laboratory
blood tests to rule out metabolic causes of dementia (thy-
roid hormones, Vitamin B12, etc.), and neuroimaging
(computer tomography and/or magnetic resonance) of
the brain. In addition, all patients underwent neuropsy-
chological tests, including the clinical dementia rating
scale (CDR), the global deterioration scale (GDS), the
Clock Drawing Test (CDT) and the Mini-Mental State
Examination (MMSE) corrected for degree of schooling
and age. Patients had CDR score 3-5, GDS score 6-7, CDT
score < 12, and MMSE score < 24. Patients with neoplastic
or hematological disorders, recent infections, severe
hepatic or renal failure, myocardial infarction or cranial
trauma in the previous six months, or who had received
statins, antineoplastic, corticosteroid, or immunosuppres-
sive drug treatment or surgery were not included in the
present study. Additionally, 170 individuals: 57 volun-
teers (control 1) aged between 66-87 years, with no cogni-
tive impairment, as established by clinical interview and
by a normal CDR, GDS and MMSE score, and 113 blood
donors (control 2), enrolled at the Transfusion Center,
USL7, Iglesias, Italy, aged between 20-66 years (table 2),
with no personal or family history of neurological or psy-
chiatric disorders, served as controls. Given the influence
of malnutrition on cholesterol metabolism, either under- [3H]Thymidine-incorporation studies At the time points considered, cells were incubated in trip-
licate for 6 h with [3H]thymidine (5 μCi/ml). After incu-
bation, the cells were rinsed twice with phosphate
buffered saline (PBS), and DNA was precipitated by add-
ing 5% trichloroacetic acid at 4°C. Cells were digested
with 1 M NaOH at room temperature. Aliquots were
assayed for [3H]thymidine radioactivity and protein con-
tent. Isolation of PBMCs Blood samples were centrifuged at 2200 rpm for 15 min
to separate plasma. Plasma was removed, transferred to
centrifuge tubes and stored at -80°C until analysis. The
buffy coat was collected and peripheral blood mononu-
clear cells (PBMCs) were isolated by density gradient cen-
trifugation (Lymphoprep; density, 1.077 g/L; Nycomed
Pharma, Oslo, Norway) at 1200 rpm for 10 minutes at
20°C, and washed twice with Hanks balanced salt solu-
tion (HBSS). These freshly isolated (ex vivo) PBMCs were
utilized for the experiments. Where indicated, purified
PBMCs were seeded onto 24-well plates at 1.0 × 104/mL
in RPMI 1640 medium with the standard supplements:
(10% fetal calf serum (FCS), 200 mM L-glutamine, and
100 U/mL penicillin-streptomycin) and growth-stimu-
lated with 10 μg/ml phytohemagglutinin (PHA; Sigma)
for 24, 48 and 72 hours. The trypan blue exclusion test
was used to assess cell viability. Neutral lipid staining p
g
To visualize the degree of cytoplasmic neutral lipid accu-
mulation, freshly isolated PBMCs were washed three
times with PBS, and fixed by soaking in 10% formalin. Cells were then treated with isopropyl alcohol (60%),
washed, and stained with oil red O (ORO) (a lipid-solu-
ble dye which stains NL, including CE, but not FC). They
appear as bright red spots in the cytoplasm, and are then
counterstained with Mayer's hematoxylin. After staining,
cells were imaged using a Leitz inverted-phase microscope
fitted with a digital camera. At least two different fields per
sample were imaged and analyzed. The red intensity was
scored on a semi-quantitative scale (from 0 to 4) by two
blinded observers: 0 indicated no staining; 1, rare positive
cells or staining barely visible at low power (×200); 2,
focal staining or faint diffuse staining clearly visible at low
power; 3, multifocal staining or moderate diffuse staining;
and 4, intense diffuse staining. There was significantly
high correlation between the scores of the two observers
(r2 = 0.96; P = 0.000). For convenience, scores from only
one observer were used for cell mean-score calculation. In
some experiments ORO intensity was determined using
Image J software (National Institutes of Health, United
States). Red intensity was expressed as mean pixels ± SE/ We initially determined the content of NL in ex vivo
PBMCs from AD patients and age-matched controls (con-
trol 1) by staining cells with Oil Red O (ORO), a lyso-
chrome fat-soluble dye widely used for demonstrating the
presence of NL (CE and TG), which appear as bright red
spots in the cytoplasm, as described above, in Materials
and Methods. Cell mean ORO ± SE are reported in Table
1. As shown in Table 3, NL in control 1 PBMCs were gen-
erally absent (score 0) (49% female and 55% male) or
very low (score 1) (38% female and 40% male) to indicate
that intracellular lipids in the elderly are maintained at
low levels, possibly by a cyclic process, as originally
reported by Goldstein and Brown [18]. By contrast, NL
concentration in AD cells was high, since the majority of
AD-PBMCs (about 70% female and 81% male) presented
ORO staining levels with a score from 2 to 4. Cellular lipid synthesis and efflux To determine the rate of lipid synthesis, PBMCs were incu-
bated for 6 h with 5 μCi/ml sodium [14C]acetate (DuPont
± NEN; specific radioactivity 50 mCi/mmol). At 6, 18 and
36 h of incubation, cells were harvested, washed with PBS,
and total lipids (TL) in cells and medium extracted with
cold acetone. Lipid subclasses (FC, CE and triglycerides Table 1: Characteristics of control 1 subjects and Alzheimer's disease patients. Control 1
AD
Total
Female
Male
Total
Female
Male
Number
57
37
20
93
67
26
Age (mean ± SE)
77.2 ± 0.8
77.0 ± 1.0
77.5 ± 1.3
77.2 ± 0.7
77.9 ± 0.9
77.1 ± 1.3
t-test (C1 vs AD)
P = 0.944
P = 0.534
P = 0.206
MMSE
28.2 ± 0.2
27.9 ± 1.3
28.6 ± 0.3
18.7 ± 0.6
18.9 ± 0.6
18.3 ± 1.3
t-test (C1 vs AD)
P = 0.000
P = 0.000
P = 0.000
ORO (mean ± SE)
0.6 ± 0.1
0.6 ± 0.1
0.5 ± 0.1
2.6 ± 0.1
2.7 ± 0.1
2.5 ± 0.2
t-test (C1 vs AD)
P = 0.000
P = 0.000
P = 0.000
MMSE = Mini Mental State Examination
AD = Alzheimer's Disease
ORO = Oil Red O Table 1: Characteristics of control 1 subjects and Alzheimer's disease patients. http://www.biomedcentral.com/1741-7015/7/66 BMC Medicine 2009, 7:66 Table 2: Characteristics of control 2 and Alzheimer's disease-First-degree relatives subjects. Control 2
AD-FDR
Total
Female
Male
Total
Female
Male
Number
113
30
83
91
66
25
Age (mean ± SE)
44.7 ± 0.9
42.2 ± 1.7
45.6 ± 1.1
46.6 ± 1.4
45.5 ± 1.4
47.3 ± 2.6
t-test (C2 vs. AD-FDR)
P = 0.229
P = 0.174
P = 0.480
ORO (mean ± SE)
0.5 ± 0.1
0.7 ± 0.1
0.4 ± 0.1
1.4 ± 0.1
1.5 ± 0.1
1.5 ± 0.2
t-test (C2 vs. AD-FDR)
P = 0.000
P = 0.027
P = 0.000
AD-FDR = Alzheimer's Disease - First Degree Relatives
ORO = Oil Red O Table 2: Characteristics of control 2 and Alzheimer's disease-First-degree relatives subjects. AD-FDR = Alzheimer's Disease - First Degree Relatives
ORO = Oil Red O AD-FDR = Alzheimer's Disease - First Degree Relatives
ORO = Oil Red O cm2 of triplicate wells and obtained by utilizing four dif-
ferent selected regions of interest (ROIs). Cellular lipid synthesis and efflux [TG]) were separated by thin layer chromatography (TLC
TLC on kiesegel plates (Merck, Darmstadt, Germany)
using a solvent system containing n-heptane/isopropyl
ether/formic acid (60:40: 2, by vol.) and the incorpora-
tion of [14C]acetate into these different lipid fractions in
cells and medium was measured in a Liquid Scintillation
Counter. Efflux of [14C]TL from the cells into the medium
at each time point was expressed as the percentage of the
radioactivity recovered in medium/total radioactivity
(cells + medium). Lipid profiles in freshly isolated PBMCs from AD patients
and elderly controls Characteristics of 93 AD patients (mean age 77.2 ± 0.7, 67
female and 26 male) and 57 controls (mean age 77.2 ±
0.8, 37 female and 20 male) enrolled for this study are
given in Table 1. Statistical analysis Data are reported as mean ± standard error (SE). Statistical
calculations were performed using the statistical analysis
software Origin 8.0 version (Microcal, Inc, Northampton,
MA, USA). Data analysis was done using the Student t-test
and the Pearson test. A value of P < 0.05 was considered
to be statistically significant. Results Total cholesterol (TC) and HDL-C content was deter-
mined in plasma by using routine colorimetric enzymatic
procedures (Sclavo Diagnostics International S.r.l. Sovi-
cille, Italy). Page 4 of 12
(page number not for citation purposes) Lipid profiles in PHA-stimulated PBMCs of control 1
subjects and AD patients Lipid profiles in PHA-stimulated PBMCs of control 1
subjects and AD patients In previous studies we demonstrated that, in normal PHA-
stimulated PBMCs, CE synthesis increases at least 12
hours before the start of DNA synthesis, indicating that
cholesterol esterification is involved in the regulation of
cell-cycle progression in these cells [19-22]. In the current
study we quantified DNA synthesis and NL in PHA-stim-
ulated control 1 and AD PBMCs. DNA synthesis was
measured by 3H-thymidine incorporation in the two cell
groups cultured in parallel under identical conditions. In
PHA-stimulated control 1 cells, DNA synthesis increased
at 48 h of culture, reached a peak at 72 h and then
declined. In AD PBMCs, increased incorporation of thy-
midine into DNA was already detected 24 h after PHA
addition, reaching a peak at 48 h, indicating that PBMCs Changes in 3H-thymidine incorporation were associated
with parallel changes in the content of NL. Figure 2A
shows ORO images of PHA-stimulated PBMCs from one
AD patient (85 years old) and one control 1 (84 years
old), representing 20 AD and 20 control 1, respectively. In
AD PBMCs, ORO staining was even evident at 0 h, and
steadily increased at 48-72 h. Conversely, control 1 cells
became ORO-positive at 48 h after PHA stimulation, and
still were increasing at 72 h (Figure 2B). Also of interest is
that cluster formation in AD PBMCs, indicative of cell
activation, is even evident before PHA-stimulation (0 h),
while it became manifest in control 1 only at 48 h after
stimulation. Table 3: Distribution of ORO grading in control 1 subjects and
Alzheimer's disease patients. Score
Control 1
AD
Total
Female
Male
Total
Female
Male
0
29
18
11
1
1
0
1
22
14
8
13
8
5
2
6
5
1
21
14
7
3
0
0
0
41
32
9
4
0
0
0
17
12
5
total
57
37
20
93
67
26
ORO = Oil Red O
AD = Alzheimer's Disease Plasma lipid profile in control 1 subjects and AD patients
We next measured TC and HDL-C levels in plasma col-
lected from each blood sample after PBMCs separation. As
shown in Figure 3, the levels of HDL-C in AD patients
were significantly reduced, in both absolute and relative
(% HDL-C/TC) terms. TC was moderately lower in AD
patients as compared to subjects of control 1, but this was
not statistically significant. Neutral lipid staining The intensity
of ORO staining in PBMCs positively and significantly
correlated with the severity of the cognitive alteration, as
determined by the MMSE scores in the AD population (r
= -0.419; P = 0.000) (Figure 1). No significant correlation
between MMSE and ORO staining was found in control 1
(r = 0.105; P = 0.435). Page 4 of 12
(page number not for citation purposes) Page 4 of 12
(page number not for citation purposes) http://www.biomedcentral.com/1741-7015/7/66 BMC Medicine 2009, 7:66 MMSE vs ORO intensity in PBMCs from control 1 and AD
Figure 1
MMSE vs ORO intensity in PBMCs from control 1 and AD. Pearson correlation test revealed a significant inverse cor-
relation between these variables in AD patients but not in control 1. MMSE vs ORO intensity in PBMCs from control 1 and AD
Figure 1
MMSE vs ORO intensity in PBMCs from control 1 and AD. Pearson correlation test revealed a significant inverse cor-
relation between these variables in AD patients but not in control 1. freshly isolated from AD patients grow at a faster rate than
those from control 1 (data not shown). Page 5 of 12
(page number not for citation purposes) Lipid profiles in PHA-stimulated PBMCs of control 1
subjects and AD patients After harvesting, cells were
washed, fixed by soaking in 10% formalin, stained with ORO
for NL, and counter-stained with Mayer's hematoxylin for
nuclei. Cells were then examined by light microscopy and
two different fields per sample were imaged. Red ORO inten-
sity was measured in these two fields using NIH Image J soft-
ware. Panel A shows ORO staining images for one control 1
(84 years old; ORO score 0 at 0 time) and one AD (85 years
old; ORO score 3 at 0 time), which are representative of
about thirty subjects for each group. Panel B shows red
intensity expressed as mean pixels ± SE/cm2, as described in
Materials and Methods. *P < 0.01, compared with control 1
by Student's t test.
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Plasma lipid profile in control 1subjects and AD patients
Figure 3
Plasma lipid profile in control 1subjects and AD
patients. Data are expressed as a mean ± SE of the enrolled
subjects. *TC P = 0.116; HDL P = 0.000; %HDL/TC P = 0.002;
TC female P = 0.227; D HDL female P = 0.000; % HDLC/TC
female P = 0.002; TC male P = 0.221; HDL male P = 0.003;
%HDLC/TC male, P = 0.297 of AD vs the corresponding con-
trol 1 by Student's t test. Lipid profiles in PHA-stimulated PBMCs of control 1
subjects and AD patients Red ORO inten-
sity was measured in these two fields using NIH Image J soft-
ware. Panel A shows ORO staining images for one control 1
(84 years old; ORO score 0 at 0 time) and one AD (85 years
old; ORO score 3 at 0 time), which are representative of
about thirty subjects for each group. Panel B shows red
intensity expressed as mean pixels ± SE/cm2, as described in
Materials and Methods. *P < 0.01, compared with control 1
by Student's t test. PBMCs from control 1 subjects and AD patients. Immediately after separation, cells were incubated with PHA
for the time periods indicated. After harvesting, cells were
washed, fixed by soaking in 10% formalin, stained with ORO
for NL, and counter-stained with Mayer's hematoxylin for
nuclei. Cells were then examined by light microscopy and
two different fields per sample were imaged. Red ORO inten-
sity was measured in these two fields using NIH Image J soft-
ware. Panel A shows ORO staining images for one control 1
(84 years old; ORO score 0 at 0 time) and one AD (85 years
old; ORO score 3 at 0 time), which are representative of
about thirty subjects for each group. Panel B shows red
intensity expressed as mean pixels ± SE/cm2, as described in
Materials and Methods. *P < 0.01, compared with control 1
by Student's t test. 0-1 score at all time points assessed. We also noted i) a
moderate but not significant rise in FC incorporation
(data not shown) in cells with 2-4 ORO score, ii) a statis-
tically significant rise in TG, and iii) highly significant
increases in CE incorporation (Figure 6B). The fractional
rate of lipid efflux (% of [14C]lipid in medium/total
[14C]lipid) was significantly lower in 1-4 scores compared
to 0 score, at all time points (Figure 6C). 0-1 score at all time points assessed. We also noted i) a
moderate but not significant rise in FC incorporation
(data not shown) in cells with 2-4 ORO score, ii) a statis-
tically significant rise in TG, and iii) highly significant
increases in CE incorporation (Figure 6B). The fractional
rate of lipid efflux (% of [14C]lipid in medium/total
[14C]lipid) was significantly lower in 1-4 scores compared
to 0 score, at all time points (Figure 6C). Lipid profiles in plasma and PBMCs of control 2 subjects
and AD-FDR It is well known that individuals who have had a late-
onset AD case in their family may run an increased risk of
developing AD themselves [16,17]. Therefore, we meas-
ured TC and HDL-C levels in plasma and carried out ORO
staining in PBMCs from 91 FDR (mean age 46.6 ± 1.4; 66
female and 25 male) of the above AD patients (AD-FDR). We then compared data with those obtained from 113
age-matched blood donors (control 2) (mean age 44.7 ±
0.9; 30 female and 83 male) (Table 2). A high degree of
variability in the ORO data and in plasma lipid analysis of
the subjects enrolled as AD-FDR was observed (Table 2
and 4). However, 44% of PBMCs from AD-FDR had ORO
staining levels scoring 2-3, as compared to only 9.7% of
PBMCs from controls 2 (Table 4). PBMCs was significantly greater in AD compared to con-
trol 1 (Figures 5A and 5B). Lipid profiles in PHA-stimulated PBMCs of control 1
subjects and AD patients @
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Plasma lipid profile in control 1subjects and AD patients
Figure 3
Plasma lipid profile in control 1subjects and AD
patients. Data are expressed as a mean ± SE of the enrolled
subjects. *TC P = 0.116; HDL P = 0.000; %HDL/TC P = 0.002;
TC female P = 0.227; D HDL female P = 0.000; % HDLC/TC
female P = 0.002; TC male P = 0.221; HDL male P = 0.003;
%HDLC/TC male, P = 0.297 of AD vs the corresponding con-
trol 1 by Student's t test. Plasma lipid profile in control 1subjects and AD patients
Figure 3
Plasma lipid profile in control 1subjects and AD
patients. Data are expressed as a mean ± SE of the enrolled
subjects. *TC P = 0.116; HDL P = 0.000; %HDL/TC P = 0.002;
TC female P = 0.227; D HDL female P = 0.000; % HDLC/TC
female P = 0.002; TC male P = 0.221; HDL male P = 0.003;
%HDLC/TC male, P = 0.297 of AD vs the corresponding con-
trol 1 by Student's t test. Neutral lipid accumulation in PHA-stimulated PBMCs from
control 1 subjects and AD patients
Figure 2
Neutral lipid accumulation in PHA-stimulated
PBMCs from control 1 subjects and AD patients. Immediately after separation, cells were incubated with PHA
for the time periods indicated. After harvesting, cells were
washed, fixed by soaking in 10% formalin, stained with ORO
for NL, and counter-stained with Mayer's hematoxylin for
nuclei. Cells were then examined by light microscopy and
two different fields per sample were imaged. Lipid profiles in PHA-stimulated PBMCs of control 1
subjects and AD patients Statistical analysis revealed
that ORO staining levels negatively correlated with HDL-
C levels in AD patients (r = -0.378; P = 0.000), but not in
control 1 (Figures 4A and 4B). No significant correlation
was found between plasma TC and MMSE in AD patients
as well as in control 1 (Figure 4C). Additionally, Western
blotting with DM10 antibody, used to monitor ACAT-1
protein, revealed that ACAT-1 protein content, in ex vivo Table 3: Distribution of ORO grading in control 1 subjects and
Alzheimer's disease patients. Page 5 of 12
(page number not for citation purposes) Page 5 of 12
(page number not for citation purposes) http://www.biomedcentral.com/1741-7015/7/66 BMC Medicine 2009, 7:66 Plasma lipid profile in control 1subjects and AD patients
Figure 3
Plasma lipid profile in control 1subjects and AD
patients. Data are expressed as a mean ± SE of the enrolled
subjects. *TC P = 0.116; HDL P = 0.000; %HDL/TC P = 0.002;
TC female P = 0.227; D HDL female P = 0.000; % HDLC/TC
female P = 0.002; TC male P = 0.221; HDL male P = 0.003;
%HDLC/TC male, P = 0.297 of AD vs the corresponding con-
trol 1 by Student's t test. TC HDL-C
HDL-C/TC --
TC HDL-C
HDL-C/TC --
TC HDL-C
HDL-C/TC
0-1 score at all time points assessed. We also noted i) a
moderate but not significant rise in FC incorporation
(data not shown) in cells with 2-4 ORO score, ii) a statis-
tically significant rise in TG, and iii) highly significant
increases in CE incorporation (Figure 6B). The fractional
rate of lipid efflux (% of [14C]lipid in medium/total
[14C]lipid) was significantly lower in 1-4 scores compared
to 0 score, at all time points (Figure 6C). Lipid profiles in plasma and PBMCs of control 2 subjects
d AD FDR
Neutral lipid accumulation in PHA-stimulated PBMCs from
control 1 subjects and AD patients
Figure 2
Neutral lipid accumulation in PHA-stimulated
PBMCs from control 1 subjects and AD patients. Immediately after separation, cells were incubated with PHA
for the time periods indicated. Lipid profiles in PHA-stimulated PBMCs of control 1
subjects and AD patients TC HDL-C
HDL-C/TC --
TC HDL-C
HDL-C/TC --
TC HDL-C
HDL-C/TC
TC HDL-C
HDL-C/TC --
TC HDL-C
HDL-C/TC --
TC HDL-C
HDL-C/TC
Neutral lipid accumulation in PHA-stimulated PBMCs from
control 1 subjects and AD patients
Figure 2
Neutral lipid accumulation in PHA-stimulated
PBMCs from control 1 subjects and AD patients. Immediately after separation, cells were incubated with PHA
for the time periods indicated. After harvesting, cells were
washed, fixed by soaking in 10% formalin, stained with ORO
for NL, and counter-stained with Mayer's hematoxylin for
nuclei. Cells were then examined by light microscopy and
two different fields per sample were imaged. Red ORO inten-
sity was measured in these two fields using NIH Image J soft-
ware. Panel A shows ORO staining images for one control 1
(84 years old; ORO score 0 at 0 time) and one AD (85 years
old; ORO score 3 at 0 time), which are representative of
about thirty subjects for each group. Panel B shows red
intensity expressed as mean pixels ± SE/cm2, as described in
Materials and Methods. *P < 0.01, compared with control 1
by Student's t test.
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? Cellular cholesterol metabolism and efflux Interest-
ingly, no correlation was found between total plasma
cholesterol and MMSE in AD patients, indicating that,
contrary to what has been reported in several other stud-
ies, hypercholesterolemia per se does not appear to be a
risk factor for AD [36-38]
0
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$ ACAT-1 protein expression in control 1 and AD PBMCs
Figure 5
ACAT-1 protein expression in control 1 and AD
PBMCs. Western blotting with DM10 was used to monitor
ACAT-1 protein content. The anti-ACAT-1 DM10 antibody
specifically recognized a single protein band from PBMC
extracts with an apparent molecular weight of about 50 kDa. No other protein signal(s) was detectable. A. Representative
ACAT-1 immunoblot. B. Results of densitometric analysis by
Scion Image software of ACAT-1 protein immunoreactivity
relative to β-actin in 20 AD patients and 20 control 1. Data
values are represented as mean ± SE *P = 0.000 vs control 1. ACAT 1 protein expression in control 1 and AD PBMC
Figure 5
ACAT-1 protein expression in control 1 and AD p
p
g
ACAT-1 protein expression in control 1 and AD
PBMC
W
bl
i
i h DM10
d ACAT 1 protein expression in control 1 and AD
PBMCs. Western blotting with DM10 was used to monitor
ACAT-1 protein content. The anti-ACAT-1 DM10 antibody
specifically recognized a single protein band from PBMC
extracts with an apparent molecular weight of about 50 kDa. No other protein signal(s) was detectable. A. Representative
ACAT-1 immunoblot. B. Results of densitometric analysis by
Scion Image software of ACAT-1 protein immunoreactivity
relative to β-actin in 20 AD patients and 20 control 1. Data
values are represented as mean ± SE *P = 0.000 vs control 1. not shown). Interestingly, three unaffected relatives of
comparable age (two brothers and one sister) of three AD
patients did not have relevant accumulation of neutral lip-
ids in their PBMCs, nor had lower levels of HDL-C (data
not shown). When PBMCs were stimulated with PHA,
about half the PBMCs exhibited ORO kinetics similar to
those of AD patients, while the other half were similar to
controls 2 (Figures 8A and 8B). Cellular cholesterol metabolism and efflux Given the role of HDL in preventing cell damage by
removing excess cholesterol from cells, it is conceivable
that low HDL-C level in AD patients is indicative of
decreased removal of lipids, mainly cholesterol, from tis-
sues. To verify this possibility we therefore quantified FC,
CE and TG syntheses, as well as lipid efflux, in PBMCs
from twenty subjects, four for each ORO score group (0-
4), chosen at random from the enrolled AD patients and
control 1 subjects. Total lipid synthesis (TLS) and efflux
values were obtained from the sum of [14C]acetate incor-
porated into FC, CE and TG fractions separated by TLC, in
cells and medium. As shown in Figure 6A, TLS was slightly
higher in cells with 2-4 ORO score compared to cells with TC and HDL-C levels did not significantly change in FDR
plasma (Figure 7). However, HDL-C levels inversely corre-
late with ORO scores, even though not significantly (data Page 6 of 12
(page number not for citation purposes) http://www.biomedcentral.com/1741-7015/7/66 BMC Medicine 2009, 7:66 DL-C vs ORO intensity and MMSE vs TC in PBMCs from control 1 and AD. A. HDL-C vs ORO intensity; B. %HDL-C vs
RO intensity; C. MMSE vs TC
gure 4
DL-C vs ORO intensity and MMSE vs TC in PBMCs from control 1 and AD. A. HDL-C vs ORO intensity; B
HDL-C vs ORO intensity; C. MMSE vs TC. The test revealed a significant inverse correlation between HDL-C and
HDL/TC vs ORO in AD patients but not in control 1. No correlation was observed between MMSE vs TC in both group
y
y;
y;
g
HDL-C vs ORO intensity and MMSE vs TC in PBMCs from control 1 and AD. A. HDL-C vs ORO intensity; B. %HDL-C vs ORO intensity; C. MMSE vs TC. The test revealed a significant inverse correlation between HDL-C and
%HDL/TC vs ORO in AD patients but not in control 1. No correlation was observed between MMSE vs TC in both groups. http://www.biomedcentral.com/1741-7015/7/66 BMC Medicine 2009, 7:66 ACAT-1 protein expression in control 1 and AD PBMCs
Figure 5
ACAT-1 protein expression in control 1 and AD
PBMCs. Western blotting with DM10 was used to monitor
ACAT-1 protein content. The anti-ACAT-1 DM10 antibody
specifically recognized a single protein band from PBMC
extracts with an apparent molecular weight of about 50 kDa. No other protein signal(s) was detectable. A. Representative
ACAT-1 immunoblot. B. Cellular cholesterol metabolism and efflux In agreement with these
data, ACAT-1 Western blotting analysis revealed that
about 50% of ex vivo FDR PBMCs show a significant
increase in ACAT-1 protein levels compared to controls 2
(Figures 9A and 9B). Cellular cholesterol metabolism and efflux A moderate
reduction in TC was also observed by us in AD patients. Additionally, correlation analyses revealed a positive cor-
relation between HDL-C and MMSE, as well as between
HDL-C and CE accumulation, as determined by ORO
staining in AD patients. Although the significance, if any,
of the observed correlation between low HDL-C levels
and AD risk remains to be established, our data indicate
that the low HDL-C levels in the plasma of AD patients
may be a consequence of a decreased removal rate of cho-
lesterol from tissues, as a result of the increased entrap-
ment of CEs by cells. In reality, the fractional rate of lipid
efflux (% of 14C-lipid in medium/total14C-lipid) was sig-
nificantly lower in those cells with high ORO scores com-
pared to those with low scores. It therefore seems that low
HDL-C levels, coupled with lipid accumulation in periph-
eral cells, represent an additional index of AD. Interest-
ingly, no correlation was found between total plasma
cholesterol and MMSE in AD patients, indicating that,
contrary to what has been reported in several other stud-
ies, hypercholesterolemia per se does not appear to be a
Ͳ
0
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$ terol homeostasis and, more specifically, in raft organiza-
tion may also have a great influence on AD development
and progression [26-28]. In particular, CEs, rather than
FC, seem to be directly correlated with Aβ production. It
has, in fact, been reported that Aβ generation is modu-
lated by the activity of acyl-coenzyme A: cholesterol acyl-
transferase (ACAT), the enzyme that catalyses the
formation of CEs inside cells [29,30]. Inhibitors of ACAT
were reported to strongly reduce Aβ production in cell and
AD animal-based models [31,32]. In depth, it was
reported that in a mouse model of AD the ACAT inhibitor
CP-113,818 reduced by 90% amyloid pathology as com-
pared to transgenic mice which received placebo [32]. Cellular cholesterol metabolism and efflux Results of densitometric analysis by
Scion Image software of ACAT-1 protein immunoreactivity
relative to β-actin in 20 AD patients and 20 control 1. Data
values are represented as mean ± SE *P = 0.000 vs control 1.
Ͳ
0
200
400
600
800
1000
Ͳ
!
"
#
#
$ terol homeostasis and, more specifically, in raft organiza-
tion may also have a great influence on AD development
and progression [26-28]. In particular, CEs, rather than
FC, seem to be directly correlated with Aβ production. It
has, in fact, been reported that Aβ generation is modu-
lated by the activity of acyl-coenzyme A: cholesterol acyl-
transferase (ACAT), the enzyme that catalyses the
formation of CEs inside cells [29,30]. Inhibitors of ACAT
were reported to strongly reduce Aβ production in cell and
AD animal-based models [31,32]. In depth, it was
reported that in a mouse model of AD the ACAT inhibitor
CP-113,818 reduced by 90% amyloid pathology as com-
pared to transgenic mice which received placebo [32]. Findings reported here show significantly higher neutral
lipid levels (mainly CE) and increased ACAT-1 protein
amounts in at least 85% of PBMCs freshly isolated (ex
vivo) from patients with probable sporadic AD as com-
pared to cognitively normal age-matched controls. These
data are in keeping with and extend our preliminary find-
ings showing higher NL levels in AD PBMCs [33], and fur-
ther support the hypothesis that intracellular CE levels are
systemically increased in AD-patients. That said, at least in
theory, one might expect that cholesterol levels in the
plasma HDL fraction, which is responsible for removing
the excess of cholesterol from cells, will undergo a
decrease [34]. In accordance with this, a recent study of
middle-aged adults reports a link between low HDL-C
and memory loss. Decreasing HDL-C was associated with
memory decline over a five-year follow-up period; while
no link was found between TC and TG plasma concentra-
tions and memory deficit or decline [35]. Similarly, we
found a significant reduction, both in absolute and rela-
tive terms, in HDL-C levels in plasma from AD blood sam-
ples as compared to age-matched controls. Page 8 of 12
(page number not for citation purposes) Cellular cholesterol metabolism and efflux Findings reported here show significantly higher neutral
lipid levels (mainly CE) and increased ACAT-1 protein
amounts in at least 85% of PBMCs freshly isolated (ex
vivo) from patients with probable sporadic AD as com-
pared to cognitively normal age-matched controls. These
data are in keeping with and extend our preliminary find-
ings showing higher NL levels in AD PBMCs [33], and fur-
ther support the hypothesis that intracellular CE levels are
systemically increased in AD-patients. That said, at least in
theory, one might expect that cholesterol levels in the
plasma HDL fraction, which is responsible for removing
the excess of cholesterol from cells, will undergo a
decrease [34]. In accordance with this, a recent study of
middle-aged adults reports a link between low HDL-C
and memory loss. Decreasing HDL-C was associated with
memory decline over a five-year follow-up period; while
no link was found between TC and TG plasma concentra-
tions and memory deficit or decline [35]. Similarly, we
found a significant reduction, both in absolute and rela-
tive terms, in HDL-C levels in plasma from AD blood sam-
ples as compared to age-matched controls. A moderate
reduction in TC was also observed by us in AD patients. Additionally, correlation analyses revealed a positive cor-
relation between HDL-C and MMSE, as well as between
HDL-C and CE accumulation, as determined by ORO
staining in AD patients. Although the significance, if any,
of the observed correlation between low HDL-C levels
and AD risk remains to be established, our data indicate
that the low HDL-C levels in the plasma of AD patients
may be a consequence of a decreased removal rate of cho-
lesterol from tissues, as a result of the increased entrap-
ment of CEs by cells. In reality, the fractional rate of lipid
efflux (% of 14C-lipid in medium/total14C-lipid) was sig-
nificantly lower in those cells with high ORO scores com-
pared to those with low scores. It therefore seems that low
HDL-C levels, coupled with lipid accumulation in periph-
eral cells, represent an additional index of AD. Discussion
0
1
2
3
4
0
500 0
1000 0
1500 0
2000 0
*
*
*
14C-acetate incorporated into TL (cpm/10
4 cells)
ORO score
6 h
18 h
36 h
*
0
1
2
3
4
0
2000
4000
6000
8000
*
*
*
*
*
14C-acetate incorporated into CE (cpm/10
4 cells)
ORO score
6h
18h
36h
*
0
1
2
3
4
0
10
20
30
40
*
*
*
*
*
*
*
*
*
% of TL efflux
ORO score
6 h
18 h
36 h
*
0
1
2
3
4
0
500 0
1000 0
1500 0
2000 0
*
*
*
14C-acetate incorporated into TL (cpm/10
4 cells)
ORO score
6 h
18 h
36 h
*
ORO score
0
1
2
3
4
0
2000
4000
6000
8000
*
*
*
*
*
14C-acetate incorporated into CE (cpm/10
4 cells)
ORO score
6h
18h
36h
*
0
1
2
3
4
0
14C-
ORO score
0
1
2
3
4
0
10
20
30
40
*
*
*
*
*
*
*
*
*
% of TL efflux
OROscore
6 h
18 h
36 h
*
ORO score
0
1
2
3
4
0
10
20
30
40
*
*
*
*
*
*
*
*
*
% of TL efflux
ORO score
6 h
18 h
36 h
*
0
1
2
3
4
0
10
20
30
40
*
*
*
*
*
*
*
*
*
% of TL efflux
ORO score
6 h
18 h
36 h
* Lipid synthesis and efflux in PBMCs with different ORO scores
Figure 6
Lipid synthesis and efflux in PBMCs with different ORO scores. Freshly isolated PBMCs (four for each ORO score
group) were plated at a density of 10,000 cell/cm2 in six well plates and incubated with PHA for the time periods indicated. Total cellular lipid synthesis (A) and cholesterol ester synthesis (B) were evaluated by incubating cells for six hours in medium
containing [14C]acetate at a final concentration of 2 μCi/ml. After incubation, cells were washed with PBS and lipids extracted
with acetone. Lipid subclasses were separated out by thin layer chromatography (TLC) and [14C]acetate incorporation into the
various lipid fractions was measured. Discussion Cholesterol is essential for the organization of liquid-
ordered microdomains (rafts) in the plasma membrane,
which serve as a scaffold for the proper assembling and
functioning of a variety of membrane-associated proteins,
including β- and γ-secretases [23,24] that are involved in
the Aβ formation. Progressive accumulation of Aβ in the
brain is considered a pathogenetic event common to all
forms of AD [25]. This suggests that alterations in choles- Page 8 of 12
(page number not for citation purposes) BMC Medicine 2009, 7:66 http://www.biomedcentral.com/1741-7015/7/66 efflux in PBMCs with different ORO scores
nd efflux in PBMCs with different ORO scores. Freshly isolated PBMCs (four for each ORO score
at a density of 10,000 cell/cm2 in six well plates and incubated with PHA for the time periods indicated. ynthesis (A) and cholesterol ester synthesis (B) were evaluated by incubating cells for six hours in medium
tate at a final concentration of 2 μCi/ml. After incubation, cells were washed with PBS and lipids extracted
subclasses were separated out by thin layer chromatography (TLC) and [14C]acetate incorporation into the
ns was measured. Efflux (C) from the cells into the medium at each time point was expressed as the per-
vity in medium/total radioactivity (cells + medium). Data shown are the mean ± SE of four subjects from
P < 0.05. Discussion Efflux (C) from the cells into the medium at each time point was expressed as the per-
centage of radioactivity in medium/total radioactivity (cells + medium). Data shown are the mean ± SE of four subjects from
each score group, *P < 0.05. Page 9 of 12
(page number not for citation purposes) http://www.biomedcentral.com/1741-7015/7/66 BMC Medicine 2009, 7:66 Plasma lipid profile in control 2 and AD-FDR
Figure 7
Plasma lipid profile in control 2 and AD-FDR. Data are
expressed as a mean ± SE of the enrolled subjects. *TC P =
0.784; HDL P = 0.154; %HDL/TC P = 0.04; TC female P =
0.185; D HDL female P = 0.304; % HDLC/TC female P = 0.05;
TC male P = 0.490; HDL male P = 0.215; %HDLC/TC male, P
= 0.316 of AD-FDR vs the corresponding control 2 by Stu-
dent's t test. TC HDL-C
HDL-C/TC --
TC HDL-C
HDL-C/TC --
TC HDL-C
HDL-C/TC
Ͳ
Table 4: Distribution of ORO grading in control 2 and
Alzheimer's disease-First-degree relatives subjects. Score
Control 2
AD-FDR
Total
Female
Male
Total
Female
Male
0
70
15
55
30
21
9
1
32
10
22
20
13
7
2
10
4
6
21
14
7
3
1
1
0
19
17
2
4
0
0
0
1
1
0
total
113
30
83
91
66
25
ORO = Oil Red O
AD-FDR = Alzheimer's Disease - First Degree Relatives Table 4: Distribution of ORO grading in control 2 and
Alzheimer's disease-First-degree relatives subjects. TC HDL-C
HDL-C/TC --
TC HDL-C
HDL-C/TC --
TC HDL-C
HDL-C/TC
Ͳ
However, although it is generally accepted that alterations
in cholesterol metabolism are a critical event in AD, it is
still unclear whether they are the cause or the effect of dis-
ease and, actually, we cannot completely exclude the pos-
sibility that changes in lipid metabolism may be due to
factors other than AD. Abbreviations ACAT: Acyl-coenzyme A: Cholesterol AcylTransferase; AD:
Alzheimer's Disease; AD-FDR: Alzheimer's Disease - First
Degree Relatives; Aβ: Amyloid Beta-peptides; CDR: Clini-
cal Dementia Rating scale; CDT: Clock Drawing Test; CEs:
Cholesterol Esters; FC: Free Cholesterol; FCS: Fetal Calf
Serum; FDR: First Degree Relatives; GDS: Global Deterio-
ration Scale; HBSS: Hanks Balanced Salt Solution; HDL-C:
High Density Lipoprotein - Cholesterol; MCI: Mild Cogni-
tive Impairment; MMSE: Mini Mental State Examination;
NL: Neutral Lipid; NL-PBMCs: Neutral Lipid - Peripheral
Blood Mononuclear Cells; ORO: Oil Red O; PBMCs:
Peripheral Blood Mononuclear Cells; PBS: Phosphate
Buffered Saline; PHA: PhytoHemaAgglutinin; ROIs:
Regions Of Interest; SE: Standard Error; TG: Triglycerides;
TL: Total Lipid; TLC: Thin Layer Chromatography; TLS:
Total Lipid Synthesis. Discussion Dementia occurs late in life, but it
is increasingly recognized that there is a long preclinical
phase characterized by progressive neuropathological
changes that become clinically detectable with age. The
"life-long" view of dementia contributes to stress the
importance of risk factors in midlife [39]. Individuals who
have had a late-onset AD case in their family may run an
increased risk of developing AD themselves [17,18], thus
the analysis of lipid metabolism in these subjects could be
a suitable biochemical approach to monitor changes in
cholesterol homeostasis before any cognitive decline
might occur. We observed great variability in the ORO
data and in plasma lipid analysis of the subjects enrolled
as AD-FDR. However, 44% of PBMCs from AD-FDR had
ORO staining levels that scored from 2 to 3, as compared
to only 9.7% of PBMCs from controls. Plasma lipid profile in control 2 and AD-FDR
Figure 7
Plasma lipid profile in control 2 and AD-FDR. Data are
expressed as a mean ± SE of the enrolled subjects. *TC P =
0.784; HDL P = 0.154; %HDL/TC P = 0.04; TC female P =
0.185; D HDL female P = 0.304; % HDLC/TC female P = 0.05;
TC male P = 0.490; HDL male P = 0.215; %HDLC/TC male, P
= 0.316 of AD-FDR vs the corresponding control 2 by Stu-
dent's t test. Plasma lipid profile in control 2 and AD-FDR
Figure 7
Plasma lipid profile in control 2 and AD-FDR. Data are
expressed as a mean ± SE of the enrolled subjects. *TC P =
0.784; HDL P = 0.154; %HDL/TC P = 0.04; TC female P =
0.185; D HDL female P = 0.304; % HDLC/TC female P = 0.05;
TC male P = 0.490; HDL male P = 0.215; %HDLC/TC male, P
= 0.316 of AD-FDR vs the corresponding control 2 by Stu-
dent's t test. and frontotemporal dementias; ii) asymptomatic individ-
uals with decreased plasma HDL-C and increased PBMC
lipids will really go on towards Alzheimer's disease over
time. Conclusion Overall, the assessment of cholesterol ester metabolism in
PBMCs ex vivo by means of a reliable assay that can be
easily and quickly performed might be a very useful bio-
chemical tool in support to AD diagnosis. In addition, the
fact that some AD-FDR tend to display a metabolic choles-
terol pattern similar to that of AD patients, may suggest
that the determination of PBMC ORO staining and
plasma HDL-C levels may be useful for identification of a
subset of midlife subjects who might run a major risk of
developing AD; and the identification of incipient AD-
related cognitive impairment would be the basis for initi-
ation of treatment with drugs that might slow or stop the
degenerative process, such as ACAT inhibitors [29-31]. Above all it remains to be assessed whether: i) changes in
NL are also present in PBMCs from patients with non-AD
neuropathologies such as for instance vascular, Lewy body Competing interests
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AD-FDR subjects
Figure 9
ACAT-1 protein expression in PBMCs from control 2
and AD-FDR subjects. Western blotting with DM10 was
used to monitor the ACAT-1 protein content. The anti-
ACAT-1 DM10 antibody specifically recognized a single pro-
tein band from cell extracts of PBMCs, with an apparent
molecular weight of 50 kDa. No other protein signal(s) was
detectable. A. Representative immunoblot of ACAT-1 of two
control 2; two AD-FDR with ORO score between 0 and 1
(FDR-1) and two AD-FDR with ORO score between 2-3
(FDR-2). B. Neutral lip
control 2 a
Figure 8 Panel B shows red inten-
sity expressed as mean pixels ± SE/cm2 of triplicate wells
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Neutral lipid accumulation in PHA-stimulated on the manuscript and participated in the design. All
authors read and approved the final manuscript. Competing interests p
g
This study was supported by grants from Fondazione
Regione Autonoma della Sardegna and Fondazione
Monte dei Paschi di Siena. The authors state that there are
no conflicts of interest that may have influenced this work
and that some findings in this study have been the subject Page 10 of 12
(page number not for citation purposes) Page 10 of 12
(page number not for citation purposes) BMC Medicine 2009, 7:66 http://www.biomedcentral.com/1741-7015/7/66 ACAT-1 protein expression in PBMCs from control 2 and
AD-FDR subjects
Figure 9
ACAT-1 protein expression in PBMCs from control 2
and AD-FDR subjects. Western blotting with DM10 was
used to monitor the ACAT-1 protein content. The anti-
ACAT-1 DM10 antibody specifically recognized a single pro-
tein band from cell extracts of PBMCs, with an apparent
molecular weight of 50 kDa. No other protein signal(s) was
detectable. A. Representative immunoblot of ACAT-1 of two
control 2; two AD-FDR with ORO score between 0 and 1
(FDR-1) and two AD-FDR with ORO score between 2-3
(FDR-2). B. Results of densitometric analysis by Scion Image
software of ACAT-1 protein.
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Neutral lipid accumulation in PHA-stimulated PBMCs from
control 2 and AD-FDR subjects
Figure 8
Neutral lipid accumulation in PHA-stimulated
PBMCs from control 2 and AD-FDR subjects. Immedi-
ately after separation cells were incubated with PHA for the
indicated time periods. After harvesting, cells were washed,
fixed by soaking in 10% formalin, stained with ORO for NL,
and counter-stained with Mayer's hematoxylin for nuclei. Cells were then examined by light microscopy and two dif-
ferent fields per sample were imaged. Red ORO intensity was
measured in these two fields by using NIH Image J software. Competing interests Panel A shows images of ORO staining of one control 2 (47
years old) and two AD-FDR one (48 years old) with ORO
score 0 and the other one (37 years old) with ORO score 3
at 0 time. These images are representative of at least 30 con-
trol 2, 15 AD-FDR with ORO score between 0 and 1, and 15
with ORO score between 2 and 3. Panel B shows red inten-
sity expressed as mean pixels ± SE/cm2 of triplicate wells
obtained by utilizing four created different regions of interest
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ACAT-1 protein expression in PBMCs from control 2 and
AD-FDR subjects
Figure 9
ACAT-1 protein expression in PBMCs from control 2
and AD-FDR subjects. Western blotting with DM10 was
used to monitor the ACAT-1 protein content. The anti-
ACAT-1 DM10 antibody specifically recognized a single pro-
tein band from cell extracts of PBMCs, with an apparent
molecular weight of 50 kDa. No other protein signal(s) was
detectable. A. Representative immunoblot of ACAT-1 of two
control 2; two AD-FDR with ORO score between 0 and 1
(FDR-1) and two AD-FDR with ORO score between 2-3
(FDR-2). B. Results of densitometric analysis by Scion Image
software of ACAT-1 protein. References 1. Govaerts L, Schoenen J, Bouhy D: Pathogenesis of Alzheimer's
disease: molecular and cellular mechanisms. Rev Med Liege
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Figure 8 Neutral lipid accumulation in PHA-stimulated PBMCs
control 2 and AD-FDR subjects
Figure 8
Neutral lipid accumulation in PHA-stimulated Neutral lipid accumulation in PHA-stimulated PBMCs from
control 2 and AD-FDR subjects
Figure 8
Neutral lipid accumulation in PHA-stimulated
PBMCs from control 2 and AD-FDR subjects. Immedi-
ately after separation cells were incubated with PHA for the
indicated time periods. After harvesting, cells were washed,
fixed by soaking in 10% formalin, stained with ORO for NL,
and counter-stained with Mayer's hematoxylin for nuclei. Cells were then examined by light microscopy and two dif-
ferent fields per sample were imaged. Red ORO intensity was
measured in these two fields by using NIH Image J software. Panel A shows images of ORO staining of one control 2 (47
years old) and two AD-FDR one (48 years old) with ORO
score 0 and the other one (37 years old) with ORO score 3
at 0 time. These images are representative of at least 30 con-
trol 2, 15 AD-FDR with ORO score between 0 and 1, and 15
with ORO score between 2 and 3. Panel B shows red inten-
sity expressed as mean pixels ± SE/cm2 of triplicate wells
obtained by utilizing four created different regions of interest
(ROIs). *P < 0.01, compared with control 2 by Student's t
test. Neutral lipid accumulation in PHA stimulated PBMCs from
control 2 and AD FDR subjects
Figure 8
Neutral lipid accumulation in PHA-stimulated
PBMCs from control 2 and AD-FDR subjects. Immedi-
ately after separation cells were incubated with PHA for the
indicated time periods. After harvesting, cells were washed,
fixed by soaking in 10% formalin, stained with ORO for NL,
and counter-stained with Mayer's hematoxylin for nuclei. Cells were then examined by light microscopy and two dif-
ferent fields per sample were imaged. Red ORO intensity was
measured in these two fields by using NIH Image J software. Panel A shows images of ORO staining of one control 2 (47
years old) and two AD-FDR one (48 years old) with ORO
score 0 and the other one (37 years old) with ORO score 3
at 0 time. These images are representative of at least 30 con-
trol 2, 15 AD-FDR with ORO score between 0 and 1, and 15
with ORO score between 2 and 3. Competing interests Results of densitometric analysis by Scion Image
software of ACAT-1 protein. Page 11 of 12
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J 1997:603-608. Publish with BioMed Central and every
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http://www.biomedcentral.com/info/publishing_adv.asp
BioMedcentral Publish with BioMed Central and every
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linsky H, Kukull WA, Kurz A, Larson EB, Martelli K, Sadovnick AD,
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tion-based study. Lancet Neurol 2006, 5:735-741. Authors' contributions AP, AM and SD drafted the manuscript, participated in the
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dures and clinical briefcases of AD patients, and collected
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https://openalex.org/W4376603037
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https://www.revista.ueg.br/index.php/revelli/article/view/12961/9146
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O USO VARIÁVEL DO /R/ EM CODA EXTERNA
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Revelli
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cc-by
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O USO VARIÁVEL DO /R/ EM CODA EXTERNA:
CONTRIBUIÇÕES DA SOCIOLINGUÍSTICA APLICADA AO
ENSINO
THE VARIABLE USE OF THE /R/ IN EXTERNAL CODA:
CONTRIBUTIONS OF APPLIED SOCIOLINGUISTICS TO
TEACHING FREITAS, Rosely Lopes de FERREIRA, Jannaina Reis VIEIRA, Marília Resumo: O presente artigo, ancorado em uma perspectiva decolonial, dedica-se a refletir
sobre propostas interventivas de ensino de língua materna, desenvolvidas no âmbito do
Subprojeto do PIBID/Língua Portuguesa. Nessa perspectiva, observa-se que as normas
culta e popular revelam muitas semelhanças e, para evidenciar tais similitudes, foram
elaboradas quatro atividades em que se enfatiza o uso variável de /R/ em coda externa no
Português Brasileiro, cuja aplicação foi idealmente planejada para o oitavo do Ensino
Fundamental. A teia teórica da Sociolinguística aplicada ao ensino é complementada com
cartas do Atlas Linguístico do Brasil (CARDOSO et al, 2014) e com as contribuições de
Monaretto (2002). As atividades propostas estão fundamentadas nos contínuos de
Bortoni-Ricardo (2004), bem como na gramática de três eixos (VIEIRA, 2017), com o
objetivo de descrever o uso variável do fenômeno supramencinado. Os resultados
corroboram que o trabalho com a reflexão linguística permite que o aluno possa
compreender os fenômenos linguísticos, aprimorando sua competência comunicativa. Palavras-chave: /R/. Sociolinguística. Ensino. corroborate that the work with linguistic reflection allows the student to understand
linguistic phenomena, improving his communicative competence. corroborate that the work with linguistic reflection allows the student to understand
linguistic phenomena, improving his communicative competence. Keywords: /R/. Sociolinguistics. Teaching. Palavras-chave: /R/. Sociolinguística. Ensino. Abstract: This article, anchored in a decolonial perspective, is dedicated to reflecting on
interventional proposals for mother tongue teaching, within the scope of the
PIBID/Portuguese Language Subproject. In this perspective, it is observed that the
cultured and popular norms reveal many similarities and, to highlight such similarities,
four activities were elaborated in which the variable use of /R/ in external coda in
Brazilian Portuguese is emphasized, whose application was ideally planned for the eighth
of elementary school. The theoretical web of Sociolinguistics applied to teaching is
complemented with letters from the Linguistic Atlas of Brazil (CARDOSO et al, 2014)
and with the contributions of Monaretto (2002). The proposed activities are based on the
Bortoni-Ricardo ushers (2004), as well as on the three-axis grammar (VIEIRA, 2017), in
order to describe the variable use of the phenomenon mentioned above. The results REVELLI, Vol. 14. 2022. Tema Livre
ISSN 1984-6576. E-202203
1 1 corrobo
linguisti corrobor
li
i ti 1 Introdução Por um longo período no Brasil, o estudo formal foi destinado, especificamente,
às camadas prestigiadas socioeconomicamente, tendo como objetivo primordial a
aprendizagem do Latim, devido seu valor social da época. Com o decorrer do tempo, a
disciplina Língua Portuguesa foi inserida nos currículos pedagógicos, entretanto, esse
ensino ainda privilegiava uma norma linguística totalmente distante do Português
Brasileiro. Com o advento das pesquisas sociolinguísticas no território brasileiro, os
estudiosos passaram a estudar e a compreender que a norma linguística brasileira era
muito divergente das normas impostas pelos compêndios gramaticais. Porém, devido
diversos fatores (incluindo os políticos, sociais, culturais, pedagógicos e outros), os
resultados dessas pesquisas não chegavam/chegam nas escolas e até mesmo nas
Universidades. Dessa forma, foi devido os esforços da de Bortoni-Ricardo (e
orientando(a)s), que se propôs um liame dos estudos sociolinguísticos ao ensino,
denominado Sociolinguística Educacional. Outra estudiosa que se dedica a estudar/orientar diversos trabalhos sobre a
variabilidade linguística brasileira nos diferentes níveis linguísticos e aliá-los ao ensino
de Língua Portuguesa nos ensinos fundamentais e médios é a Profa. Dra Silvia Rodrigues
Vieira, professora do Departamento de Letras Vernáculas da Faculdade de Letras da
Universidade Federal do Rio de Janeiro (UFRJ). Dentre várias obras da estudiosa,
destacamos aqui a organização de dois livros: Gramática, variação e ensino: diagnose e
propostas pedagógicas (2018) e Variação, gêneros textuais e ensino de Português: da
norma culta à norma-padrão (2019). Este foi organizado também pela pesquisadora
Monique Débora Lima. Dessa forma, vários trabalhos, como os de Dorneles (2011), ratificam a
variabilidade do –r no Português Brasileiro (PB), podendo ser realizado como tepe, glotal
e até mesmo sofrer um apagamento total. No que se refere ao apagamento dessa variável, REVELLI, Vol. 14. 2022. Tema Livre
ISSN 1984-6576. E-202203
2 pesquisad pesquisadores como Oliveira (1983) e Linares, Peixoto e Moreira (2008) chegaram à
conclusão de que ele é mais recorrente em verbos do que em substantivos e em coda
externa do que interna. Além disso, é imprescindível salientar que o apagamento do /R/
em coda externa é um fenômeno muito antigo no PB, sendo, inicialmente, associado as
variedades populares, porém, hoje ele é frequente na fala de indivíduos de diferentes
estratos sociais (CALLOU, MORAES E LEITE, 1998; LINARES, PEIXOTO E
MOREIRA, 2008). Apesar de ter uma ampla literatura linguística a respeito da variabilidade do /r/ no
PB, nota-se uma escassez de trabalhos sobre esse tema direcionado ao ensino. 1 Introdução Por esse
motivo, objetivamos apresentar uma proposta pedagógica com o intuito de que os alunos
reflitam/percebam que (a) as normas cultas e populares possuem semelhanças e
diferenças e ambas se diferenciam da norma-padrão, (b) uso variável de /R/ em nomes e
verbos no infinitivo, (c) o apagamento do /R/ em coda externa em infinitivos verbais é
um fenômeno gradual, por isso, não sofre estigmatização como os fenômenos
descontínuos, diferente do /R/ retroflexo, (d) variabilidade do /R/ em infinitivos verbais
em dois contextos de fala (reunião e entrevista) e escrita (redação). Com base no exposto, este artigo, resultante das atividades desenvolvidas no
âmbito do núcleo de Língua Portuguesa do PIBID, com oito alunos bolsistas CAPES em
uma escola pública do estado de Goiás, expõe uma sequência didática, orientada pelos
contínuos de urbanização, oralidade-letramento e monitoração estilística (BORTONI-
RICARDO, 2004), que procura descrever o uso variável de /R/ em coda externa de nomes
e verbos em excertos orais e escritos, pautando-se na perspectiva do uso no PB. Dessa
maneira, esse trabalho é voltado para pesquisadores, docentes de Língua Portuguesa e
para todos que se interessarem pelo assunto. Por fim, este trabalho está dividido em 5 etapas: introdução, fundamentação
teórica, propostas pedagógicas, análise das propostas realizadas, considerações finais e
referências. REVELLI, Vol. 14. 2022. Tema Livre
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E-202203
3 REVELLI, Vol. 14. 2022. Tema Livre
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3 O O REVELLI, Vol. 14. 2022. Tema Livre
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5 Os objetivos da disciplina de Língua Portuguesa começaram a mudar a partir dos
anos 1950, quando houve uma progressiva transformação social e, principalmente, devido
às possibilidades de acesso à escola: agora, as pessoas provenientes de camadas
desprestigiadas também tinham direito a estudar (SOARES, 2002). No decorrer do século
XX, as políticas linguísticas em favor do Português Brasileiro (doravante PB) passam a
se consolidar Desse
modo,
o
advento
da
Sociolinguística
no
Brasil
contribuiu
significativamente para a descrição da realidade linguística do PB, contribuindo para a
documentação de variedades cultas e populares (BAGNO, 2002). Nessa perspectiva, o
professor pode se instrumentalizar acerca das diferenças entre as variedades linguísticas
faladas pelos alunos de classes populares e a variedade de prestígio, possibilitando
metodologias de ensino voltadas para o respeito linguístico. Além disso, o
desenvolvimento de estudos descritivos do PB propiciou uma nova maneira de tratar a
oralidade, a escrita e o texto no ensino (SOARES, 2002). No que diz respeito à BNCC e ao tratamento da variação linguística, são
elencadas, aqui, algumas considerações primordiais: a discussão acerca da variação
linguística, variedades prestigiadas/desprestigiadas e preconceito linguístico e o
tratamento dado ao tema nos livros didáticos; o uso de gravações e textos em diferentes
variedades linguísticas, a fim de identificar características regionais, urbanas e rurais. É relevante, em primeiro momento, postular uma série de problemáticas no que
concerne ao ensino de Língua Portuguesa, tais como: confusão entre norma-padrão e
norma culta; distinção entre norma, modalidade e registro e, posteriormente, sobre os
contínuos de variação linguística e os três eixos para o ensino da gramática. Essas
questões foram apresentadas por Bagno (2002), Martins, Vieira e Tavares (2014),
Bortoni-Ricardo (2004) e Vieira (2019). Segundo Bagno (2002), norma-padrão não é uma língua, mas sim um modelo, um
ideal e um padrão de comportamento linguístico baseado na obra de escritores
consagrados. Já a norma culta é uma língua real, baseada na fala de falantes cultos
(BAGNO, 2002). De acordo Vieira (2019), essa homogeneidade proposta pelos discursos
normativos estabelece uma generalidade de regras de comportamento social para toda e REVELLI, Vol. 14. 2022. Tema Livre
ISSN 1984-6576. E-202203
4 qualquer qualquer qualquer situação comunicativa, ocasionando uma equação equivocada: “norma-padrão
= Língua Portuguesa” e, consequentemente, o surgimento dos mitos linguísticos. Nesse
viés, é imprescindível guiar as orientações normativas para que a padronização seja
efetivamente sensível aos contínuos de modalidade (do maior ao menor grau de
oralidade/fala-letramento/escrita) e registro (do mais ao menos formal/monitorado)”
(VIEIRA, 2019). Ademais, segundo Martins, Vieira e Tavares (2014), é muito importante que o
professor estabeleça a distinção entre norma, modalidade e registro, haja vista que, devido
a algumas práticas pedagógicas não esclarecedoras, os alunos são levados a acreditar em
algumas assertivas, tais como: a variação de registro (mais formal) é exclusiva da norma
culta e da modalidade escrita. Nesse sentido, é preciso assumir que tanto falantes de
normas cultas, quanto falantes de normas populares variam quanto ao grau de
formalidade. Ademais, é preciso dissociar a ideia de que a modalidade falada é intrínseca
ao registro informal e de que a modalidade escrita está relacionada exclusivamente ao
registro formal. Nessa perspectiva, Bortoni-Ricardo (2004) propõe três contínuos para explicar a
variação no PB: (1) contínuo de urbanização, (2) contínuo de oralidade-letramento e (3)
contínuo de monitoração estilística. No contínuo de urbanização, há duas extremidades:
de um lado, estão situados os falares rurais mais isolados, representados por falares
típicos/estigmatizados do polo rural, denominados traços descontínuos. Do outro lado,
estão situados os falares urbanos, suscetíveis à influência de agentes padronizadores da
língua (mídia, imprensa e escola) e que apresentam traços linguísticos presentes na
variedade culta, denominados traços graduais. No contínuo de oralidade-letramento,
denominam-se eventos de letramento as falas permeadas por um texto escrito; já os
eventos de oralidade são aqueles que não têm interferência da língua escrita. Por último,
o contínuo de monitoração estilística está relacionado desde interações espontâneas até
interações planejadas que exigem muita atenção do falante. De forma bastante simplificada, Vieira (2017) propõe os seguintes eixos: (1)
Ensino de gramática e atividade reflexiva, (2) Ensino de gramática e produção de sentidos
e, (3) Ensino de gramática, variação e normas. REVELLI, Vol. 14. 2022. Tema Livre
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5 3 O apagamento de /R/ em coda externa no PB 3 O apag 3 O apagamento de /R/ em coda externa no PB E-202203
6 popular. popular. popular. Sobre a classe morfológica, chegou-se à conclusão de que esse fenômeno é mais
recorrente nos verbos (67,12%) do que em nomes (32,88%). Com ênfase nessas evidências, objetiva-se que os alunos observem as
semelhanças entre as normas culta e popular, compreendendo que a primeira não é algo
intacto, homogêneo ou acabado, mas flexível e suscetível à variação de acordo com os
diversos contextos comunicativos. Abaixo, são expostas as propostas e intervenção
pedagógicas que visam ao tratamento do uso variável do /R/ em coda externa,
desenvolvidas no oitavo ano do Ensino Fundamental em uma escola pública do estado de
Goiás. 3.1.1 Propostas pedagógicas Nesta seção, serão descritas as três atividades propostas com base no fenômeno
fonético-fonológico em estudo, o /R/ em coda externa no PB. 1 Os excertos a e b foram retirados do livro Educação em língua materna – a Sociolinguística na sala de
aula, de Bortoni-Ricardo (2004). Já o excerto c foi retirado de uma entrevista do corpus Sociolinco
(BERNARDES, 2020). 3 O apagamento de /R/ em coda externa no PB 3 O apagamento de /R/ em coda externa no PB Segundo Dorneles (2011), a realização do –r no PB parece ser o fenômeno que
apresenta maior quantidade de variação dos alofones no que se refere ao ponto de
articulação, podendo ser produzido como tepe, glotal e até mesmo sofrer um apagamento
total. Monaretto (2002) afirma que, quando o /R/ está presente no início da palavra (rato)
e em início de sílaba, precedido por consoante (honra), a forma preferida é o /R/ forte
(fricativa velar ou vibrante alveolar). Entretanto, de acordo com a linguista, com o passar
do tempo, houve um crescimento do uso da fricativa velar em detrimento do uso da
vibrante alveolar na fala do Sul do Brasil. Em relação ao /R/ pós-vocálico, a pesquisadora percebeu que a variante
predominante é o /R/ fraco, de forma mais precisa, o tepe. Nessa conjuntura, Monaretto
(2002) constatou que, na posição de coda, o tepe prevalece (60%), em comparação às
demais variantes: apagamento (25%), vibrante alveolar (9%), retroflexo (5%) e (1%)
fricativa velar. Todavia, por meio de uma comparação de três amostras (1970, 1989 e
1999), a autora diagnosticou que, em um intervalo de 30 anos, aproximadamente, o tepe
diminuiu e o apagamento aumentou em Porto Alegre (especialmente em infinitivos
verbais e no futuro do subjuntivo). De acordo com ela, esse processo se encontra em
estágios mais avançados em outros lugares do Brasil. Para Callou, Moraes e Leite (1998), o apagamento do /R/ em coda externa é um
fenômeno muito antigo no PB, considerado como uma característica dos falares incultos,
mas, com o decorrer do tempo, expandiu-se e hoje é comum na fala de pessoas
pertencentes a vários estratos sociais. Além disso, a autora pontua também que, no século
XVI, nas peças de Gil Vicente, esse fenômeno era usado para representar a fala dos
escravos. Oliveira (1983) atesta que o /R/ em coda externa é mais apagado (70,83%) do
que o interno (17,59%) e, quanto à classe morfológica, esse fenômeno é mais apagado
em verbos (81,59%) do que em nomes (26,09%). Nesse segmento, Linares, Peixoto e Moreira (2008) compararam o apagamento
do /R/ em coda externa, nas variedades culta e popular e concluíram que esse fenômeno
é recorrente nas falas dos informantes, respectivamente, 62,82% e 88,05%. Ademais, os
autores acreditam que esse fenômeno está mais presente na fala dos falantes de nível REVELLI, Vol. 14. 2022. Tema Livre
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7 3.1.1 Proposta I É importante que o docente mencione que
existem diferenças linguísticas entre as normas culta e popular, mas que também há
semelhanças. Nesse viés, é necessário mencionar que o apagamento do /R/ em coda
externa em verbos é recorrente na variedade culta, mas que, na escrita monitorada, ele
precisa ser mantido. A seguir, é descrita a proposta II, como continuidade à sequência de atividades
sobre o /R/ em coda externa no PB. 3.1.2 Proposta II a)
“D a)
“De uns tempo pra cá, ninguém qué roçá mais, Num certo ponto, eu dô razão, eu
mesmo fui um desses que saí da roça por causa disso, né? Que eu não tinha terreno de
meu, morava dependente de oto, de fazendeiro. Fazenderos não dão cuié de chá mesmo,
né? Tem que plantá, planta, tem que parti à meia, ota hora à terça, né?” (BORTONI-
RICARDO, 1985, p. 99). b)
“O qu’eu tô comprendenu de poco tempo pra cá é negoçu de reporti. Qu’eu
cumpanho nutiça, reporti de rádio e televisão, que agora qu’eu tô aprendenu, nunca tinha
usado nem televisão, que a gente morava na roça, e mesmo aqui né? mesmo aqui, é de
pocos tempo pra cá que os menino deu conta de comprá um rádio” (BORTONI-
RICARDO, 1985, p. 225). c)
“aqui se você precisá de um ortopedista, se você precisá de um gastro então,
imagina, eu acho, eu duvido que já tenha tido um gastro aqui em Goiás e assim... hoje em
dia, adultos e crianças com a péssima alimentação que fazem... um gastro acaba sendo
essencial a gente tem estrutura física, às vezes mas não tem estrutura humana pra podê
atendê todo mundo” (BERNARDES, 2020 – Corpus Sociolinco).
Obs.: O professor deve explicou a diferença entre os fenômenos graduais e
descontínuos (BORTONI-RICARDO, 2004). É importante que o docente mencione que
existem diferenças linguísticas entre as normas culta e popular, mas que também há
semelhanças. Nesse viés, é necessário mencionar que o apagamento do /R/ em coda
externa em verbos é recorrente na variedade culta, mas que, na escrita monitorada, ele
precisa ser mantido. A seguir, é descrita a proposta II, como continuidade à sequência de atividades
sobre o /R/ em coda externa no PB. 3.1.1 Proposta I A partir da premissa de que os contínuos de contínuos de urbanização, oralidade-
letramento e monitoração estilística “são instâncias distintas da variação linguística e,
respectivamente, estão ligadas aos conceitos de norma (s), modalidade (oral ou escrita)
e registro (formal ou informal)” (LIMA, p. 125, 2017), na presente atividade, serão
abordados os eixos I e III (VIEIRA, 2019), com base na proposta de situar a fala dos
informantes nos três contínuos (BORTONI-RICARDO, 2004) e de verificar as
convergências/divergências entre elas. Atividade: Veja a seguir, três excertos de fala retirados de entrevistas desenvolvidas para
um estudo científico1. Tente descrever a qual camada social pertencem os informantes
em cada caso. Em seguida, sublinhe os fenômenos linguísticos que se “distanciam” da
norma ensinada na escola e verifique se há semelhanças ou diferenças nas falas. 1 Os excertos a e b foram retirados do livro Educação em língua materna – a Sociolinguística na sala de
aula, de Bortoni-Ricardo (2004). Já o excerto c foi retirado de uma entrevista do corpus Sociolinco
(BERNARDES, 2020). REVELLI, Vol. 14. 2022. Tema Livre
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7 a)
“De uns tempo pra cá, ninguém qué roçá mais, Num certo ponto, eu dô razão, eu
mesmo fui um desses que saí da roça por causa disso, né? Que eu não tinha terreno de
meu, morava dependente de oto, de fazendeiro. Fazenderos não dão cuié de chá mesmo,
né? Tem que plantá, planta, tem que parti à meia, ota hora à terça, né?” (BORTONI-
RICARDO, 1985, p. 99). b)
“O qu’eu tô comprendenu de poco tempo pra cá é negoçu de reporti. Qu’eu
cumpanho nutiça, reporti de rádio e televisão, que agora qu’eu tô aprendenu, nunca tinha
usado nem televisão, que a gente morava na roça, e mesmo aqui né? mesmo aqui, é de
pocos tempo pra cá que os menino deu conta de comprá um rádio” (BORTONI-
RICARDO, 1985, p. 225). c)
“aqui se você precisá de um ortopedista, se você precisá de um gastro então,
imagina, eu acho, eu duvido que já tenha tido um gastro aqui em Goiás e assim... hoje em
dia, adultos e crianças com a péssima alimentação que fazem... um gastro acaba sendo
essencial a gente tem estrutura física, às vezes mas não tem estrutura humana pra podê
atendê todo mundo” (BERNARDES, 2020 – Corpus Sociolinco).
Obs.: O professor deve explicou a diferença entre os fenômenos graduais e
descontínuos (BORTONI-RICARDO, 2004). 3.1.2 Proposta II Partindo do pressuposto de que os alunos compreenderam os contínuos de
variação linguística, bem como o que caracteriza os fenômenos descontínuos e graduais, REVELLI, Vol. 14. 2022. Tema Livre
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8 a presen a present a presente etapa tem como objetivo levá-los a refletir acerca do uso variável de /R/ em
nomes e verbos no infinitivo, em uma perspectiva regional. Para isso, propõe-se a análise
de cartas linguísticas, o que motivaria a compreensão do fenômeno sob um viés
interdisciplinar com a Geografia. A esse respeito, é importante salientar que, conforme as
pesquisas sociolinguísticas acerca do PB, o apagamento do /R/ em coda externa em
infinitos verbais é mais frequente em verbos do que em nomes. Também é significativo acentuar também que o apagamento do /R/ em coda
externa em infinitivos verbais é um fenômeno gradual, por isso, não sofre estigmatização
como os fenômenos descontínuos. Além disso, é importante mencionar que há variantes de /R/ estigmatizadas, como
por exemplo, a retroflexa (/R/ caipira), e que tal fato se deve a fatores ideológicos e
sociais. Vale a pena ressaltar que esse mesmo fenômeno, quando associado a um falante
de inglês americano, é visto como status. Atividade: Observe abaixo, nas três Cartas linguísticas retiradas do Alib (Atlas
linguístico do Brasil), as ocorrências do /R/ nas diversas regiões do nosso país e reflita
sobre acerca dessas ocorrências, levando em consideração as seguintes questões: a) O apagamento do /R/ é mais frequente em nomes ou em verbos? b) Em quais regiões o /R/ retroflexo é mais presente? b) Em quais regiões o /R/ retroflexo é mais presente? b) Em quais regiões o /R/ retroflexo é mais presente? c) Na sua opinião a produção do /R/ retroflexo é mais estigmatizado do que o apagamento
do /R/ em verbos no infinitivo? Por quê? REVELLI, Vol. 14. 2022. Tema Livre
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9 REVELLI, Vol. 14. 2022. Tema Livre
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9 9 Figura 1: Carta F04 C2 do ALiB
Fonte: Cardoso et al (2014, p. 101). Figura 2: Carta F04 C2 do ALiB
Fonte: Cardoso et al (2014, p. 103). Figura 3: Carta F04 C4 do ALiB Figura 1: Carta F04 C2 do ALiB Figura 1: Carta F04 C2 do ALiB g
Fonte: Cardoso et al (2014, p. 101). Figura 2: Carta F04 C2 do ALiB Fonte: Cardoso et al (2014, p. 101). Fonte: Cardoso et al (2014, p. 101). Fonte: Cardoso et al (2014, p. 101). Figura 2: Carta F04 C2 do ALiB Figura 2: Carta F04 C2 do ALiB REVELLI, Vol. 14. 2022. Tema Livre
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10
Figura 2: Carta F04 C2 do ALiB
Fonte: Cardoso et al (2014, p. 103). Figura 3: Carta F04 C4 do ALiB Fonte: Cardoso et al (2014, p. 103). Fonte: Cardoso et al (2014, p. 103). Figura 3: Carta F04 C4 do ALiB Figura 3: Carta F04 C4 do ALiB Figura 3: Carta F04 C4 do ALiB Fonte: Cardoso et al (2014, p. 105). Por fim, há que se considerar a proposta III, descrita a seguir, teórica e
metodologicamente. Fonte: Cardoso et al (2014, p. 105). Fonte: Cardoso et al (2014, p. 105). Fonte: Cardoso et al (2014, p. 105). Por fim, há que se considerar a proposta III, descrita a seguir, teórica e
metodologicamente. 2 O primeiro trecho foi retirado do livro Educação em língua materna – a sociolinguística na sala de aula,
de Bortoni-Ricardo (2004). O segundo trecho foi retirado de uma entrevista do corpus Sociolinco, referente
à
dissertação
de
Bernardes
(2020).
O
terceiro
trecho
foi
retirado
do
site
https://catracalivre.com.br/educacao/leia-algumas-das-redacoes-que-foram-nota-mil-no-enem-2016/,
acesso em 10 de outubro de 2021. 3.1.3 Proposta III A atividade III tem o propósito de motivar os alunos a refletirem acerca do
apagamento ou não do /R/ em coda externa dos infinitos verbais em diferentes gêneros
textuais. Para isso, serão disponibilizados dois fragmentos de entrevistas: uma com um
falante que emprega a norma culta e outra com um falante que utiliza a norma popular. Em seguida, será fornecido um fragmento de um texto dissertativo-argumentativo. Na
sequência, os alunos deverão preencher uma tabela e calcular a proporção de
uso/apagamento do /R/ em coda externa nos infinitivos verbais presentes nos três
excertos, o que estimula, mais uma vez, um trabalho interdisciplinar, dessa vez, com a
Matemática. Atividade 1: Observe, a seguir, três trechos com altos níveis de monitoração estilística:
(a) uma reunião da associação de moradores de um bairro, (b) uma entrevista e (c), uma REVELLI, Vol. 14. 2022. Tema Livre
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11 11 proposta de texto dissertativo-argumentativo do Enem. Os dois primeiros fragmentos são
classificados como evento de oralidade. Já o terceiro é categorizado como evento de
letramento. No que diz respeito ao contínuo de urbanização, o primeiro enunciador se
enquadra no polo rural, já os outros dois se situam no polo urbano. Nesse sentido,
percebe-se que há diferenças entre as falas, mas também há semelhanças, por exemplo: o
apagamento do /R/ em coda externa dos infinitivos verbais nas duas entrevistas. Com
base nisso, analise a ocorrência desse fenômeno nos três trechos2 e, logo após, preencha
a tabela. 3 S1 refere-se ao sujeito entrevistado e, D1, ao documentador. (a) Fala monitorada de um falante que emprega a norma popular: Presidente: Bem gente, tratano da distribuição das fossa, primeiro que/ quero avisar que
nóis recebemos só cinquenta fossa, mais vamo recebê mais. Antão, nóis tamo propono
dois critero pa distribuição: o primeiro é que só vai recebê aquelas pessoa que tá mermo
precisando de u’a fossa e segundo é a ordi de inscrição nessa lista que nós fizemo. O que
que vocês acha? (...) Presidente: Pra vocês tê toda informação, é preciso participa das reunião... É muito bom
a gente só recramá. Presidente: Pra vocês tê toda informação, é preciso participa das reunião... É muito bom
a gente só recramá. (b) Fala monitorada de um falante que emprega a norma culta: (b) Fala monitorada de um falante que emprega a norma culta: S1: cobrar D1: cobrá e incentivá, porque eu vi porque eu quase não trato aqui, por isso que você me
fala e eu também não sei, eu quase não vou em medico também mas eu vejo, por exemplo,
tem aquela F. lá perto... depois eu vi parece que abriu uma outra ali pra baixo, uma outra
clínica ali pra baixo não sei não, a outra é lá em cima é... na rua e cima... aí falaram que
tavam vindo uns médicos diferentes pra atendê. S1: eu não sei na rua de cima eu sei que atendê lá o doutor Budim, que é um excelente
médico, mas é um clínico, às vezes por uma questão específica, o que ele vai poder fazê
é te encaminhá pra um especialista. (c) Escrita monitorada de um falante que emprega a norma culta: (b) Fala monitorada de um falante que emprega a norma culta: S13: aqui, se você precisá de um ortopedista, se você precisá de um gastro, então, imagina,
eu acho eu duvido que já tenha tido um gastro aqui em Goiás e, assim, hoje em dia, adultos
e crianças com a péssima alimentação que fazem, um gastro acaba sendo essencial. A
gente tem estrutura física às vezes, mas não tem estrutura humana pra podê atende. D1: eu acho que um pouco das pessoas também incentivar né? REVELLI, Vol. 14. 2022. Tema Livre
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12 12 S1: cobrar (c) Escrita monitorada de um falante que emprega a norma culta: Tema: Caminhos para combater a intolerância religiosa no Brasil Tema: Caminhos para combater a intolerância religiosa no Brasil
Larissa Cristine Ferreira (2016) Larissa Cristine Ferreira (2016) Larissa Cristine Ferreira (2016) Título: Orgulho Machadiano Título: Orgulho Machadiano Brás Cubas, o defunto-autor de Machado de Assis, diz em suas “Memórias
Póstumas” que não teve filhos e não transmitiu a nenhuma criatura o legado da nossa
miséria. Talvez hoje ele percebesse acertada sua decisão: a postura de muitos brasileiros
frente a intolerância religiosa é uma das faces mais perversas de uma sociedade em
desenvolvimento. Com isso, surge a problemática do preconceito religioso que persiste
intrinsecamente ligado à realidade do país, seja pela insuficiência de leis, seja pela lenta
mudança de mentalidade social. Segundo pesquisas, a religião afro-brasileira é a principal vítima de discriminação,
destacando-se o preconceito religioso como o principal impulsionador do problema. Infere-se, portanto, que a intolerância religiosa é um mal para a sociedade brasileira. Sendo assim, cabe ao Governo Federal construir delegacias especializadas em crimes de
ódio contra religião, a fim de atenuar a prática do preconceito na sociedade, além de
aumentar a pena para quem o praticar. Ainda cabe à escola criar palestras sobre as
religiões e suas histórias, visando a informar crianças e jovens sobre as diferenças
religiosas no país, diminuindo, assim, o preconceito religioso. REVELLI, Vol. 14. 2022. Tema Livre
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13 13 Atividade 2: a) Como se pode observar no exercício anterior, o apagamento do /R/ em
coda externa infinitos verbais é um fenômeno gradual, isto é, está presente tanto na fala
de falantes rurais, quanto na fala de falantes urbanos. Entretanto, percebe-se que, em
textos escritos monitorados, o seu comportamento é diferente. Nesse sentido, analise
todos os /R/ finais dos infinitivos verbais dos três excertos da atividade anterior e coloque-
os no quadro a seguir.4 Quadro 1: Infinitivos verbais
Infinitivos verbais
Fala monitorada de um falante que emprega a variedade popular
do PB
sem /R/
com /R/
Fala monitorada de um falante que emprega a variedade culta do
PB
sem /R/
com /R/
Escrita monitorada de um falante que emprega a variedade culta
do PB
sem /R/
com /R/
Fonte: Adaptado de Bortoni-Ricardo (2004). REVELLI, Vol. 14. 2022. Tema Livre
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14
4 Os exercícios da atividade 2 foram inspirados no livro Educação em língua materna – a sociolinguística
na sala de aula (BORTONI-RICARDO, 2004).
Compare a frequência de infinitivos verbais realizados com /R/ com a frequência
de infinitos verbais realizados sem /R/. Você verá que houve mais ocorrências sem /R/ do
que com /R/.
Compare a frequência de infinitivos verbais realizados com /R/ com a frequência
de infinitos verbais realizados sem /R/. Você verá que houve mais ocorrências sem /R/ do
que com /R/. Na próxima seção, serão tecidas algumas análises a respeito de cada proposta de
atividade descrita, de modo a expor os objetivos a serem alcançados com cada uma delas. (c) Escrita monitorada de um falante que emprega a norma culta: Quadro 1: Infinitivos verbais
Infinitivos verbais
Fala monitorada de um falante que emprega a variedade popular
do PB
sem /R/
com /R/
Fala monitorada de um falante que emprega a variedade culta do
PB
sem /R/
com /R/
Escrita monitorada de um falante que emprega a variedade culta
do PB
sem /R/
com /R/
Fonte: Adaptado de Bortoni-Ricardo (2004). b) Depois que você preencher o quadro, deve realizar alguns cálculos simples: b) Depois que você preencher o quadro, deve realizar alguns cálculos simples: REVELLI Vol 14 2022 Tema Livre
Some todas as ocorrências de infinitivos verbais;
Some todas as ocorrências de infinitivos verbais sem /R/;
Some todas as ocorrências de infinitivos verbais com /R/;
Divida o total de ocorrências de infinitivos verbais sem /R/ pelo total de infinitivos
verbais. Assim você encontrará a frequência de infinitivos verbais sem /R/;
Divida o total de ocorrências de infinitivos verbais com /R/ pelo total de infinitivos
verbais. Assim você encontrará a frequência de infinitivos verbais com /R/;
4 Os exercícios da atividade 2 foram inspirados no livro Educação em língua materna – a sociolinguística
na sala de aula (BORTONI-RICARDO, 2004).
Some todas as ocorrências de infinitivos verbais;
Some todas as ocorrências de infinitivos verbais sem /R/;
Some todas as ocorrências de infinitivos verbais com /R/;
Divida o total de ocorrências de infinitivos verbais sem /R/ pelo total de infinitivos
verbais. Assim você encontrará a frequência de infinitivos verbais sem /R/;
Divida o total de ocorrências de infinitivos verbais com /R/ pelo total de infinitivos
verbais. Assim você encontrará a frequência de infinitivos verbais com /R/;
Some todas as ocorrências de infinitivos verbais;
Some todas as ocorrências de infinitivos verbais sem /R/;
Some todas as ocorrências de infinitivos verbais com /R/;
Divida o total de ocorrências de infinitivos verbais sem /R/ pelo total de infinitivos
verbais. Assim você encontrará a frequência de infinitivos verbais sem /R/;
Divida o total de ocorrências de infinitivos verbais com /R/ pelo total de infinitivos
verbais. Assim você encontrará a frequência de infinitivos verbais com /R/;
Divida o total de ocorrências de infinitivos verbais com /R/ pelo total de infinitivos
verbais. Assim você encontrará a frequência de infinitivos verbais com /R/;
C
de infinit 4 Análise das propostas didáticas sobre /R/ em coda A proposta I oportuniza a observação e reflexão acerca do uso da variável /R/ em
nomes e verbos no infinitivo em uma visão regional, viabilizando a análise das Cartas
linguísticas uma perspectiva interdisciplinar com a Geografia. Ao concretizar essa
atividade, são executados: a) o eixo I, no que tange à comparação/reflexão dos dados de
apagamento do /R/ nos verbos e nomes, b) o eixo II, devido à problematização do liame
entre variação e prestígio e c) o eixo III, devido às cartas que expõem dados de variação
regional do /R/ em coda externa no PB. No que toca à proposta II, no final da atividade, observa-se a variação do /R/ em
coda externa em infinitivos verbais, tanto em eventos de oralidade monitorada
(entrevista), quando nos de escrita monitorada (texto dissertativo-argumentativo). Tais
reflexões permitem que os alunos compreendam que a aceitação/não-aceitação de
determinados fenômenos está intrinsicamente relacionada a fatores de ordem cultural,
mesmo que de forma inconsciente, de acordo com a seguinte proposta: A proposta III contribui para que os discentes entendam que: (1) a norma culta
não é homogênea, haja vista que a variação é inerente a língua; (2) a norma culta se difere
da gramática normativa; (3) a norma culta falada monitorada difere da norma culta escrita
monitorada; (4) as normas vernaculares e cultas possuem fenômenos parecidos e (5)
monitoramos mais ou menos o nosso discurso, de acordo o contexto comunicativo. Tal atividade motiva a análise de três contextos que exigem maior grau de
monitoração estilística, haja vista que os dois informantes modulam sua fala em virtude
de estarem participando de uma entrevista. Também seria oportuno explorar mais três
abordagens: falas espontâneas e contextos de escrita menos monitorada, a fim de que os REVELLI, Vol. 14. 2022. Tema Livre
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15 estudant estudante estudantes pudessem averiguar como se configura o uso do /R/ finais dos infinitos verbais
em contextos discursivos menos monitorados. estudantes pudessem averiguar como se configura o uso do /R/ finais dos infinitos verbais
em contextos discursivos menos monitorados. 5 Considerações finais Ao longo deste artigo, é possível mensurar o quanto a colonialidade afetou o uso
da língua materna no Brasil e como a noção de inferioridade linguística reverbera no
ensino Língua Portuguesa. Em outras palavras, muitas práticas pedagógicas tradicionais
são embasadas em normas que não representam o PB, nem no que tange à norma popular,
nem no que diz respeito à norma culta. Tal cenário fragiliza a identidade linguística
brasileira, gerando o mito de que o brasileiro não sabe falar português. A Sociolinguística revela, com base em dados robustos de uso, que o PB real
difere daquela língua que é postulada pela gramática tradicional; que a norma culta não é
homogênea e que os falantes não monitoram sua fala em todos os contextos discursivos;
que as normas populares apresentam traços específicos, mas não são totalmente
divergentes das normas cultas e que estas também variam na modalidade escrita,
conforme o gênero textual. Além dessa série de postulados, a Sociolinguística também
mostra que, é necessário aprender a norma culta, a fim de adequar a performance
linguística diante de certas exigências comunicativas, haja vista que a aprendizagem dessa
norma nos proporciona, de certa forma, maiores oportunidades à ascensão social. Além disso, é destacável que o arcabouço teórico da Sociolinguística fortalece as
práticas pedagógicas, contribuindo para que os alunos estejam aptos a refletir sobre sua
própria língua e a adquirir uma ampla gama de recursos comunicativos, para os diversos
contextos discursivos. Neste artigo, enfocou-se o uso do /R/ em coda externa dos
infinitivos verbais (traço gradual), mas, antes disso, foi desenvolvida uma reflexão mais
ampla acerca da sistematicidade da variação linguística. Nesse sentido, tal abordagem se
faz relevante, contribuindo para um ensino decolonial e interdisciplinar. Por meio das
propostas aventadas, é possível descortinar dogmas e proporcionar uma abordagem
científica nas aulas de língua materna no Ensino Fundamental. Referências REVELLI, Vol. 14. 2022. Tema Livre
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16 16 LIMA, M. D. A. O. O quadro pronominal: atividades lúdicas para o ensino de gramática
e variação. In: VIEIRA, S. R. Gramática variação e ensino: diagnose e propostas
pedagógicas. Rio de Janeiro: Letras UFRJ, 2017. P. 107-143. LINARES, A. B. B; PEIXOTO, C. R; MOREIRA. T. Apagamento do /R/ em final de
palavras: um estudo comparativo entre falantes do nível culto e do nível popular. Disponível em
<http://www.leffa.pro.br/tela4/Textos/Textos/Anais/CELSUL_VIII/apagamento_do_r.p
df> LINARES, A. B. B; PEIXOTO, C. R; MOREIRA. T. Apagamento do /R/ em final de
palavras: um estudo comparativo entre falantes do nível culto e do nível popular. Disponível em palavras: um estudo comparativo entre falantes do nível culto e do nível popular. Disponível em
<http://www.leffa.pro.br/tela4/Textos/Textos/Anais/CELSUL_VIII/apagamento_do_r.p
df> Disponível em
<http://www.leffa.pro.br/tela4/Textos/Textos/Anais/CELSUL_VIII/apagamento_do_r.p
df> MARTINS, Marco Antonio; VIEIRA, Silvia Rodrigues; TAVARES, Maria Alice. Contribuições da sociolinguística brasileira para o ensino de português. Ensino de
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the case of the liquids. 1983. 270f. (Doutorado em Linguística) – University of
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dependência epistêmica e os limites do conceito de democracia na América
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Contribuições dos Estudos Sociolinguísticos, p. 243 -264. In: Dimensões e Experiências
em Sociolinguística. São Paulo: Blucher, 2019 SOARES, M. Português na escola: história de uma disciplina curricular. In: BAGNO,
M. Linguística da norma. São Paulo: Loyola, 2002, p. 155-177. AMORIM, F. S. Ensino do português brasileiro: por uma pedagogia descolonial. Revista WebSOCIODIALETO, v. 05, n. 14, p. 111-138, 2014. BAGNO, M. Língua, história e sociedade: breve retrospecto da norma-padrão brasileira. In: BAGNO, M. Linguística da norma. São Paulo: Loyola, 2002, p. 179-199. BERNARDES, Patricia M. A variação de segunda pessoa do singular na Cidade de
Goiás: você e cê sob um olhar sociolinguístico. 2019. Dissertação (Mestrado em
Língua, Literatura e Interculturalidade) - Câmpus Cora Coralina, Universidade Estadual
de Goiás, Goiás, 2019. BRASIL. Base Nacional Comum Curricular: Ensino Fundamental. Brasília:
MEC/Secretaria de Educação Básica, 2018. BORTONI-RICARDO, Stella Maris. Educação em língua materna. Parábola Ed., 2004. BORTONI-RICARDO, Stella Maris. Nós cheguemu na escola, e agora?:
sociolinguística & educação. Parábola, 2005. CALLOU, Dinah; LEITE, Yonne; MORAES, João A. Apagamento do /R/ final no
Dialeto Carioca: um Estudo em Tempo Aparente e em Tempo Real. DELTA vol.14,
número especial, p. 61-72, 1998. Disponível em:
http://www.scielo.br/scielo.php?script=sci_arttext&pid=S0102-44501998000300006. Acesso em 13 ago. 2011. CARDOSO, S. et al. Atlas linguístico do Brasil, v. 2 (Cartas linguísticas). Londrina:
EDUEL, 2014. DORNELES, Darlan Machado. Um estudo variacionista sobre o apagamento do /R/na
fala rio branquense. Disponível em <https://www.recantodasletras.com.br/trabalhos-
academicos-de-letras/3876612> FERREIRA, L. C. Orgulho machadiano. Disponível em: <
https://catracalivre.com.br/educacao/leia-algumas-das-redacoes-que-foram-nota-mil-no-
enem-2016/>. FARACO, Carlos Alberto. Norma culta brasileira: construção e ensino. In:
ZILLES, Ana Maria S.; FARACO, Carlos Alberto (Orgs.). Pedagogia da variação
linguística: língua, diversidade e ensino. São Paulo: Parábola, 2015. p. 19-30. REVELLI, Vol. 14. 2022. Tema Livre
ISSN 1984-6576. E-202203
17 LIMA, M
e ariaçã REVELLI, Vol. 14. 2022. Tema Livre
ISSN 1984-6576.
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English
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<b>Morphology and expression of genes related to skeletal muscle growth in juveniles of pirarucu (<i>Arapaima gigas</i>, Arapaimatidae, Teleostei)</b> - doi: 10.4025/actascianimsci.v35i3.18219
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Acta Scientiarum. Animal Sciences
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Fernanda Regina Carani*, Bruno Oliveira Da Silva Duran, Tassiana Gutierrez De Paula, Warlen
Pereira Piedade and Maeli Dal-Pai-Silva Fernanda Regina Carani*, Bruno Oliveira Da Silva Duran, Tassiana Gutierrez De Paula, Warlen
Pereira Piedade and Maeli Dal-Pai-Silva Departamento de Morfologia, Instituto de Biociências, Universidade Estadual Paulista, Distrito de Rubião Junior, s/n, 18618-970, Botucatu, São
Paulo, Brazil. *Author for correspondence. E-mail: fcarani@gmail.com ABSTRACT. Skeletal muscle growth in the pirarucu (Arapaima gigas) is highly interesting to fish farmers
because it provides information about how the mechanism in muscle mass increase, characteristic of the
species, is regulated. Pirarucu has specific muscle growth that highlights the species’s significance and
commercial value. Current research evaluates the morphology and the growth-related gene expression in
the red and white skeletal muscles of the pirarucu. Muscle samples were collected from the lateral anterior
region and frozen in liquid nitrogen. Histological sections were performed and stained by HE for
morphological analysis. Red and white muscle samples were used to determine MyoD, myogenin, and
myostatin genes expression by Real-time Polymerase Chain Reaction. Although MyoD and myogenin
were not statistically different in the two types of muscles, myostatin was significantly higher in the white
rather than in the red muscle. Results show the muscle growth characteristics of the species and may be
helpful for improving aquaculture management programs. Keywords: muscle fibre morphology, myogenic regulatory factors, myostatin, skeletal muscle growth, Arapaima gigas,
real time PCR. http://www.uem.br/acta
ISSN printed: 1806-2636
ISSN on-line: 1807-8672
Acta Scientiarum
Doi: 10.4025/actascianimsci.v35i3.18219 http://www.uem.br/acta
ISSN printed: 1806-2636
ISSN on-line: 1807-8672
Acta Scientiarum
Doi: 10.4025/actascianimsci.v35i3.18219 http://www.uem.br/acta
ISSN printed: 1806-2636
ISSN on-line: 1807-8672
Doi: 10.4025/actascianims Morfologia e expressão de genes relacionados ao crescimento do músculo esquelético em
juvenis de pirarucu (Arapaima gigas, Arapaimatidae, Teleostei) RESUMO. A caracterização do crescimento muscular no pirarucu (Arapaima gigas) é de elevado interesse
para os piscicultores, pois fornece informações de extrema importância sobre como esse mecanismo é
regulado e permite o rápido aumento na massa muscular característico da espécie. O pirarucu possui um
crescimento muscular típico, o que destaca sua importância e seu valor comercial. O objetivo do presente
trabalho foi avaliar a morfologia e a expressão de genes relacionados ao crescimento da musculatura
esquelética vermelha e branca do pirarucu. As amostras de músculo vermelho e branco foram obtidas da
região lateral anterior superficial e profunda, respectivamente, e estas foram congeladas em nitrogênio
líquido. Para análise morfológica, cortes histológicos obtidos em criostato foram submetidos à coloração
com HE. A expressão dos genes MyoD, miogenina e miostatina foi feita por PCR em tempo real após
transcrição reversa (RT-qPCR). Em relação à expressão de MyoD e miogenina, não houve diferença
estatística na comparação entre os músculos; por outro lado, a expressão da miostatina foi
significativamente maior no músculo branco, em comparação com o músculo vermelho. Estes resultados
refletem as características de crescimento muscular do pirarucu e podem ser úteis na tentativa de melhorar
as condições de criação e a sobrevivência da espécie. Palavras-chave: morfologia das fibras musculares, fatores reguladores miogênicos, miostatina, crescimento muscula
Arapaima gigas, PCR em tempo real. Acta Scientiarum. Animal Sciences Morphological analysis Histological transversal sections of red and white
muscle fibre (10 μm thick) were obtained in a -20°C
cryostat and stained with Haematoxylin-Eosin
(BANCROFT; STEVEN, 1990). Fish Experiment
was
approved
by
the
Ethics
Committee of the Bioscience Institute, UNESP,
Botucatu, São Paulo State, Brazil (Protocol N. 72/07-CEEA). Specimens of pirarucu (Arapaima
gigas) (n=7), weighting 47.94 ± 3.64 g and two
months old, were euthanized with MS-222
(Tricaine Methanensulfonate-SIGMA®). White and
red muscles were isolated from deep and surface
layers, respectively, close to the head and near the
lateral line (Figure 1). Muscle samples were
immediately frozen in liquid nitrogen and stored
at -80°C. Myostatin
(mstn)
is
a
member
of
the
Transforming
Growth
Factor
beta
(TGF-β)
superfamily of growth and differentiation factors. It
is known for its potent abilities to negatively regulate
mammalian skeletal muscle growth (LEE, 2004). Myostatin in mammals is mainly restricted to skeletal
muscles (McPHERRON et al., 1997), adipose
tissues (GONZALEZ-CADAVID et al., 1998),
mammary glands (JI et al., 1998) and cardiac
muscles (SHARMA et al., 1999). Due to its wide
expression, its function in fish may be more diverse
and may influence many other tissues (DELGADO
et al., 2008; HELTERLINE et al., 2007; KO et al.,
2006; KOCABAS et al., 2002; MACCATROZZO
et al., 2001; OSTBYE et al., 2001; RESCAN et al.,
2001; ROBERTS; GOETZ, 2001; RODGERS
et al., 2001; XU et al., 2003; XUE et al., 2006). Mutations in the myostatin gene result in a ‘double-
muscling’ phenotype in many cattle breeds and mice
(KAMBADUR et al., 1997; MCPHERRON et al.,
1997), whereas a similar muscle increase pattern has
also been observed in pigs (JI et al., 1998), chickens
(KOCAMIS et al., 1999) and fish (ACOSTA et al.,
2005; LEE et al., 2009; MEDEIROS et al., 2009). Figure 1. Pirarucu specimen (Arapaima gigas C.). Muscle sample
area is indicated. Figure 1. Pirarucu specimen (Arapaima gigas C.). Muscle sample
area is indicated. Figure 1. Pirarucu specimen (Arapaima gigas C.). Muscle sample
area is indicated. Introduction hypertrophic
muscle
growth
(ROWLERSON;
VEGGETTI,
2001). Proliferating
myoblasts
are
aggregated to the fibre surface and generate new
myotubes. When they separate, they give rise to new
muscle fibres in a process called hyperplasia (DAL PAI-
SILVA et al., 2003a and b; JOHNSTON et al., 2000). Muscle growth in fish depends on the
proliferation
and
differentiation
of
myogenic
precursor cells (termed satellite cells or myoblasts)
(JOHNSTON
et
al.,
2000;
ROWLERSON;
VEGGETTI, 2001). When these cells are activated,
they proliferate and differentiate and their nuclei are
internalized by existing fibres, which characterize Hypertrophy and hyperplasia are regulated by
the sequential expression of Myogenic Regulatory Maringá, v. 35, n. 3, p. 219-226, July-Sept., 2013 Acta Scientiarum. Animal Sciences 220 Carani et al. Carani et al. Factors (MRFs), myoD, myf-5, myogenin, and mrf4. They are transcriptional factors that bind to a
specific
DNA
sequence,
termed
E-box
(5’-CANNTG-3’), found in the promoter region of
many
muscle-specific
genes
(JOHANSEN;
OVERTURF, 2005; RESCAN, 2001; SABOURIN;
RUDNICKI, 2000; WATABE, 2001). MyoD and
myf-5 control the determination of myogenic lineage
and regulate myoblast activation and proliferation
(GOULDING et al., 1994). Myogenin and mrf4 act in
the
myoblast
differentiation
stage
in
which
myotubes fuse to form new myofibres (GROBET
et al., 1997). Acta Scientiarum. Animal Sciences Quantitative PCR (qPCR) Skeletal muscle fibres in the pirarucu are organized
in distinct compartments: the surface red layer,
immediately under the skin, composed of slow-twitch
oxidative fibres, and the deep white layer, which
predominates in the myotome, is formed by fast-twitch
glycolytic fibres. Morphological analysis of skeletal
muscle in the pirarucu showed a similar muscle fibres
pattern within the compartments; fibres were
polygonal or round in shape, multinucleate, and with
peripheral nuclei. The muscles had fibres of different
sizes separated by a connective tissue, usually called
endomysium, and arranged in fascicules by a thick
connective septum (Figure 2). Further, the surface red
muscle in the pirarucu appeared as a large layer in the
lateral line region across the whole body (not shown). MyoD, myogenin, and myostatin genes expression
analyses were performed in an ABI 7300 Real Time
PCR System (Applied Biosystems, Foster City CA
USA). Data from Power SYBR Green PCR
amplicons were collected with ABI 7300 System SDS
software v. 1.4 (Applied Biosystems, Foster City CA
USA). Fluorescence signal baseline and threshold
were set manually for each detector (myoD,
myogenin, myostatin and 18S rRNA), generating a
threshold cycle (Ct) for each sample. Relative
quantification was obtained by the Comparative Ct
Method (ΔΔCt Method), which required an
amplification validation, showing that efficiencies of
target and reference genes were similar (LIVAK;
SCHMITTGEN, 2001). All PCR efficiencies in
current study were measured and found adequate
(slope < 0.1). Differences between Ct values were
calculated for each mRNA by taking mean Ct of
duplicate reactions and subtracting mean Ct of
duplicate reactions for the reference gene mRNA
(ΔCt = Cttarget gene – Ctreference gene). All samples were
then normalized to ΔCt rate of a calibrator sample to
obtain a ΔΔCt rate (ΔCttarget – ΔCtcalibrator). Red
muscle (which had the lowest relative expression,
i.e., highest Ct value, for all genes) was chosen as
calibrator sample to evaluate putative target gene
differential mRNA expression between the two
muscle types. The Comparative Ct method (ΔΔCt)
calculated relative quantifications in relation to
calibrator sample concentrations (2-ΔΔCt), expressed
in
arbitrary
units
and
normalized
for
the
endogenous reference gene (18S rRNA). Therefore,
by using the 2-ΔΔCt method, data were recorded as
the fold-change in gene expression normalized with
the reference gene and relative to the calibrator
sample
(LIVAK;
SCHMITTGEN,
2001). Dissociation melting curves confirmed the specific
amplification of the cDNA target and the absence of
nonspecific amplification products. Maringá, v. 35, n. RNA extraction and RT-PCR Total RNA was extracted from muscle samples
using TRIzol® Reagent (Invitrogen, Carlsbad CA USA)
protocol. Purity and yield were determined by
measuring absorbance of aliquots at 260 and 280 nm
and total RNA integrity was confirmed by inspecting
the electrophoresis pattern of 28S and 18S ribosomal
RNA. Total RNA was incubated with DNase I -
Amplification Grade (Invitrogen Life Technologies,
Carlsbad CA USA) to remove any genomic DNA
present and two micrograms of RNA were reverse
transcribed using High Capacity cDNA Archive Kit
(Applied Biosystems, Foster City CA USA). These
samples were PCR amplified with specific primers
pairs to myoD, myogenin and myostatin genes, designed
from
Ictalurus
furcatus
sequences
(Accession
n. AY562555, AY540993 and AY540992, respectively),
available in GenBank database (http://www.ncbi.nlm. nih. gov). A set of primers designed from the 18S
ribosomal RNA consensus fish sequences was used to
amplify a segment of 18S rRNA gene in pirarucu
muscle samples (TOM et al., 2004), used as reference
gene to normalize the relative quantification results. The Amazonian pirarucu (Arapaima gigas) is an
economically
important
large-size
fish
for
aquaculture projects. It grows fast and the adult
reaches up to 3 m in length and 250 kg in weight
(SOUZA; VAL, 1990). It has been bred under
intensive conditions, with satisfactory production
results, reaching 10 kg in just one year (IMBIRIBA,
2001; PEREIRA-FILHO et al., 2003). Muscle morphology and myoD, myogenin, and
myostatin genes expression in red and white muscle
of pirarucu were analyzed to understand the cellular
and molecular mechanisms involved in regulating
fish muscle growth. Current study is a contribution
towards fish aquaculture since improved production
rates are directly related to muscle growth dynamics
of fish species, in particular aquaculture species. Maringá, v. 35, n. 3, p. 219-226, July-Sept., 2013 Acta Scientiarum. Animal Sciences Statistical Analysis All PCR products were sequenced and used to
design primer pairs for the qPCR analysis with Primer
Express® software (Applied Biosystems, Foster City CA
USA): myoD (forward) 5’ CCA GCC CCA GGT
CCA ACT, (reverse) 5’ ACA CGT TGG GCC ATT
GAA A; myogenin (forward) 5’ AGG CTA CCC AAG
GTG GAG ATC, (reverse) 5’TGC AGC CGC TCG
ATG TAC T; myostatin (forward) 5’ CGA AGT ACA
TGC ACC TGC AGA A, (reverse) 5’ CGT GGG
TTG GCC TTG TTT AC; 18S rRNA (forward) 5’
TAC CAC ATC CAA AGA AGG CAG, (reverse) 5’
TCG ATC CCG AGA TCC AAC TAC. Unpaired t-Test compared differences in myoD and
myogenin mRNA levels between the calibrator sample
(red muscle) and the white muscle samples. Welch’s
corrected unpaired t-Test compared differences in
myostatin mRNA expression levels for the two groups. The statistical significance level was set at 5%
(p < 0.05) for all analyses. GraphPad InStat v. 3.01
software for Windows for the two tests (1998, GraphPad
Software, San Diego CA USA) were employed. Skeletal muscle growth in pirarucu 221 Statistical Analysis Discussion Quantitative analysis showed that estimated myoD
mRNA
levels
were
not
statistically
different
(p > 0.05) in the pirarucu’s red and white muscles
(Figure 3). Similarly, estimated myogenin mRNA levels
were not different (p > 0.05) between the two muscle
types (Figure 4). Contrastingly, estimated myostatin
mRNA levels showed a striking difference (p < 0.01)
between muscle types (Figure 5). Data are expressed as
mean ± SEM, represented as arbitrary units. Morphological analysis of red and white muscles
showed a typical muscle fibre pattern – polygonal or
round, multinucleated, and with peripheral nuclei. The two muscles had fibres of different sizes
separated by connective tissue, usually called
endomysium, and arranged in fascicules by a thick
connective
septum
(Figure
2). The
fibre
arrangement is similar to that of other teleost fish
and depends on fish environment requirements
(AGUIAR et al., 2005; DAL PAI et al., 2000;
FERNANDEZ
et
al.,
2000),
fish
species,
developmental
growth
stage
and
swimming
behaviour movement (ANDO et al., 1992; DAL
PAI-SILVA et al., 2003a and b). The presence of a
thicker connective tissue of perimysium in the
pirarucu’s skeletal muscle may provide a support
structure for the maintenance of the whole body and
allows the transmission of contraction force from
muscle fibres to the axial skeleton and caudal fin. These integrated and simultaneous events generate
the body wave motion and propulsion movement,
extremely important during swimming behaviour of
large-size fish (SÄNGER; STOIBER, 2001) such as
the pirarucu. Figure 3. Relative MyoD mRNA expression in red (RM) and
white (WM) muscles of pirarucu (Arapaima gigas) by Real-time
PCR. No significant differences between groups were reported
by unpaired t-Test (p > 0.05). Myogenin mRNA levels in red and white muscle
(A. gigas)
MyoD mRNA levels in red and white muscle
(A. gigas) MyoD mRNA levels in red and white muscle
(A. gigas) Figure 3. Relative MyoD mRNA expression in red (RM) and
white (WM) muscles of pirarucu (Arapaima gigas) by Real-time
PCR. No significant differences between groups were reported
by unpaired t-Test (p > 0.05). Muscle fibres in the pirarucu are distributed into
distinct layers, surface red and deep white, similar to
those of most fish species (AGUIAR et al., 2005;
DAL PAI-SILVA et al., 1996; SÄNGER; STOIBER,
2001). Discussion White
muscle
is
a
widely
studied
compartment in fish because it comprises most of
the fillet and is related to the fast-twitch function
and to the greater power outputs required for escape
responses and predation behaviour (JOHNSTON,
2006). Although the red muscle in the pirarucu is
less important for aquaculture production, a thick
layer of red muscle fibres along the whole body
lateral line may be directly involved with the
breathing behaviour. In fact, it acts as the main
source of slow-oxidative fibres for the continuous
and sustained swimming movements during aerial
respiratory behaviour (CARANI et al., 2008). Myogenin mRNA levels in red and white muscle
(A. gigas) Acta Scientiarum Animal Sciences
Figure 4. Relative myogenin mRNA expression in red (RM) and white
(WM) muscles of pirarucu (Arapaima gigas). No significant differences
between groups were reported by unpaired t-Test (p > 0.05). Figure 5. Relative myostatin mRNA expression in red (RM) and
white (WM) muscles of pirarucu (Arapaima gigas) by Real-time
PCR. Welch’s corrected unpaired t-Test shows significant
differences between groups (*p < 0.01). MSTN mRNA levels in red and white muscle
(A. gigas)
(A. gigas) (
g g
) Figure 4. Relative myogenin mRNA expression in red (RM) and white
(WM) muscles of pirarucu (Arapaima gigas). No significant differences
between groups were reported by unpaired t-Test (p > 0.05). MSTN
RNA l
l
i
d
d
hi
l
(
g g
) Figure 4. Relative myogenin mRNA expression in red (RM) and white
(WM) muscles of pirarucu (Arapaima gigas). No significant differences
between groups were reported by unpaired t-Test (p > 0.05). MSTN mRNA levels in red and white muscle
(A. gigas) MSTN mRNA levels in red and white muscle
(A. gigas) MSTN mRNA levels in red and white muscle
(A. gigas) During postnatal muscle growth in fish,
hyperplasia is mainly regulated by the Myogenic
Regulatory Factor myoD, which stimulates myoblast
proliferation and posterior myotube formation
(GOULDING et al., 1994; RESCAN, 2001). Current study failed to detect any difference in
myoD gene expression between red and white
muscles. The above results are similar to myoD gene
expression studies in other fish species at different
development stages, such as those found in the
rainbow trout (Oncorhynchus mykiss) (JOHANSEN;
OVERTURF, 2005). However, many other studies Figure 5. Relative myostatin mRNA expression in red (RM) and
white (WM) muscles of pirarucu (Arapaima gigas) by Real-time
PCR. Quantitative PCR (qPCR) 3, p. 219-226, July-Sept., 2013
Figure 2. Transversal sections of red (A) and white (B) muscles from
juvenile pirarucu (Arapaima gigas); Polygonal fibres (F); Endomysium
(arrowheads); Connective septum (*); Scale: 20 μm. (HE). Figure 2. Transversal sections of red (A) and white (B) muscles from
juvenile pirarucu (Arapaima gigas); Polygonal fibres (F); Endomysium
(arrowheads); Connective septum (*); Scale: 20 μm. (HE). Acta Scientiarum. Animal Sciences Maringá, v. 35, n. 3, p. 219-226, July-Sept., 2013 Maringá, v. 35, n. 3, p. 219-226, July-Sept., 2013 Maringá, v. 35, n. 3, p. 219-226, July-Sept., 2013 222
MyoD, myogenin and myostatin mRNA expression
Quantitative analysis showed that estimated myoD
mRNA
levels
were
not
statistically
differen
(p > 0.05) in the pirarucu’s red and white muscle
(Figure 3). Similarly, estimated myogenin mRNA leve
were not different (p > 0.05) between the two musc
types (Figure 4). Contrastingly, estimated myostat
mRNA levels showed a striking difference (p < 0.01
between muscle types (Figure 5). Data are expressed
mean ± SEM, represented as arbitrary units. Figure 3. Relative MyoD mRNA expression in red (RM) an
white (WM) muscles of pirarucu (Arapaima gigas) by Real-tim
PCR. No significant differences between groups were reporte
by unpaired t-Test (p > 0.05). Myogenin mRNA levels in red and white muscle
(A. gigas)
MyoD mRNA levels in red and white muscle
(A. gigas) 222 Carani et al. Acta Scientiarum. Animal Sciences Discussion Welch’s corrected unpaired t-Test shows significant
differences between groups (*p < 0.01). Maringá, v. 35, n. 3, p. 219-226, July-Sept., 2013 Acta Scientiarum. Animal Sciences Skeletal muscle growth in pirarucu 223 fast muscles. Red muscle exhibited low levels of
myostatin
mRNA
content,
whereas
myostatin
expression was extremely high in white muscle. The
myostatin expression pattern is analogous to that
observed in adult mammals, where myostatin mRNA
levels are higher in fast-glycolytic fibres than in slow
ones (CARLSON et al., 1999; MATSAKAS et al.,
2006). Based on these results and on the observation
that satellite cells express myostatin and are quiescent
(MCCROSKERY et al., 2003), it has been suggested
that the normal function of myostatin in postnatal
muscle is to maintain satellite cells in a quiescent,
undifferentiated state (MANCEAU et al., 2008). compare myoD expression in fish muscles with no
similarity
between
results
(DELALANDE;
RESCAN, 1999; TAN; DU, 2002; ZHANG et al.,
2006). Discordant results, corroborated by those in
current analysis, presume that myoD gene expression
in fast and slow muscles may reflect differences in
regulating the growth mechanisms of these two
types of muscle fibre depending on fish species. In
the pirarucu, the similar myoD gene expression in
fast and slow muscles seems to be related to the
intense satellite cell proliferation involved with
intense hyperplasia and hypertrophy mechanisms
occurring in both muscles during this growth stage. These events may contribute towards the great
muscle mass increase that occurs in the species. Current results show that since the pirarucu’s
red muscle has low myostatin mRNA levels, intense
satellite cell proliferation and hyperplasia are
indicated. In contrast, white muscles have high
myostatin mRNA levels and may indicate that it is
acting on the white muscle fibre inhibiting satellite
cell proliferation. This event disagrees with the high
myoblast proliferation rate and fibre hyperplasia that
occur at this development stage, regardless of the
slow/fast phenotype. Although satellite cells are
highly activated, a large population of myotubes has
already been formed and their next step is to
differentiate into new myofibres. The differentiation
process is well characterized and is controlled by the
Myogenic Regulatory Factor myogenin (GROBET
et al., 1997). The idea that myostatin is regulating the
differentiation process by controlling myogenin action
is well supported by studies that show myogenin as a
probable major target of endogenous myostatin
(JOULIA et al., 2003). Discussion Myogenin is characterized by regulating the later
stages of muscle fibre formation and growth, which
culminate in myoblast fusion, myotube formation,
and finally, adult muscle fibre differentiation
(GROBET
et
al.,
1997;
SCHMALBRUCH;
LEWIS, 2000). Current investigation showed that
myogenin gene expression had a similar pattern to
myoD expression: there was no difference between
red and white muscles. This may have been related
to the intense process of muscle fibre differentiation
occurring during the pirarucu’s growth stage. The
fibres,
primarily
similar
to
undifferentiated
myoblasts, which are at first stimulated by myoD
expression to proliferate, now have to fuse and form
multinucleated myotubes that differentiate into
muscle fibres. In fact, these later processes are
mainly regulated by myogenin. Similar myogenin
expression levels in red and white muscles may be
attributed to the intense muscle fibre formation rate
and to the differentiation that occur in a highly
activated state in both muscles in the pirarucu’s
initial stage. Conclusion Current results suggest that myoD, myogenin, and
myostatin modulate the equilibrium between satellite
cells
proliferation
and
differentiation
during
postnatal muscle growth in the initial growth phase
of the pirarucu. Future research within the study of
muscle growth-related genes throughout the growth
phases are of great interest within the context of the
fast body development that occurs in this large
freshwater fish during such a short period. Few studies are extant that analyze myostatin
expression in slow and fast muscles separately. According to Roberts and Goetz (2001), myostatin
mRNA is higher in the red muscle from the adult
brook trout, king mackerel, and yellow perch. It is
also predominantly expressed in the white muscle
from the little tunny and equally expressed in both
muscle types in mahi-mahi (ROBERTS; GOETZ,
2001). stbye et al. (2001) demonstrated that
myostatin mRNA in salmon is detectable in the red
muscle only. Furthermore, Patruno et al. (2008)
have shown high levels of myostatin in red and low
levels in white muscle of adult sea bass. Nonetheless, there were no significant differences in
juveniles. Current study shows a wide difference in
myostatin expression between the pirarucu’s slow and Acta Scientiarum. Animal Sciences References 205-211, 2008. CARLSON, C. J.; BOOTH, F. W.; GORDON, S. E. Skeletal muscle myostatin mRNA expression is fibre-type
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Anatomy, v. Acknowledgements Current research was funded by FAPESP
Foundation (Fundação de Amparo à Pesquisa do
Estado de São Paulo, Process 2007/59584-0 and
2007/58896-9)
and
by
CNPq
Foundation
(Conselho
Nacional
de
Desenvolvimento
Científico e Tecnológico, Processes 304070/2009- Acta Scientiarum. Animal Sciences Maringá, v. 35, n. 3, p. 219-226, July-Sept., 2013 224 Carani et al. DELGADO,
I.;
FUENTES,
E.;
ESCOBAR,
S.;
NAVARRO, C.; CORBEAUX, T.; REYES, A. E.; VERA,
M. I.; ALVAREZ, M.; MOLINA, A. Temporal and spatial
expression pattern of the myostatin gene during larval and
juvenile stages of the Chilean flounder (Paralichthys
adspersus). Comparative Biochemistry and Physiology
B, v. 151, n. 2, p. 197-202, 2008. 2 and 474084/2009-4). The authors would like to thank
Águas Claras Pisciculture (Mococa, São Paulo State,
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Collective screening tools for early identification of dyslexia
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INTRODUCTION has shown that inattention symptoms are associated with weak-
nesses in naming speed and working memory (Shanahan et al.,
2006; Lui and Tannock, 2007; Marzocchi et al., 2008; Arnett et al.,
2012), especially working memory tasks requiring manipulation
of information with a higher demand on the central executive
mechanisms (Kasper et al., 2012) and mainly those involving visu-
ospatial manipulations (Martinussen et al., 2005; Willcutt et al.,
2005; Castellanos et al., 2006). In sum, there is an emergent con-
sensus that inattention per se is associated with RN and working
memory deficits and, hence, is a risk factor for dyslexia regard-
less of the presence or absence of PA impairment (Shanahan et al.,
2006; Shaywitz and Shaywitz, 2008; Arnett et al., 2012). Dyslexia is a neurologically based learning disorder with a genetic
origin (Vellutino et al., 2004; Shaywitz et al., 2008; Peterson and
Pennington, 2012) defined as “difficulties in accuracy or fluency
of reading that are not consistent with the person’s chrono-
logical age, educational opportunities, or intellectual abilities”
(Snowling and Hulme, 2012, p. 594); prevalence in the gen-
eral population varies from 5 to 17% according to language,
orthography transparency and with the criteria used to define
low-achievement on reading ability (Ziegler and Goswami, 2005;
Shaywitz et al., 2008). There is a great body of evidence since
Bradley and Bryant’s (1983) study that phonological processing
abilities, mainly phonological awareness (PA),rapid naming (RN),
and verbal working memory (VWM), are the strongest early pre-
dictors of literacy acquisition (Fletcher et al., 2002; Fuchs et al.,
2012) whose difficulties are considered by many as the primary
causeof dyslexia(Ramus,2003;Vellutinoet al.,2004; Snowlingand
Hulme, 2012). However, there is also cogent evidence that RN can
be an independent risk factor with separate and unique predictive
power (Wolf and Bowers, 1999; Boada et al., 2012). Additionally,
children with attention deficit hyperactivity disorder (ADHD) fre-
quently show reading problems and a growing body of research In an attempt to capture the unexpected nature of reading dif-
ficulties emphasized in the definitions of dyslexia, the traditional
clinical approaches have sought to operationalize its identifica-
tion/diagnostic in terms of an IQ-achievement discrepancy, which
requires reading scores of one or one-and-one-half standard devi-
ation below standard scores on IQ for a child to be considered
learning-disabled (Fuchs and Fuchs, 2006). However, the IQ-
discrepancy model has been frequently criticized for two main
reasons. Olga V. C. A. Andrade1, Paulo E. Andrade1* and Simone A. Capellini 2* Olga V. C. A. Andrade1, Paulo E. Andrade1* and Simone A. Capellini 2* Paulo E. Andrade1* and Simone A. Capellini 2*
School of Elementary and Secondary Education “Colégio Criativo,” Marília, Brazil
Sciences, São Paulo State University “Júlio de Mesquita Filho” – Faculdade de Filosofia e Ciências/Universidade Estadual Olga V. C. A. Andrade1, Paulo E. Andrade1* and Simone A. Capellini 2*
1 Department of Pedagogical Studies, School of Elementary and Secondary Education “Colégio Criativo,” Marília, Brazil
2 Department of Speech and Hearing Sciences, São Paulo State University “Júlio de Mesquita Filho” – Faculdade de Filosofia e Ciências/Universidade Estadual
Paulista, Marília, Brazil Current response to intervention models (RTIs) favor a three-tier system. In general,Tier 1
consists of evidence-based, effective reading instruction in the classroom and universal
screening of all students at the beginning of the grade level to identify children for
early intervention. Non-responders to Tier 1 receive small-group tutoring in Tier 2. Non-
responders to Tier 2 are given still more intensive, individual intervention in Tier 3. Limited
time, personnel and financial resources derail RTI’s implementation in Brazilian schools
because this approach involves procedures that require extra time and extra personnel
in all three tiers, including screening tools which normally consist of tasks administered
individually. We explored the accuracy of collectively and easily administered screening
tools for the early identification of second graders at risk for dyslexia in a two-stage
screening model. A first-stage universal screening based on collectively administered
curriculum-based measurements was used in 45 7 years old early Portuguese readers
from 4 second-grade classrooms at the beginning of the school year and identified an
at-risk group of 13 academic low-achievers. Collectively administered tasks based on
phonological judgments by matching figures and figures to spoken words [alternative
tools for educators (ATE)] and a comprehensive cognitive-linguistic battery of collective
and individual assessments were both administered to all children and constituted the
second-stage screening. Low-achievement on ATE tasks and on collectively administered
writing tasks (scores at the 25th percentile) showed good sensitivity (true positives) and
specificity (true negatives) to poor literacy status defined as scores ≤1 SD below the mean
on literacy abilities at the end of fifth grade. These results provide implications for the use
of a collectively administered screening tool for the early identification of children at risk
for dyslexia in a classroom setting. ORIGINAL RESEARCH ARTICLE
bli h d 23 J
2015 published: 23 January 2015
doi: 10.3389/fpsyg.2014.01581 Reviewed by: Kathy Ellen Green, University of
Denver, USA Mohamed L. Seghier, University
College London, UK Mohamed L. Seghier, University
College London, UK Layne Kalbfleisch, George Mason
University, USA Layne Kalbfleisch, George Mason
University, USA Layne Kalbfleisch, George Mason
University, USA Layne Kalbfleisch, George Mason
University, USA
Reviewed by:
Kathy Ellen Green, University of
Denver, USA
Mohamed L. Seghier, University
College London, UK Collective screening tools for early identification of dyslexia Olga V. C. A. Andrade1, Paulo E. Andrade1* and Simone A. Capellini 2*
1 Department of Pedagogical Studies, School of Elementary and Secondary Education “Colégio Criativo,” Marília, Brazil
2 Department of Speech and Hearing Sciences, São Paulo State University “Júlio de Mesquita Filho” – Faculdade de Filosofia e Ciências/Universidade Estadual
Paulista, Marília, Brazil Keywords: language, phonological processing, reading, writing, children, early literacy *Correspondence: *Correspondence:
Paulo E. Andrade, Department of
Pedagogical Studies, School of
Elementary and Secondary Education
“Colégio Criativo,” Rua das Safiras,
45, Marília, São Paulo, Brazil
e-mail: paulo_sustain@yahoo.com;
Simone A. Capellini, Department of
Speech and Hearing Sciences, São
Paulo State University “Júlio de
Mesquita Filho” – Faculdade de
Filosofia e Ciências/Universidade
Estadual Paulista, Avenida Hygino
Muzzy filho, 737 Bairro: Mirante,
17.525-000 – Marília, São Paulo,
Brazil Brazil e-mail: sacap@uol.com.br e-mail: sacap@uol.com.br www.frontiersin.org INTRODUCTION An
important rationale underlying this trade-off is that FNs mean
the number of children actually at risk who will not receive
the intervention they need, whereas FPs mean the number of
children not at risk who will receive extra instruction (Fletcher
et al., 2002; Gilbert et al., 2012). Although FPs are of concern
because they imply increased costs to already costly interven-
tions, the FNs are much less desirable (Fletcher et al., 2002;
Barth et al., 2008). Researchers have currently favored RTI models of three tiers
(Fuchs and Fuchs, 2006, 2007; Davis et al., 2007; Fletcher and
Vaughn, 2009). In general, Tier 1 consists of evidence-based, effec-
tive reading instruction in the general education classroom and
universal screening of all students at the beginning of the school
year to identify children for early intervention. Those identified
as at-risk have their progress monitored for a short time (e.g.,
5 weeks) to confirm/disconfirm the risk status. Non-responders to
Tier 1 are referred to Tier 2 which consists in small-group tutoring
of three to five students for 20–40 min daily, 3 to 4 times per week
over 15- to 20-week sessions (Fuchs and Fuchs, 2007; Fletcher and
Vaughn, 2009). Non-responders to Tier 2 are deemed unexpected
low-achievers and then are referred to Tier 3, the most inten-
sive form of instruction and already considered special education
(Fuchs and Fuchs, 2007; Fletcher and Vaughn, 2009), where they
are given still more intensive, individual, and increased interven-
tion (45–60 min or up to 1.5 h per day) with a more specialized
teacher (Fuchs and Fuchs, 2007; Fletcher and Vaughn, 2009). Since universal screening involves all students in a school it is
imperative “that the tool can be quickly administered with ade-
quate sensitivity and specificity” (Fletcher and Vaughn, 2009, p. 32). Traditionally, RTI approaches implement screening using
curriculum-based measurements (CBMs), typically a single word
reading measure administered individually at the beginning of the
school year (Fuchs and Fuchs, 2006; Fletcher and Vaughn, 2009). The selection of a critical cutoff score to define at-risk perfor-
mance vary from more conservative cut-points, such as 1 to 2
standard deviation (SD) below the mean, to more liberal, such as
25th and 30th percentiles, which correspond approximately 0.68
SD and 0.5 SD, respectively (Catts et al., 2001; Fletcher et al., 2002;
Fuchs and Fuchs, 2006; Davis et al., 2007; Fletcher and Vaughn,
2009). INTRODUCTION Firstly, even if a student show clear difficulties since the
early days of learning to read, he/she must wait until the third January 2015 | Volume 5 | Article 1581 | 1 www.frontiersin.org Collective identification of dyslexia Andrade et al. year or more (typically until the fifth grade) so that student’s
achievement is sufficiently low and the discrepancy between IQ
and achievement becomes large enough to allow the diagnostic
and, hence, the student can be considered eligible for interven-
tion. Secondly, research has failed to find qualitative differences in
reading performance and cognitive abilities between low-achievers
who fulfill the requirement of discrepancy and low-achievers who
do not, but according to discrepancy model only the first ones
will receive the intervention they need. Therefore, the discrepancy
model is deemed unfair because it deprives of necessary assistance
those children who are as needy and deserving as those given the
label (Fuchs and Fuchs, 2006, p. 96). For these and other rea-
sons, in the reauthorization of the Individuals With Disabilities
Education Improvement Act allowed practitioners to use a new,
alternative, model of identification called “response to interven-
tion”(RTI), an evidence-based multi-tiered system of preventative
intervention and progress monitoring in which all children are first
provided with research-based instruction and universal screen-
ing of students at risk for dyslexia, whose progress is frequently
monitored (Fuchs and Fuchs, 2006, 2007; Fletcher and Vaughn,
2009). hand, occur when some children perform well on the screening
test and are not identified as at risk, but who are actually at risk
and soon will become struggling readers. Sensitivity is the term
used to designate the proportion of TPs whereas specificity refers
to the proportion of TNs a given screening system is capable to
identify. Sensitivity is calculated by dividing the number of TPs
by the sum of TPs and FNs [Sensitivity = TP/(TP+FN)] whereas
specificity is obtained by dividing the number of TNs by the sum
of TNs and FPs [Specificity = TN/(TN+FP);Vellutino et al., 2008;
Fuchs et al., 2012]. Since FPs and FNs are inherent in all screening measures
(Fletcher et al., 2002), then accuracy is necessarily a result of the
trade-off between sensitivity and specificity (Fuchs et al., 2012;
Gilbert et al., 2012). Therefore, accuracy is the proportion of TPs
and TNs to the whole sample (N) calculated by dividing the sum of
TPs and TNs by the whole sample [Accuracy = (TP+TN)/N]. INTRODUCTION Stricter cut-points decrease the probability of FPs while
increase the probability of FNs, whereas more liberal cut-points
tend to produce the opposite, i.e., to decrease FNs (producing
more TPs) while increase FPs (Fletcher et al., 2002; Davis et al.,
2007; Barth et al., 2008). Although FNs are a less desirable error
than FPs because it excludes children in need of intervention, an
inflated proportion of TPs implies in delivering costly preven-
tion to students who do not need it thus stressing the already
scarce school resources (Davis et al., 2007; Barth et al., 2008; Fuchs
et al., 2012). While it has been suggested that an acceptable sensi-
tivity and specificity should be around 90 and 85%, respectively
(Vellutino et al., 2008), research has shown that 1-time universal
screening has produced an unacceptably high proportion of FPs,
ranging from 20 to 60% (Vellutino et al., 2008), whereas speci-
ficity can range from 20 to ∼60% when sensitivity is held constant
(Johnson et al., 2009, 2010). It is generally agreed that universal screening for at-risk stu-
dents is a key component of RTI models which plays a crucial role,
both in terms of prevention and identification, for a successful
implementation of RTI (Davis et al., 2007; Fletcher and Vaughn,
2009; Fuchs et al., 2012; Gilbert et al., 2012). An accurate clas-
sification should yield a high percentage of true positives (TPs;
children correctly identified as at risk, i.e., who will indeed show
persistent difficulties in learning to read) and a high percentage
of true negatives (TNs children correctly identified as not at risk,
i.e., who will not have reading difficulties). Although the ideal
would be to have a classification accuracy of 100% of sensitivity
and specificity, no screening system (one or more screening tools
used to identify at risk children) reaches these ideal values so that
“false positives (FPs) and false negatives (FNs) are inherent to any
assessment device and are inevitably linked” (Fletcher et al., 2002,
p. 55). FPs result from incorrect identification of children who
score below the cut score on the screening instrument, but are not
actually at risk and soon become good readers. Frontiers in Psychology | Educational Psychology INTRODUCTION FNs, on the other In order to maximize the number of TPs while limiting the
number of FPs it has been proposed that screening for at-risk stu-
dents should be made in a two-stage process (Catts et al., 2001;
Compton et al., 2010; Fuchs et al., 2012). The first-stage consists January 2015 | Volume 5 | Article 1581 | 2 Frontiers in Psychology | Educational Psychology Andrade et al. Collective identification of dyslexia of a universal screening based on a brief individual assessment
(normally a measure of reading fluency) using a more lenient
cut point (e.g., 30th percentile) in order to maximize TPs, thus
excluding most of the TNs from the costly Tier 2 intervention. Children identified as at-risk in the first stage have their progress
monitored during a period of about five or 6 weeks of primary
intervention, after which a second second-stage screening consist-
ing of a more thorough assessment is conducted, so that only those
identified as at-risk in the second-stage screening are referred to
secondary intervention (Compton et al., 2010; Fuchs et al., 2012). For instance, Compton et al. (2010) used the Word Identification
and Word Attack subtests of the Woodcock Reading Mastery Tests
and the Sight Word Efficiency and Phonemic Decoding Efficiency
subtests of the Test of Word Reading Efficiency in the first-stage,
universal screening of at-risk students in a sample of 355 children
in the fall of first grade. They found that the use of phonemic
decoding efficiency (the number of nonsense words accurately
decoded in 45 s) as the first-stage screening tool and 6 weeks
of progress monitoring with word identification fluency (WIF)
and dynamic assessment as the second-stage screening eliminated
43.4% of FPs of the sample, being the most efficient of the four
two-stage models tested. Educational resources in Brazil, however, are still much scarcer
than in developed countries, either in time, personnel, and finan-
cial resources. This set of unfavorable factors seriously derails
RTI’s implementation in Brazilian schools and makes developing
strategies to overcome these limitations an obligatory aim. The present investigation is a pilot study in which we explored
the utility of two-stage screening models based solely on collective
screening tools in a non-clinical school sample of 45 Brazilian sec-
ond graders. INTRODUCTION Curriculum-based assessments (CBAs) carried out in
the classroom for all students 2 weeks after the start of the school
year were used as the universal screening of the first stage. As part
of the second stage we administered a cognitive-linguistic proto-
col (Capellini et al., 2012) and a set of collective screening tools
based on phonological judgments by matching figures and figures
to spoken words as well, hereinafter referred to as alternative tools
for educators (ATEs). The Capellini et al. (2012; CS&S) protocol
was developed in Brazil with the purpose to identify the cognitive-
linguistic profile of Brazilian children in the first stages of reading. ATE tasks were also developed in Brazil for the collective assess-
ment of phonological abilities by the first author (Andrade et al.,
2011). Firstly, we performed a principal components analysis (PCA)
factor using a varimax rotation including all measures of the
C&S protocol and ATE tasks to examine the factor structure of
the CS&S protocol and check whether results actually suggest
its proposed cognitive-related dimensions (e.g., literacy, phono-
logical processing, VWM, and visual and visuospatial working
memory). PCA also provided the extent and nature of rela-
tionships between ATE tasks and the cognitive and linguistic
measures. Composite scores based on summed raw scores of
writing, reading, phonological and naming abilities were cre-
ated and used to obtain the percentiles and cutoff points to
identify low-achievers, as well as to compare performances of low-
achiever and non low-achiever on cognitive-linguistic measures
and ATE tasks. Although tasks with larger standard deviation
will be weighted more when summing raw scores, we used this
procedure in place of summed z-scores for its practical value for
educators. More recently, Fuchs et al. (2012) have tested five two-stage
screening models in 783 children from 42 first-grade classrooms
in 16 schools. In the first stage, the six lowest scores on WIF
and rapid letter naming of each class (∼30th percentile) were
identified as at-risk, totaling 252 students (32% of the sample),
of whom only 195 remained until the end of the study. Then,
the authors tested two types of screening tool for their second-
stage screening. One type was a cognitive battery administered
in the early fall consisting of multiple tests measuring de cogni-
tive dimensions of RN, phonological processing, oral language
comprehension, and non-verbal reasoning. INTRODUCTION The second type of
a second-stage screening consisted of 18 weeks of WIF assess-
ments from which authors modeled December and May reading
outcomes. From the combination of these two types of second-
stage screening the researchers derived five models of second
stage-screening. The two models based solely on December and
May reading performance resulted in the two lowest specifici-
ties (26.5 and 43.9%, respectively). Logistic regression analyses
showed that the two models derived from the combination of
the cognitive measures with WIF May and December intercepts,
respectively, were the two most accurate models to predict fifth-
grade reading comprehension when sensitivity was held constant
at 91.7%, with specificities of 68.4% for the May intercept and
of 67.3% for the December intercept. The most interesting find-
ing, however, was that the model based solely on the cognitive
measures showed a comparable fit, with a specificity of 67.3%. This model is less expensive and can be implemented already in
the first 2 months of the school year, being more parsimonious
and, hence superior. The use of a second-stage screening based
only on the cognitive measures reduced the number of students
in need of tutoring from 195 identified in the first stage to 65,
thus eliminating 66.7% of FPs. From the 65 students identified
as at risk in the second stage 32 were FPs and 33 were identified
as dyslexics in fifth grade, what represented significant savings for
school districts. Finally, composites scores were also used to run regressions
analysis in order to explore the predictive power of the collective
tools (ATE tasks and C&S writing composite scores) at the end
of fifth grade and to run logistic regression analysis in order to
obtain the sensitivity, specificity, and overall accuracy of differ-
ent combinations of these collective screening tools in the early
identification of poor literacy status at the end of fifth grade level. MATERIALS AND METHODS
PARTICIPANTS This prospective, longitudinal study was carried out with a non-
referred school-based sample of 69 early Portuguese readers,
corresponding to all students enrolled in four second-grade class-
rooms of elementary education (as per the grade distinctions in
the Brazilian education system) in an upper-middle class private
school. However, considering children who could not partici-
pate because exclusionary factors (sensory deficits, neurological
abnormality, known syndrome, etc.) and those who were granted
permission by their parents to participate in this study, we were January 2015 | Volume 5 | Article 1581 | 3 www.frontiersin.org Collective identification of dyslexia Andrade et al. left with 45 students, of which 41 were right-handed. Partici-
pants were native speakers of Brazilian Portuguese and had no
major sensorimotor handicaps (deafness, blindness) or pervasive
neurodevelopmental disorders (psychosis, autism) or inadequate
command of their native language. Age was calculated at the onset
of test administration ranging from 6 to 8 years (average: 7 years
and 2 months, SD: 4 months). 2004, p. 367). Accordingly, all participants received curricular
pedagogical activities specially designed for the present screen-
ing procedure and collectively administered to assess performance
on core academic achievement areas. For purposes of this study,
however, our main focus will be on assessments of reading and
writing skills (Fuchs and Fuchs, 2006; Fletcher and Vaughn, 2009). Assessments of literacy abilities in this diagnostic assessment
included: Although this sample size is small when it comes to a study
on screening students at risk for a disorder, it is still a reasonable
one for a pilot study if we take into account that we wanted a
sample with certain specific characteristics, including homogene-
ity with respect to age, socioeconomic status, and pedagogical
approaches. Additionally, we argue that a good, effective screen-
ing system should show consistent results with either relatively
small samples or large samples. In fact, RTI approaches usu-
ally adopt a normative cut point, referenced to the classroom,
school, district, or nation, below which students are designated
at-risk (see Fuchs and Fuchs, 2006; Fuchs et al., 2012). Typically,
RTI systems employ universal screening whereby all children in
a school are assessed at the beginning of the school year with
a critical norm-referenced cut-point on certain measures (usu-
ally ≤25th percentile). Curriculum-based assessments Students were asked to recall all the letters of the alphabet in writ-
ten form. There was no prompting or assistance. Scores were out
of 26: the number of correct letters the child wrote down. The task
was untimed. Academic achievements were used as a first-stage universal screen-
ing and evaluated during the four first weeks after the start of the
school year by the school’s pedagogical team. The school to which
belonged the participants of the present study adopts a procedure
which in Brazil is called “diagnostic assessment” (Luckesi, 2005),
i.e., a comprehensive set of curriculum-based tests applied at the
beginning of all grades and at the outset of a unit of study, aimed at
evaluating the student’s learning achievements and needs. Accord-
ingtoLuckesi(2005)assessmentsintheschoolshouldchangefrom
being purely summative to be eminently “diagnostic,” i.e., assess-
ments systematically built in to the curriculum with the aim of
identifying the strengths and weaknesses of the students in order
to make decisions about further teaching strategies and/or specific
interventions, if necessary. Reading tasks (individually administered) (i) Reading fluency: Number of words read aloud and audibly by
the student in 1 min from a list of 70 words. If reading of all 70
words last less than 1 min the number of words correctly read
was estimated for 1 min. Thus, the maximum score depended
ultimately on a child’s reading speed. (ii) Reading accuracy: In the same trial of reading fluency the
number of words read aloud correctly from the same list of
70 words (untimed), with a maximum score of 70. (iii) Reading non-words: Number of non-words read aloud cor-
rectly from a list of 10 (untimed). Maximum score of 10. Therefore, the diagnostic assessment adopted in the present
paper is somewhat similar to the CBM methods (Fuchs and
Fuchs, 2006; Fletcher and Vaughn, 2009), also referred to as
CBAs (Dombrowski et al., 2004), used in the RTI approaches
“to tailor instructional–intervention decisions to more appropri-
ately suit the learning needs of the student” (Dombrowski et al., BEHAVIORAL MEASURES The Cognitive-Linguistic Protocol (CS&S) was developed in Brazil
with the aim of producing an effective instrument to identify the
cognitive-linguistic profile in the first stages of reading acquisition
of Brazilian children. The CS&S was administered 6 weeks after
the start of the school year, and the CS&S measures we used in
the present study and their respective scoring criteria are outlined
below: Participants were first evaluated in their academic achieve-
ment using CBAs, in their cognitive-linguistic abilities using
Cognitive-LinguisticProtocolbyCapelliniet al.(2012)andintheir
phonological abilities by using the collective phonological tasks
referred to as ATEs (Andrade, 2010; Andrade et al., 2011, 2013). Participants were also screened for ADHD symptoms. (i) Reading – fluency and accuracy in reading aloud a list of simple mono-
syllabic, disyllabic, and trisyllable words, extracted from the
textbooks used by the school – draw the meaning of a written word (silent reading) (ii) Writing – letter knowledge: write all the known letters of the alphabet
(print or cursive letters); make a circle with red pencil around
the vowels and blue pencil around the consonants; write the
letter with which begins the name of a picture – syllable knowledge: write the correct syllables to complete the
word – word knowledge: using the mobile alphabet form as many
words as you know and then write them on the paper – spelling: write the dictated words – spelling: write the dictated words – oral language comprehension: draw what you understood of
the story you just listened to. Frontiers in Psychology | Educational Psychology MATERIALS AND METHODS
PARTICIPANTS Furthermore, one important recent study
(Fuchs et al., 2012) have used a cut point referenced to the class-
room by selecting the six lower scores of each class from 42
first-grade classrooms in 16 schools what corresponds approxi-
mately to 25th to 30th percentile, for the first stage of a two-stage
screening process. (i) Reading Visual short term memory (individually administered) Visual short term memory (individually administered)
This task was based on the Benton Visual Retention Test (BVRT;
Sivan, 1992). In the BVRT’s original version, one or more simple
geometric figures are drawn from memory after a brief exposure
(typically 5 s for adults and 10 s for children), and two types of
scores are computed: the number of correct representations and
the number of errors. The visual short-term memory task from
CS&S protocol is different from BVRT in that, instead of drawing
from memory, children receive the same figures they just have After matching a word presented aurally by the examiner with
three words depicted as pictures, children are asked to mark with
“X” the picture whose name starts with the same sound as the
spoken word. After three practice items, the test comprises 10
items leading to a maximum score of 10. Writing tasks (collectively administered) (i) Writing words: Number of words written with correct spelling
from a list of 30 presented aurally (untimed and collectively
administered in the classroom). Maximum score of 30. January 2015 | Volume 5 | Article 1581 | 4 Frontiers in Psychology | Educational Psychology Collective identification of dyslexia Andrade et al. (ii) Writing pseudowords: Number of pseudowords written with
correct spelling from a list of 10 presented aurally. Maximum
score of 10. Task was untimed. seen, on cards in scrambled order, and have to organize them in
the same order and position. (ii) Writing pseudowords: Number of pseudowords written with
correct spelling from a list of 10 presented aurally. Maximum
score of 10. Task was untimed. (i) Figure order: Ordering of solid abstract figures, i.e., after see-
ing two to five-figure sequences over a 10 s period, student was
asked to reassemble the ordered pattern of figures in the same
order and rotation. Score is given by the number of sequences
in which the figures were correctly ordered, with a maximum
score of 8. ATE I-alliteration Childrenarepresentedwiththreewords,depictedasthreepictures,
and are asked to mark with “X” the two pictures whose name start
with the same sound. After three practice items, the test comprises
10 items leading to a maximum score of 10. Shapes copying (collectively administered) Correctly copied four archetypal forms: a circle, a square, a dia-
mond, and a complex abstract figure. Students were able to see
shapes while copying was performed. Students were only allowed
to erase work on the last shape. Figures were scored through
comparison with a standardized table of different visual represen-
tations of the shapes and measured with a diagramed seven-point
scale. Maximum score for the task was 7. Alternative tools for educators (iii) Verbal number sequence backward: Number of correctly
repeated two to five-number sequences backward (two tri-
als for each sequence) that were spoken by the examiner. Maximum score of 8. Consisted of phonological judgments by matching figures and
figures to spoken words, developed by Andrade (2010) and
Andrade et al. (2011) specifically with the goal of providing an
effective non-literacy based tool for the collective assessment of
the phonological abilities. Phonological tasks (individually administered) While rotation error score allows only the identification of
those who likely have impairments in visuospatial working
memory, rotation hit provides information about each indi-
vidual’s performance on this ability and in relation to the
whole sample. (iii) Syllable segmentation: To repeat the word spoken by the
examiner while tapping to each syllable. Correct syllable
breakdown of 12 words leads to a maximum possible score
of 12. (iv) Auditory word discrimination: To say whether a pair of words,
spoken by the examiner and eventually differing in a single
phoneme, are the same or different. Maximum possible of
score of 19 for 19 trials. Rapid naming (individually administered) (i) Word sequence: Number of correctly repeated two to five-
word sequences (two unique trials for each sequence with
the exception of the first example) spoken by the exam-
iner in an interstimulus interval of 1 s. Familiar two or
three-syllable words were presented. Score was given by
the number of sequences correctly accomplished, with a
maximum score of 7. (i) Rapid naming (Figure) of a list of four objects (house, ball,
elephant, clock) displayed pictorially in a particular order. A
different ordering was presented in each trial, with 10 total
trials. Total time was recorded in seconds. (ii) Rapid naming (Number) of numbers one through nine as
listed visually in a random order. Screening performed before
task to confirm that the child knew numbers one through
nine. Time was recorded in seconds. (ii) Non-word repetition: Number of correctly repeated non-
words from a list of 23 presented aurally by the examiner. Maximum score of 23 for non-words spoken correctly. Phonological tasks (individually administered) (i) Alliteration: Matching first sounds in spoken words. Children
are presented with three words spoken by the examiner and
then are asked which of three spoken words start with the
same sound. After three practice items, the test comprises 10
items leading to a maximum score of 10. (i) Alliteration: Matching first sounds in spoken words. Children
are presented with three words spoken by the examiner and
then are asked which of three spoken words start with the
same sound. After three practice items, the test comprises 10
items leading to a maximum score of 10. (ii) Figure rotation error: Number of errors made in rotation of
the shapes in figure order task. 28 figures were presented
throughout the sequences,leading to a maximum of 28 errors. (ii) Rhyme detection: Matching last sounds in spoken words. Chil-
dren are presented with three words spoken by the examiner
and then are asked which of three spoken words end with the
same sound. After three practice items, the test comprises 20
items leading to a maximum score of 20. (ii) Rhyme detection: Matching last sounds in spoken words. Chil-
dren are presented with three words spoken by the examiner
and then are asked which of three spoken words end with the
same sound. After three practice items, the test comprises 20
items leading to a maximum score of 20. (iii) Figure rotation hit: Number of hits made in rotation of
the shapes in figure order task. 28 figures were presented
throughout the sequences, leading to a maximum of 28 hits. Note: Rotation hit is a way to measure the number of cor-
rect rotations proposed by Andrade et al. (in preparation)
as a “positive measure” which provides information about
the visuospatial working memory capacity of all subjects. While rotation error score allows only the identification of
those who likely have impairments in visuospatial working
memory, rotation hit provides information about each indi-
vidual’s performance on this ability and in relation to the
whole sample. (iii) Figure rotation hit: Number of hits made in rotation of
the shapes in figure order task. 28 figures were presented
throughout the sequences, leading to a maximum of 28 hits. Note: Rotation hit is a way to measure the number of cor-
rect rotations proposed by Andrade et al. (in preparation)
as a “positive measure” which provides information about
the visuospatial working memory capacity of all subjects. www.frontiersin.org PROCEDURE The initial sample of 69 children was screened for reading and
writing difficulties using CBAs 2 weeks after the start of the school
year as the first stage, universal screening, of a two-stage screening
process. One month later, we administered the CS&S protocol and
the ATE tasks and screened the entire group for ADHD symptom
as well, as a part of the second stage. ATE tasks and the collective
subtests of the C&S protocol were administered to all participants
concurrently in the classroom, followed by individual administra-
tion of the linguistic and cognitive tests over the course of 6 weeks. Particularly, the accuracy with which CS&S writing tasks and ATE
tasks predicted end of fifth grade level poor literacy status was
investigated. Analysisof individualdataacrossthedifferentdomainswasalso
conducted in order to derive individual profiles of performance
and, thus, to determine in which domains a given at-risk student
did and not did show abnormal performance. It was adopted the
25th percentile as a first criterion for deviance in the screening
processes (Table 4). Poor literacy at the end of fifth grade was des-
ignated by performances 1 SD ≤M on Literacy, a composite score
including all reading and writing measures of the CS&S protocol
(Table 5). Finally, logistic regression analyses were performed to
explore the accuracy (sensitivity, specificity, and accuracy) with
which collective measures, namely, the writing tasks of the CS&S
protocolandtheATEtasks,aswellastheircombinations,predicted
reading at the end of fifth grade (Table 6). All statistical analysis
were conducted by using the SPSS software package, version 20.0
(SPSS Inc., Chicago, IL, USA) for Windows. All study participation took place during school hours, so class-
room administration was implemented for time efficiency on tests
that did not require one-on-one monitoring. Testing began at the
beginning of the academic calendar year. After excluding children because exclusionary factor and after
returning the consent form (approved by the “Ethics Committee
from the Faculty of Science and Philosophy of São Paulo State
University “Júlio de Mesquita Filho” – Faculdade de Filosofia
e Ciências/Universidade Estadual Paulista, Marília, São Paulo,
Brazil, under the protocol 0630/2009) we were left with 45 partic-
ipants. Data collection occurred over the course of 3 years at three
separate time intervals (T), namely, at the beginning of the aca-
demic calendar year of the second (T1) and third (T2) grades and
at the end of fifth grade (T3) grades. ATE IV-rhyme After matching a word presented aurally by the examiner with
three words depicted as pictures, children are asked to mark with
“X” the picture whose name ends with the same sound as the
spoken word. After three practice items, the test comprises 10
items leading to a maximum score of 10. STATISTICAL ANALYSIS A PCA factor using a varimax rotation was performed on the mea-
sures of C&S protocol and ATE tasks as well (Table 1). Although
our sample size is considered small when it comes to PCA, thus
requiring caution in interpretation, the generation of high dimen-
sional data with small sample sizes [i.e., High Dimension, Low
Sample Size] is fast becoming a common place occurrence in many
areas of modern science, and a growing body of literature has
shown that some rules of thumb in the factor analytic literature,
such as recommendations on absolute N (ranging from 50 to 200)
and the number of cases per variable or N/p ratio (ranging from 3
to 20) are inconsistent. Actually, when communalities are high and
the number of factors is small, factor analysis can be reliable for
sample sizes well below 50 (Mundfrom et al., 2005; Henson and
Roberts, 2006; de Winter et al., 2009). Anyway, we reiterate that
this is a pilot study with a small sample size so that all the results
must be viewed as indicative and should be replicated with a much
larger sample. ATE III-rhyme Childrenarepresentedwiththreewords,depictedasthreepictures,
and are asked to mark with “X” the two pictures whose name end January 2015 | Volume 5 | Article 1581 | 5 www.frontiersin.org www.frontiersin.org Collective identification of dyslexia Andrade et al. with the same sound. After three practice items, the test comprises
10 items leading to a maximum score of 10. with the same sound. After three practice items, the test comprises
10 items leading to a maximum score of 10. ADHD symptoms Classification of children as at-risk for ADHD (AR-ADHD) was
based on pedagogical team (including teachers and the pedagog-
ical coordinator) endorsements on the Diagnostic and Statistical
Manual of Mental Disorders, Fourth Edition (DSM-IV; American
Psychiatric Association, 2000) ADHD symptom checklist. DSM-
IV checklist is an 18-item scale in which inattentive and impulsive
behaviors are rated on a 4-point Likert scale (0 = not at all, 1 = just
a little, 2 = pretty much, and 3 = very much). Children with ≥6
“pretty much”or“very much”ratings in either of the two domains
(inattention or hyperactivity/impulsivity) were classified as “at-
risk” for ADHD (AR-ADHD). Endorsements on ADHD checklist
by the pedagogical team were further confirmed by interviews with
parents. Composite scores based on summed raw scores of writing
(writing words + pseudowords), reading (reading fluency + read-
ing accuracy + reading non-words), phonological (alliteration +
rhyme detection + syllable segmentation),VWM (word sequence,
non-words repetition, verbal number sequence backward), RN
(RN of figures and digits) and, finally, ATE tasks (ATE I + ATE II
+ ATE III + ATE IV) were created (Table 2) in order to perform
t-tests aimed at examining differences between academic low-
achievers and non-low achievers in cognitive-linguistic abilities
from the CS&S protocol and ATE tasks as well (Table 3). PROCEDURE However, we will restrict our
analysis only in the T1 and T3 periods. In addition to the adminis-
tration of the CS&S protocol screening, educators’ endorsements
on DSM-IV ADHD symptom checklist were also carried out at
each of the three time intervals and by different teachers, once
there were different teachers for each grade level. Frontiers in Psychology | Educational Psychology RESULTS The results of the first-stage universal screening based on CBMs
identified 13 at-risk students. In the second stage of our two-stage
screening process, some CS&S and ATE measures showed “ceil-
ing effect” [more than 15% of respondents achieving the highest
possible score scores (McHorney and Tarlov, 1995)], and a few
significant outliers were found in the data. However, the method
of PCA is relatively robust to these effects because assumes mea-
surement without error, does not provide standard error and
does not require distributional assumptions such as normality
and homoscedasticity (Quinn and Keough, 2002; Jolliffe, 2005;
Schmitt, 2011). Ceiling effects were observed in 10 variables:
auditory word discrimination (AWD; 75%), syllable segmentation January 2015 | Volume 5 | Article 1581 | 6 Frontiers in Psychology | Educational Psychology Collective identification of dyslexia Andrade et al. Table 1 | Principal components analysis for CS&S measures and ATE tasks after varimax rotation and retention of factor loadings ≥0.35. CS&S measures and ATE tasks
Factors and variance explained (%)
1
2
3
Literacy (22%)
Phonology (19%)
Visual (12%)
Writing words
0.818
0.379
Rapid naming (Figure)
–0.791
Reading accuracy
0.787
0.419
Rapid naming (Number)
–0.768
Writing pseudowords
0.765
0.370
Reading fluency
0.752
0.408
Alphabet task
0.621
Word sequence
0.454
ATE III-rhyme
0.416
0.687
Non-word reading
0.413
0.677
Auditory word discrimination
0.665
Alliteration
0.645
ATE I-alliteration
0.634
0.459
Rhyme detection
0.412
0.629
ATE IV-rhyme
0.604
Verbal number sequence backward
0.452
ATE II-alliteration
0.358
Syllable segmentation
Shapes copying
Figure rotation hit
0.903
Figure rotation error
–0.761
Figure order
0.639
Non-word repetition
0.490 Table 1 | Principal components analysis for CS&S measures and ATE tasks after varimax rotation and retention of factor loadings ≥0.35. Table 1 | Principal components analysis for CS&S measures and ATE tasks after varimax rotation and retention of factor loadings ≥0.35. (69%), reading non-words (64%),ATE III (55%), alphabet (51%),
alliteration and non-words repetition (29%), reading accuracy
(20%), ATE I and ATE IV (18%). As for the PCA, the further
analyses based on composite scores, which do not show ceiling
effects, should not be affected by these effects. component matrix which emphasizes differences in correlations
(loadings) of the variables with each factor (maximizing high
correlations and minimizing low ones) and was performed on
these three components to give further support to the assump-
tion that factors are indeed relatively independent from each other
(Dancey and Reidy,2007, pp. 469–472). www.frontiersin.org RESULTS Table 2 | Descriptive characteristics of performance on CS&S measures and on ATE tasks on the basis of composite scores (n = 45). Measure
Mean ± SD
Percentiles
P 25
P 20
P 15
P 10
P 5
Reading
105.09 ± 28.689
94.00
90.20
81.80
63.80
27.20
Writing
30.09 ± 8.339
27.00
24.40
21.90
18.40
8.90
Literacy
135.18 ± 36.187
120.50
112.00
106.70
88.60
36.10
Phonological awareness
36.24 ± 4.488
33.50
33.00
32.00
30.00
25.00
Auditory word discrimination
18.62 ± 0.984
18.50
18.00
18.00
18.00
17.30
Verbal working memory
29.00 ± 3.090
26.50
26.00
26.00
25.00
24.30
Shapes copying
4.84 ± 2.132
3.00
2.20
2.00
1.60
1.00
Figure order
5.62 ± 1.134
5.00
5.00
4.00
4.00
4.00
Figure rotation errora,b
2.40 ± 3.129
3.00
4.80
6.10
7.00
8.70
Figures rotation hit
14.38 ± 6.065
9.00
8.20
7.00
6.00
3.60
Naming speedb
83.98 ± 18.165
90.50
94.80
99.10
105.80
126.30
ATE
32.16 ± 4.931
29.00
27.00
26.90
25.50
22.00
aOriginal non-composite scores; bValues represent percentiles 75, 80, 85, 90, and 95, respectively. cs of performance on CS&S measures and on ATE tasks on the basis of composite scores (n = 45). Table 3 | Descriptive characteristics (mean ± standard deviation) of performance on composite scores of CS&S measures (except auditory word
discrimination and visual tasks) and ATE tasks in children identified as academic low-achievers compared to those considered typical learners. Table 3 | Descriptive characteristics (mean ± standard deviation) of performance on composite scores of CS&S
discrimination and visual tasks) and ATE tasks in children identified as academic low-achievers compared to th cs (mean ± standard deviation) of performance on composite scores of CS&S measures (except auditory word
and ATE tasks in children identified as academic low-achievers compared to those considered typical learners. Table 3 | Descriptive characteristics (mean ± standard deviation) of performance on composite scores of CS&S measures (except auditory word
discrimination and visual tasks) and ATE tasks in children identified as academic low-achievers compared to those considered typical learners. RESULTS Varimax rotation revealed
the presence of a simple and clear structure of three compo-
nents (Table 1), each showing a number of variables with specific
and salient loadings. The few variables that loaded on two fac-
tors were allocated to the factor with which it had the highest
loading. (69%), reading non-words (64%),ATE III (55%), alphabet (51%),
alliteration and non-words repetition (29%), reading accuracy
(20%), ATE I and ATE IV (18%). As for the PCA, the further
analyses based on composite scores, which do not show ceiling
effects, should not be affected by these effects. Taken together, the presence of many coefficients ≥0.30
revealed by a correlation matrix containing all measures under
investigation, jointly with the value of 0.675 of the Kaiser-
Meyer-Olkin measure of sample adequacy (KMO value) and
the statistically significant result of the Bartlett test of spheric-
ity (p = 0.000), these results indicate that the data are suitable
for factor analysis. A PCA suppressing coefficients smaller than
0.35, conducted for all CS&S variables and all four ATE tasks
(totalizing 23 measures), revealed the presence of six components
with an eigenvalue exceeding 1.0 which accounted for 75.84% of
the data variability. However, Cattell’s scree test, used as a factor
retention test, recommended extracting only three components
which accounted for 53.1% of the variability. By looking at the
commonalities among variables that more strongly correlate with
one of the three factors it allows one to know what cognitive
dimension each factor represents and, hence, to choose an appro-
priate name for each factor. Varimax is a method of rotating the Loadings on each of the three factors are outlined in Table 1. The first component, which can be assumed to represent the lit-
eracy dimension, accounted for 22% of data variance and had
its highest loadings (between 0.70 and 0.80) on writing words
(0.818), RN – figure (–0.791), reading accuracy (0.787), RN –
number (–0.768), writing pseudowords (0.765), reading fluency
(0.752), whereas its lowest loadings are found for alphabet task
(0.621), and word sequence (0.454). For the second component,
which represented the phonology dimension and accounted for
19% of data variance, the highest loadings (between 0.60 and
0.70) are found for ATE III (0.687), non-word reading (0.677), January 2015 | Volume 5 | Article 1581 | 7 www.frontiersin.org Collective identification of dyslexia Andrade et al. RESULTS Table 4 | Academic low-achievers composite scores at the beginning of the second grade on reading, writing, phonological awareness (PAs),
verbal working memory (VWM), rapid naming (RN), and the alternative tool for educator’s (ATEs), and single scores of alphabet, auditory word
discrimination (AWD), shapes copying (SHAPE), figure ordering (FIGOR), figure rotation error (ROTE) and figure rotation hit (ROTH) subtests
(ascores ≤P 25 or > P 75 for ROT and RN; bscores ≤P 10 or > P 90 for ROT and RAN; cscores ≤P 5 or >P 95 for ROTE and NS). Low-achievers at the beginning of the second grade (A = ADHD symptoms)
04
05
06
10
18
19
22
24
27
30
32
41
43
Task (P 25)
A
A
A
A
A
Alphabet (24)
22a
26
19b
26
21b
21b
24a
26
25
24a
13
26
25
Reading (94)
95
80a
37b
53b
95
90a
71a
100
23c
82a
20c
91a
84a
Writing (27)
16b
27a
11b
20a
21a
27a
28
24a
8c
22a
2c
33
23a
Literacy (121)
111a
107a
48b
73b
116a
117a
99a
124
31c
104a
22c
124
107a
PA (34)
32a
30a
36
25c
33a
25c
37
34a
25c
30a
33a
36
32a
AWD (18.50)
18a
19
19
13c
19
19
19
18a
19
18a
18a
18a
17c
VWM (27)
31
28
27a
26a
28
25b
26a
28
27a
22c
24c
30
25b
SHAPE (3)
1c
7
7
7
4
2a
3a
7
3a
2a
1c
7
1c
FIGOR (5)
7
6
5a
4b
5a
4b
5a
6
5a
4b
5a
6
4b
ROTE (3)
1
1
7b
4a
9c
7b
0
0
0
7b
2
1
1
ROTH (9)
22
17
7a
6b
5b
3c
14
18
14
3c
12
17
9a
RN (90.50)
80
100a
132c
88
88
94a
79
91a
152c
110b
113b
71
71
ATE (29)
31
27a
35
22c
34
26a
27a
29a
19c
27a
30
32
24b
Table 5 | Academic low-achievers’ composite scores at the end of the fifth grade on reading, writing, and literacy (apoor literacy status, i.e.,
scores 1 SD ≤M; bscores ≤P 25; cscores ≤P 5) and the true positives (TPs), true negatives (TNs), false positives (FPs), and false negatives (FNs)
produced by CS&S writing tasks (W) and ATE tasks, separately and combined (W/ATE), administered at the beginning of the second grade as
the second stage screening. RESULTS Low-achievers at the end of the fifth grade (A = ADHD symptoms)
04
05
06
10
18
19
22
24
27
30
32
41
43
Task (P 25)
A
A
A
A
A
Reading (129)
134
119b
103c
121a
134
122a
124a
143
99c
134
113b
121a
161
Writing (32)
33
31a
31a
28b
24c
31a
29b
24c
26c
22c
28c
36
34c
Literacy (160)
167
150a
134a
149a
158b
153a
153a
177
125a
166
141a
157b
161
W
FP
TP
TP
TP
FP
TP
FN
FP
TP
FP
TP
TN
FP
ATE
TN
TP
FN
TP
TN
TP
TP
FP
TP
FP
FN
TN
FP
W/ATE
FP
TP
TP
TP
FP
TP
TP
FP
TP
FP
TP
TN
FP Low-achievers at the beginning of the second grade (A = ADHD symptoms)
04
05
06
10
18
19
22
24
27
30
32
41
43
Task (P 25)
A
A
A
A
A
Alphabet (24)
22a
26
19b
26
21b
21b
24a
26
25
24a
13
26
25
Reading (94)
95
80a
37b
53b
95
90a
71a
100
23c
82a
20c
91a
84a
Writing (27)
16b
27a
11b
20a
21a
27a
28
24a
8c
22a
2c
33
23a
Literacy (121)
111a
107a
48b
73b
116a
117a
99a
124
31c
104a
22c
124
107a
PA (34)
32a
30a
36
25c
33a
25c
37
34a
25c
30a
33a
36
32a
AWD (18.50)
18a
19
19
13c
19
19
19
18a
19
18a
18a
18a
17c
VWM (27)
31
28
27a
26a
28
25b
26a
28
27a
22c
24c
30
25b
SHAPE (3)
1c
7
7
7
4
2a
3a
7
3a
2a
1c
7
1c
FIGOR (5)
7
6
5a
4b
5a
4b
5a
6
5a
4b
5a
6
4b
ROTE (3)
1
1
7b
4a
9c
7b
0
0
0
7b
2
1
1
ROTH (9)
22
17
7a
6b
5b
3c
14
18
14
3c
12
17
9a
RN (90.50)
80
100a
132c
88
88
94a
79
91a
152c
110b
113b
71
71
ATE (29)
31
27a
35
22c
34
26a
27a
29a
19c
27a
30
32
24b
Table 5 | Academic low-achievers’ composite scores at the end of the fifth grade on reading, writing, and literacy (apoor literacy status, i.e.,
scores 1 SD ≤M; bscores ≤P 25; cscores ≤P 5) and the true positives (TPs), true negatives (TNs), false positives (FPs), and false negatives (FNs)
produced by CS&S writing tasks (W) and ATE tasks, separately and combined (W/ATE), administered at the beginning of the second grade as
the second stage screening. www.frontiersin.org RESULTS Mean ± SD
Task
Non-low academic achievers (n = 32)
Academic low-achievers (n = 13)
t-test
p-value
Alphabet
25.09 ± 1.907
22.92 ± 3.774
1.974
0.680
Reading
119.00 ± 13.036
70.85 ± 28.151
5.915
0.000***
Writing
34.13 ± 3.260
20.15 ± 8.783
5.581
0.000***
Literacy
153.13 ± 14.788
91.00 ± 35.541
6.092
0.000***
Phonological awareness
38.22 ± 2.791
31.38 ± 4.214
6.391
0.000***
Verbal working memory
29.94 ± 2.850
26.69 ± 2.428
3.602
0.001**
Auditory word discrimination
18.88 ± 0.336
18.00 ± 1.633
1.916
0.079
Shapes copying
5.19 ± 1.839
4.00 ± 2.614
1.494
0.153
Figure order
5.84 ± 1.139
5.08 ± 0.954
2.138
0.038*
Figure rotation error
2.13 ± 3.077
3.08 ± 3.278
–0.923
0.361
Figure rotation hit
15.63 ± 5.615
11.31 ± 6.250
2.263
0.029*
Rapid naming
78.44 ± 11.733
97.62 ± 23.894
–2.762
0.015*
ATE
33.88 ± 3.966
27.92 ± 4.609
4.355
0.000***
Asterisks indicate significance (*p < 0.05, **p < 0.01, ***p < 0.001). facilitate analysis and interpretation of data, as well as to provide
educators with a simple way to interpret children’s performance
in a school context. Then, we grouped children’s responses in
the composite scores (see Statistical Analysis in the Materials and
Methods) of Reading, Writing, PA, VWM and, finally, ATE tasks
that, jointly with AWD and visual measures presented in original
single scores, are outlined in Table 2 which contains mean scores,
standard deviation and percentiles. AWD (0.665), alliteration (0.645), ATE I (0.634), rhyme detection
(0.629), ATE IV (0.604), and the two lowest loadings are for verbal
number sequence backward (0.452) and ATE II (0.358). Finally,
the third component, which represented the visual dimension and
accounted for 12% of data variance, had its highest loadings for
figure rotation hit (0.903), figure rotation error (–0.761) and figure
order (0.639), and the lowest loading is for non-word repetition
(0.490). According to these results we could reduce the number of vari-
ables by using composite scores obtained from the sum of raw
scores on conceptually related cognitive measures with the aim to After performing ranking transformation, Spearman correla-
tion analysis (CA) was conducted in all measures under investiga-
tion and showed that ATE tasks correlated with several composite January 2015 | Volume 5 | Article 1581 | 8 Frontiers in Psychology | Educational Psychology Collective identification of dyslexia Andrade et al. RESULTS Low-achievers at the beginning of the second grade (A = ADHD symptoms) Table 5 | Academic low-achievers’ composite scores at the end of the fifth grade on reading, writing, and literacy (apoor literacy status, i.e.,
scores 1 SD ≤M; bscores ≤P 25; cscores ≤P 5) and the true positives (TPs), true negatives (TNs), false positives (FPs), and false negatives (FNs)
produced by CS&S writing tasks (W) and ATE tasks, separately and combined (W/ATE), administered at the beginning of the second grade as
the second stage screening. scores from CS&S measures related to literacy and phonologi-
cal abilities. From the highest to the lowest, correlations of ATE
tasks with CS&S measures are: literacy (r = 0.595, p = 0.000),
reading (r = 0.589, p = 0.000), VWM (r = 0.572, p = 0.000),
PA (r = 0.548, p = 0.000), writing (r = 0.505, p = 0.000), RN
(r = 0.447, p = 0.002), figures order (r = 0.423, p = 0.004),
figure rotation hit (r = 0.368, p = 0.013). These correlations give
further support to our hypothesis that ATE tasks are suitable for
measuring phonological abilities collectively in classrooms. scores from CS&S measures related to literacy and phonologi-
cal abilities. From the highest to the lowest, correlations of ATE
tasks with CS&S measures are: literacy (r = 0.595, p = 0.000),
reading (r = 0.589, p = 0.000), VWM (r = 0.572, p = 0.000),
PA (r = 0.548, p = 0.000), writing (r = 0.505, p = 0.000), RN
(r = 0.447, p = 0.002), figures order (r = 0.423, p = 0.004),
figure rotation hit (r = 0.368, p = 0.013). These correlations give
further support to our hypothesis that ATE tasks are suitable for
measuring phonological abilities collectively in classrooms. n = 32). Since our sample size (n = 45) fits well with the central
limit theorem, according to which sample sizes equal or greater
than 30 are sufficiently large for concerns about unequal variance
and non-normality (Sokal and Rohlf, 1987, p. 107), we conducted
a t-test to compare performances on CS&S measures and ATE
tasks of children designated as academic low-achievers by CBA
measures and those children considered normal readers (Table 3). We used Levene’s test for inequality to verify whether variances
between groups are equal and to decide what t-value to choose
and, then, its significance. RESULTS PA (t = 6.391, p < 0.001), Literacy abilities (t = 6.092), Reading
(t = 5.915, p < 0.001), Writing (t = 5.581, p < 0.001) and ATE
tasks (t = 4.355, p < 0.001), in this order, which were substantially
greater than t-values for VWM (t = 3.602, p < 0.01), Naming
Speed (t = –2.762, p < 0.05), Figure Rotation Hit (t = 2.263,
p < 0.05), Figure Order (t = 2.138, p < 0.05). p
g
p
An analysis of individual performance across the composite
and individual measures of the CS&S protocol and the compos-
ite scores of ATE tasks, as described in Tables 2 and 3, was also
conducted on the academic low-achievers (Table 4). This allows
both the identification of at-risk students in the second stage
and to derive individual profiles of performance (i.e., to deter-
mine in which domains a given at-risk student did and not did
show abnormal performance) for which it was adopted norm-
referenced cutoff points to determine deviance. As shown in
Table 4 the 25th percentile was the main criterion for deviance,
but scores at or below 20th, 15th, 10th, and 5th percentiles were
also included in the analysis. Table 4 shows that CBAs, collec-
tively administered by teachers in the classrooms as part of the
first stage, was efficient in identifying children at risk for dyslexia. CBA measures have identified 13 children as struggling learners,
from which 10 were found to perform below 25th percentile on
reading tasks and 11 on writing tasks from the CS&S protocol. Performances on the Literacy composite score were found to be
handicapped in 11 of the 13 academic low-achievers. From the
non-literacy based tasks of the CS&S protocol, PA (10 of 13) and
FIGOR (9 of 13) were the most frequently impaired in the aca-
demic low-achievers, followed by VWM (8 of 13), AWD, SHAPE
and NS (7 of 13), ROTH (6 of 13), and ROTE (5 of 13). ATE
tasks were handicapped in 8 of the 13 academic low-achievers
thus comparably to VWM, the third most frequently impaired
CS&S non-literacy based task. Children with ADHD symptoms,
identified by the pedagogical team endorsements on the DSM-
IV ADHD symptom checklist, is also shown in Table 4. Five of
the 11 academic low-achievers also were identified as at risk for
ADHD. RESULTS Since
participant/variable ratio recommended in books for regression
analysis range from 15 to 40 participants per variable (Dancey and
Reidy, 2007), we considered that our sample size fits well within Table 6 | Prediction of PL status (Sens = sensitivity; Spec = specificity; Accur = accuracy) at the end of fifth grade according to logistic
regression models 1, 2, and 3 based on one-stage screening with collective tools. sensitivity; Spec = specificity; Accur = accuracy) at the end of fifth grade according to logistic
one-stage screening with collective tools. Table 6 | Prediction of PL status (Sens = sensitivity; Spec = specificity; Accur = accuracy) at the end of fifth grade according to logistic
regression models 1, 2, and 3 based on one-stage screening with collective tools. From now on we will focus our analyzes on the accuracy with
which our collective screening tools, namely, CS&S writing tasks
and ATE tasks, predict poor literacy status at the end of fifth grade
(literacy scores 1 SD ≤M) as shown in Tables 5 and 6. Since
participant/variable ratio recommended in books for regression
analysis range from 15 to 40 participants per variable (Dancey and
Reidy, 2007), we considered that our sample size fits well within
these requirements once we have only two variables under focus,
i.e., composite scores of the collectively administered writing and
ATE tasks. We conducted regression analysis with Writing and
ATE composite scores, both separately and together, as predic-
tors. Together Writing and ATE tasks accounted for nearly half
the variation of literacy abilities at the end of fifth grade (adjusted
R2 = 0.486), F(2,38) = 19.886, p < 0.001. Writing has a larger
absolute standardized coefficient (0.651) compared to ATE tasks
(0.118),thus reflecting its higher contribution to the model. Alone,
Writing accounted for 48.8% of the variance [F(1,39) = 39.107,
p < 0.001] in literacy abilities at the end of fifth grade, against
16.3% of the variance explained by ATE tasks [F(1,39) = 8.777,
p < 0.01]. RESULTS Model 1, combining both CS&S writ-
ing and ATE tasks, and Model 2, based only on writing tasks,
both resulted in a sensitivity of 100% and specificities of 89 5 Table 6 | Prediction of PL status (Sens = sensitivity; Spec = specificity; Accur = accuracy) at the end of fifth grade according to logistic
regression models 1, 2, and 3 based on one-stage screening with collective tools. Models (1–4)
B
SE
Wald
p
TN
FN
TP
FP
Sens
Spec
Accur
Model 1
Writing
–0.225
0.094
5.746
0.017
34
0
7
4
100
89.5
91.1
ATE
–0.297
0.167
3.178
0.075
Constant
12.957
6.040
4.602
0.32
Model 2
Writing
–0.227
0.079
8.292
0.004
32
0
7
6
100
84.2
86.7
Constant
4.373
2.078
4.427
0.035
Model 3
ATE
–0.287
0.106
7,381
0.007
26
1
6
12
85.7
68.4
71.1
Constant
6,947
3,057
5,165
0.023 Table 6 | Prediction of PL status (Sens = sensitivity; Spec = specificity; Accur = accuracy) at the end of fifth grade according to logistic
regression models 1, 2, and 3 based on one-stage screening with collective tools. Models (1–4)
B
SE
Wald
p
TN
FN
TP
FP
Sens
Spec
Accur
Model 1
Writing
–0.225
0.094
5.746
0.017
34
0
7
4
100
89.5
91.1
ATE
–0.297
0.167
3.178
0.075
Constant
12.957
6.040
4.602
0.32
Model 2
Writing
–0.227
0.079
8.292
0.004
32
0
7
6
100
84.2
86.7
Constant
4.373
2.078
4.427
0.035
Model 3
ATE
–0.287
0.106
7,381
0.007
26
1
6
12
85.7
68.4
71.1
Constant
6,947
3,057
5,165
0.023
PA (t = 6.391, p < 0.001), Literacy abilities (t = 6.092), Reading
(t = 5.915, p < 0.001), Writing (t = 5.581, p < 0.001) and ATE
tasks (t = 4.355, p < 0.001), in this order, which were substantially
greater than t-values for VWM (t = 3.602, p < 0.01), Naming
Speed (t = –2.762, p < 0.05), Figure Rotation Hit (t = 2.263,
p < 0.05), Figure Order (t = 2.138, p < 0.05). An analysis of individual performance across the composite
From now on we will focus our analyzes on the accuracy with
which our collective screening tools, namely, CS&S writing tasks
and ATE tasks, predict poor literacy status at the end of fifth grade
(literacy scores 1 SD ≤M) as shown in Tables 5 and 6. RESULTS No significant difference in age was
found between groups. As is outlined in Table 3, academic non-
low achievers demonstrated significantly better performance than
academic low-achievers on a number of C&S measures and in
ATE tasks as well. Note that the greater t-values are observed for n = 32). Since our sample size (n = 45) fits well with the central
limit theorem, according to which sample sizes equal or greater
than 30 are sufficiently large for concerns about unequal variance
and non-normality (Sokal and Rohlf, 1987, p. 107), we conducted
a t-test to compare performances on CS&S measures and ATE
tasks of children designated as academic low-achievers by CBA
measures and those children considered normal readers (Table 3). We used Levene’s test for inequality to verify whether variances
between groups are equal and to decide what t-value to choose
and, then, its significance. No significant difference in age was
found between groups. As is outlined in Table 3, academic non-
low achievers demonstrated significantly better performance than
academic low-achievers on a number of C&S measures and in
ATE tasks as well. Note that the greater t-values are observed for Table3 providesthe mean scores and standard deviation related
to the measures described in the Table 2 for those children identi-
fied academic low-achievers (n = 13) by the first stage of our two-
stage screening procedure as well as for the remaining children not
considered academic low-achievers (academic non-low achievers, January 2015 | Volume 5 | Article 1581 | 9 Collective identification of dyslexia Andrade et al. Table 6 | Prediction of PL status (Sens = sensitivity; Spec = specificity; Accur = accuracy) at the end of fifth grade according to logistic
regression models 1, 2, and 3 based on one-stage screening with collective tools. RESULTS Models (1–4)
B
SE
Wald
p
TN
FN
TP
FP
Sens
Spec
Accur
Model 1
Writing
–0.225
0.094
5.746
0.017
34
0
7
4
100
89.5
91.1
ATE
–0.297
0.167
3.178
0.075
Constant
12.957
6.040
4.602
0.32
Model 2
Writing
–0.227
0.079
8.292
0.004
32
0
7
6
100
84.2
86.7
Constant
4.373
2.078
4.427
0.035
Model 3
ATE
–0.287
0.106
7,381
0.007
26
1
6
12
85.7
68.4
71.1
Constant
6,947
3,057
5,165
0.023
PA (t = 6.391, p < 0.001), Literacy abilities (t = 6.092), Reading
(t = 5.915, p < 0.001), Writing (t = 5.581, p < 0.001) and ATE
tasks (t = 4.355, p < 0.001), in this order, which were substantially
greater than t-values for VWM (t = 3.602, p < 0.01), Naming
Speed (t = –2.762, p < 0.05), Figure Rotation Hit (t = 2.263,
p < 0.05), Figure Order (t = 2.138, p < 0.05). An analysis of individual performance across the composite
and individual measures of the CS&S protocol and the compos-
ite scores of ATE tasks, as described in Tables 2 and 3, was also
conducted on the academic low-achievers (Table 4). This allows
both the identification of at-risk students in the second stage
and to derive individual profiles of performance (i.e., to deter-
mine in which domains a given at-risk student did and not did
show abnormal performance) for which it was adopted norm-
referenced cutoff points to determine deviance. As shown in
Table 4 the 25th percentile was the main criterion for deviance,
but scores at or below 20th, 15th, 10th, and 5th percentiles were
also included in the analysis. Table 4 shows that CBAs, collec-
tively administered by teachers in the classrooms as part of the
first stage, was efficient in identifying children at risk for dyslexia. CBA measures have identified 13 children as struggling learners,
from which 10 were found to perform below 25th percentile on
reading tasks and 11 on writing tasks from the CS&S protocol. Performances on the Literacy composite score were found to be
handicapped in 11 of the 13 academic low-achievers. From the
non-literacy based tasks of the CS&S protocol, PA (10 of 13) and
FIGOR (9 of 13) were the most frequently impaired in the aca-
demic low-achievers, followed by VWM (8 of 13), AWD, SHAPE
and NS (7 of 13), ROTH (6 of 13), and ROTE (5 of 13). RESULTS ATE
tasks were handicapped in 8 of the 13 academic low-achievers
thus comparably to VWM, the third most frequently impaired
CS&S non-literacy based task. Children with ADHD symptoms,
identified by the pedagogical team endorsements on the DSM-
IV ADHD symptom checklist is also shown in Table 4 Five of
From now on we will focus our analyzes on the accuracy with
which our collective screening tools, namely, CS&S writing tasks
and ATE tasks, predict poor literacy status at the end of fifth grade
(literacy scores 1 SD ≤M) as shown in Tables 5 and 6. Since
participant/variable ratio recommended in books for regression
analysis range from 15 to 40 participants per variable (Dancey and
Reidy, 2007), we considered that our sample size fits well within
these requirements once we have only two variables under focus,
i.e., composite scores of the collectively administered writing and
ATE tasks. We conducted regression analysis with Writing and
ATE composite scores, both separately and together, as predic-
tors. Together Writing and ATE tasks accounted for nearly half
the variation of literacy abilities at the end of fifth grade (adjusted
R2 = 0.486), F(2,38) = 19.886, p < 0.001. Writing has a larger
absolute standardized coefficient (0.651) compared to ATE tasks
(0.118),thus reflecting its higher contribution to the model. Alone,
Writing accounted for 48.8% of the variance [F(1,39) = 39.107,
p < 0.001] in literacy abilities at the end of fifth grade, against
16.3% of the variance explained by ATE tasks [F(1,39) = 8.777,
p < 0.01]. We performed logistic regression to predict normal reader
and poor literacy status at the end of fifth grade (PL, i.e., chil-
dren with performances ≤1 SD below the mean on literacy
tasks). To maximize TPs and limit FPs we explored the util-
ity of several classification cutoffs in addition to the standard
0.5 classification cutoff of the SPSS according to the suggestion
of Neter et al. (1996). By adjusting the cutoff value at either
0.2 or 0.1, the accuracy of the three logistic regression mod-
els based on one-stage screening in the entire group (n = 45)
using Writing and ATE collective screening tools, either separately
or combined, as predictors of PR at the end of fifth grade, are
described in the Table 6. DISCUSSION literacy abilities and 10 were handicapped in phonological abilities,
from which eight were also handicapped in ATE tasks, this last the
third most frequently impaired from all non-literacy based task. The most common way to implement RTI in the schools is the
reliance on a single-stage universal screen to determine children
at risk for learning disabilities and to provide them with Tier 2
interventions. Despite the advantages of being efficient, requir-
ing only a brief, one-time assessment which provides objective
information about the academic status of students, a single-stage
universal screening often overidentify at-risk status (Fuchs et al.,
2012; Gilbert et al., 2012). There is evidence that use of a second
stage screening reduces the number of FPs and, hence, the number
of students in need of Tier 2 intervention by two thirds, reducing
the total cost of approximately $260,000, considering a universe of
200 at-risk children, to approximately $96,500 (Fuchs et al., 2012). However, in a two-stage screening process both first and second
stages are based on individual assessments what implies in addi-
tional time, personnel and financial resources, even more if we
take into account the expense of tutoring interventions in Tiers 2
and 3. Taken together, even in a RTI implemented on the basis of
a two-stage screening process these aspects make the implemen-
tation of RTI in Brazil a challenging endeavor if we consider the
public funding limitations. q
y
p
y
Moreover, individual profiles of linguistic-cognitive deficits
in academic low-achievers are consistent with literature in
that although a phonological processing deficit is the main
endophenotype associated with literacy acquisition difficulties it
may not be sufficient to fully explain dyslexia (Peterson and Pen-
nington, 2012). Firstly, we found that attention deficits are present
in five of the 11 children identified as at risk by the second-stage
screening (Table 4) who were later part of the seven poor literates
at the end of fifth grade (Table 5). Additionally, two of these poor
literates had normal phonological processing, while both were
severely impaired in naming speed and one of them was identified
as at risk for ADHD. Therefore, their literacy difficulties could be
explained only on the basis of naming deficits, consistently with
the double-deficit hypothesis of dyslexia (Wolf and Bowers, 1999;
Boada et al., 2012). DISCUSSION Individual analysis also revealed that all chil-
dren identified as at risk for ADHD were impaired on RN and
four were clearly impaired in VWM and in all three visuospatial
measures (figure order, figure rotation error, and figure rotation
hit). These findings are strikingly consistent with the notion that
inattention symptoms are associated with weaknesses in naming
speed and working memory (Shanahan et al., 2006; Lui and Tan-
nock, 2007; Marzocchi et al., 2008; Arnett et al., 2012), and also
consistent with evidence that tasks involving visuospatial manipu-
lations are specially sensitive to inattentive behavior (Martinussen
et al., 2005; Willcutt et al., 2005; Castellanos et al., 2006). One of the ways to reduce the costs of both one-stage and
two-stage screening procedures is the use of screening tools that
are able to be administered collectively (Andrade et al., 2013). The
mainpurposeof thispilotstudywastoevaluatetheaccuracyof two
collective screening tools in identifying children at risk for dyslexia
in the beginning of the first grade and to predict poor reading
status at the end of fifth grade. Writing tasks of the collective
version of the CS&S protocol and a non-literacy based tool for
the collective assessment of the phonological abilities based on
phonological judgments by matching figures and figures to spoken
words (ATE tasks), were tested as collective screening tools in the
context of both a one-stage and a two-stage screening processes. ,
;
,
;
,
)
Taken together, these results support our proposal that the
collective administration of the ATE tasks can substitute the indi-
vidually administered phonological processing tasks from the
CS&S protocol. A third important finding is regarding the col-
lectively administered writing tasks of the CS&S protocol, namely,
words and pseudowords, which represented the highest and the
fifth highest loadings on the literacy factor, respectively, thus
suggesting that this task also has the potential to be used as a
literacy-based screening tool. In fact, Snowling and Hulme (2012)
argue that although few causal theories have addressed the com-
plex relations between reading and writing development it is clear
that most cognitive mechanisms underlying these abilities are
shared, so that reading difficulties will be associated with writing
difficulties most of the time. RESULTS It is worthy of noting that four of the five children with
clear visuospatial difficulties (performing at or below 25th per-
centile in all three visual measures) were identified as at risk for
ADHD. We performed logistic regression to predict normal reader
and poor literacy status at the end of fifth grade (PL, i.e., chil-
dren with performances ≤1 SD below the mean on literacy
tasks). To maximize TPs and limit FPs we explored the util-
ity of several classification cutoffs in addition to the standard
0.5 classification cutoff of the SPSS according to the suggestion
of Neter et al. (1996). By adjusting the cutoff value at either
0.2 or 0.1, the accuracy of the three logistic regression mod-
els based on one-stage screening in the entire group (n = 45)
using Writing and ATE collective screening tools, either separately
or combined, as predictors of PR at the end of fifth grade, are
described in the Table 6. Model 1, combining both CS&S writ-
ing and ATE tasks, and Model 2, based only on writing tasks,
both resulted in a sensitivity of 100% and specificities of 89.5
and 84.2%, respectively. Model 3, based only on the ATE tasks
resulted in a sensitivity of 85.7% and specificity of 68.4%. The
Hosmer–Lemeshow test showed small and non-significant Chi-
squared values indicating goodness of fit for the logistic regression
models. January 2015 | Volume 5 | Article 1581 | 10 Frontiers in Psychology | Educational Psychology Collective identification of dyslexia Andrade et al. www.frontiersin.org REFERENCES American Psychiatric Association. (2000). Diagnostic and Statistical Manual of
Mental Disorders, 4th Edn, Text Revision. Washington, DC: Author. Andrade, O. V. C. A. (2010). Instrumentalização Pedagógica Para Avaliação de Cri- Andrade, O. V. C. A. (2010). Instrumentalização Pedagógica Para Avaliação de Cri-
anças com Risco de Dyslexia. Master Degree thesis, Faculdade de Filosofia e
Ciências, Universidade Estadual Paulista, Brazil. Available at: http://www.marilia. unesp.br/Home/Pos-Graduacao/Educacao/Dissertacoes/andrade_ovca_me_mar. pdf anças com Risco de Dyslexia. Master Degree thesis, Faculdade de Filosofia e
Ciências, Universidade Estadual Paulista, Brazil. Available at: http://www.marilia. unesp.br/Home/Pos-Graduacao/Educacao/Dissertacoes/andrade_ovca_me_mar. pdf Andrade, O. V., Andrade, P. E., and Capellini, S. A. (2013). Identificação precoce
do risco para transtornos da atenção e da leitura em sala de aula. Psicol. Teoria
Pesqui. 29, 167–176. doi: 10.1590/S0102-37722013000200006 There are several study limitations and admonitions regarding
the interpretations of our study. The first and most important is
the small sample size which imposes serious limitations regarding
the generalizability of our results. Therefore, our results should
be interpreted in the context of a pilot study which took care of
controlling homogeneity with respect to age, socioeconomic status
and pedagogical approaches, so that our results should be consis-
tent with studies on larger samples in order to be considered as a
valid pilot study worthy of being conducted in larger, representa-
tive samples. Secondly, once we do not have detailed information
regarding the general non-verbal cognitive abilities of these chil-
dren it remains unclear whether differences between groups are
due to differences in general cognitive abilities, e.g., IQ or even
overall processing speed. However, only students with no exclu-
sionary factors participated in the study. We also have examined
separatelythosetaskstraditionallyassociatedwithexecutivecogni-
tive functions and noted that they were not significantly correlated
with reading abilities neither showed high loadings on literacy fac-
tor. These tasks are Verbal Number Sequence Backward, which
measures the ability of mental double-tracking of the memory
and the reversing operations (Gathercole et al., 2004; Lezak et al.,
2004), Figure Order, Rotation Error (and Figure Rotation Hit)
which measure visual short-term memory and visuospatial abili-
ties, respectively, thus tapping visual memory functions different
from those assessed by verbal-auditory measures (Snow, 1998;
Rosselli et al., 2001; Kyttälä, 2008) and tapping attention as well
(Marzocchi et al., 2008). Therefore contributions of these abilities
to the differences between groups and the relationships between
variables should be minimal. REFERENCES The third limitation is regarding to
the measures used to define poor reading status at the end of fifth
grade, which did not include a subtest of reading comprehension. To minimize this limitation we also took into account the fifth Andrade, O. V. C. A., Prado, P. S. T., and Capellini, S. A. (2011). Desenvolvimento de
ferramentas pedagógicas para identificação de escolares de risco para a dislexia. Rev. Psicopedag. 28, 14–28. Arnett, A. B., Pennington, B. F., Willcutt, E., Dmitrieva, J., Byrne, B., Samuelsson,
S., et al. (2012). A cross-lagged model of the development of ADHD inattention
symptoms and rapid naming speed. J. Abnorm. Child Psychol. 40, 1313–1326. doi:
10.1007/s10802-012-9644-5 Barth, A. E., Stuebing, K. K., Anthony, J. L., Denton, C. A., Mathes, P. G.,
Fletcher, J. M., et al. (2008). Agreement among response to intervention cri-
teria for identifying responder status. Learn. Individ. Differ. 18, 296–307. doi:
10.1016/j.lindif.2008.04.004 Boada, R., Willcutt, E. G., and Pennington, B. F. (2012). Understanding the comor-
bidity between dyslexia and attention-deficit/hyperactivity disorder. Top. Lang. Disord. 32, 264–284. doi: 10.1097/TLD.0b013e31826203ac Bradley, L., and Bryant, P. E. (1983). Categorizing sounds and learning to read: a
causal connection. Nature 301, 419–421. doi: 10.1038/301419a0 Capellini, S., Smythe, I., and Silva, C. (2012). Protocolo de avaliação de Habilidades
Cognitivo-Linguísticas: Livro do Profissional e do Professor. Marila: Fundepe. Castellanos, F. X., Sonuga-Barke, E. J., Milham, M. P., and Tannock, R. (2006). h
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Catts, H. W., Fey, M. E., Zhang, X., and Tomblin, J. B. (2001). Estimating the risk
of future reading difficulties in kindergarten children A research-based model
and its clinical implementation. Lang. Speech Hear. Serv. Sch. 32, 38–50. doi:
10.1044/0161-1461(2001/004) Compton, D. L., Fuchs, D., Fuchs, L. S., Bouton, B., Gilbert, J. K., Barquero, L. A.,
et al. (2010). Selecting at-risk first-grade readers for early intervention: elimi-
nating false positives and exploring the promise of a two-stage gated screening
process. J. Educ. Psychol. 102:327. doi: 10.1037/a0018448 Dancey, C. P., and Reidy, J. (2007). Statistics without Maths for Psychology, 5th Edn. Harlow: Pearson. Davis, G. N., Lindo, E. J., and Compton, D. L. (2007). Children at risk for reading
failure. Teach. Except. Child. 39, 32–37. DISCUSSION These authors further argue that once
spelling demands explicit knowledge of the orthographic structure
of words its development depends in large part on reading
experience which, in short, “gives information in how phonology
maps to orthography”; in this sense, spelling is protracted in rela-
tion to reading which normally begins to significantly influence
spelling around the second year of reading instruction (Snowling
and Hulme, 2012, p. 596). This rationale is consistent with the fact
that spelling and writing problems are often more severe and more
persistent than reading problems in people with dyslexia and our
findings fit well within this framework. By conducting a PCA analysis with varimax rotation on the
CS&S measures we found the presence of a simple and clear
structure of three components,namely,a literacy dimension repre-
sented by measures of reading and writing abilities, a phonological
dimension mainly represented by tasks involving phonological
processing and, finally, a third dimension representing visu-
ospatial processing. Overall, the results above indicate that the
tasks proposed by CS&S protocol are, indeed, representing the
cognitive-linguistic or conceptual dimensions which they are
intended to measure. More relevant to our investigation is the finding that three of
the collectively administered ATE tasks presented high loadings
on the phonology factor (or phonological dimension) and corre-
lated with several composite scores from CS&S measures related
to literacy and phonological abilities. More specifically, ATE III
showed the highest of all loadings on phonology factor, followed
by ATE I being the fifth highest loading and by ATE IV being the
seventh highest loading. Secondly, an analysis of individual per-
formance across the composite and individual measures of the
CS&S protocol and the composite scores of ATE tasks, allowed
both the identification of at-risk students and to derive their indi-
vidual profiles of performance. From the 13 children identified
as struggling learners by CBA measures administered collectively
by teacher in the classrooms, 11 were found to be handicapped in Logistic regression showed that both collective screening tools
under investigation, namely CS&S writing subtests and ATE
tasks, used as one-stage universal screening tools (in isolation or
combination) were statistically significant predictors of literacy
abilities at the end of fifth grade. In combination, Writing and January 2015 | Volume 5 | Article 1581 | 11 Collective identification of dyslexia Andrade et al. DISCUSSION ATE tasks (Model 1) accurately classified 91.1% of poor readers at
the end of fifth grade, yielding sensitivity of 100% and specificity
of 89.5%. Writing alone (Model 2) classified 86.7% of poor read-
ers with 100% of sensitivity and 84.2% of specificity, whereas ATE
tasks accuracy (Model 3) was 71.1% with sensitivity of 85.7% and
specificity of 68.4%. grade CBA measures administered by teachers and the interviews
with the pedagogical team to confirm the academic status of
those children identified as poor readers. The fourth limitation
is with respect to the cutoff point to designate low-achievement (1
SD ≤M) which could be considered too lenient. However, this cut
point was used in relation to the entire sample, which also included
academic low-achievers, so that it defined a more stringent cutoff
that if it were used in relation to only those students with normal
literacy abilities. Of relevance is the finding that a first-stage universal screen-
ing based on CBA measures collectively administered by teachers
in classrooms showed to be of great utility identifying 13 aca-
demic low-achievers, corresponding to 29% of the whole sample. From the 13 children identified as academic low-achievers by
CBA measures 11 were identified as at risk for dyslexia in the
second-stage universal screening. Moreover, all seven students
identified as poor readers at the end of the fifth grade were aca-
demic low-achievers screened by CBA measures in the beginning
of the second grade. Although teachers’ judgments of student
literacy abilities are too subjective and show significant variabil-
ity (Madelaine and Wheldall, 2005) these results are consistent
with the notion that well clearly defined pedagogical assessments
administered by teachers in classrooms have the potential to
be used as a first-stage universal screening. CBA measures has
reduced the number of children referred to Tier 2 interventions
by 15.4%, and could be used as first-stage universal screening fol-
lowed by ATE tasks and Writing tasks as second-stage screening in
a two-stage screening procedure. Overall our results provide empirical support for the notion
that further studies on developing and testing of collective screen-
ing tools for the identification of children at risk for learning
disabilities should be encouraged. ACKNOWLEDGMENTS We thank Colégio Criativo and all children and families who
participated in this study. Frontiers in Psychology | Educational Psychology REFERENCES de Winter, J. C. F., Dodou, D., and Wieringa, P. A. (2009). Exploratory factor
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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)orlicensorarecreditedandthattheoriginalpublicationinthisjournaliscited,
in accordance with accepted academic practice. REFERENCES No use, distribution or reproduction is
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author(s)orlicensorarecreditedandthattheoriginalpublicationinthisjournaliscited,
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New low cost sorbents for Cr(VI) – batch and column experiments
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E3S web of conferences
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H. Šillerová1 and M. Komárek1 H. Šillerová1 and M. Komárek1
1 Faculty of Environmental Sciences, Czech University of Life Sciences Prague, Kamýcká 129, 165 21, Prague 6, Czech
Republic, sillerovah@fzp.czu.cz 1 Faculty of Environmental Sciences, Czech University of Life Sciences Prague, Kamýcká 129, 165 21, Prague 6, Czech
Republic, sillerovah@fzp.czu.cz Abstract. The use of agricultural byproducts and industrial biowaste materials has been shown to be an
attractive technique for removing Cr(VI) from contaminated waste waters. In this study, used brewers draff,
peat moss, sawdust, grape stalks and husks were investigated as novel biosorbents for Cr(VI). The material was
tested in two different modifications. The material was dried, cut and sieved and part of it was subjected to acid
(2 M H2SO4) and alkali (0.5 M NaOH) pre-treatments to remove starch, proteins and sugars. Fourier transform
infrared rays analysis on solid phase (FTIR-ATR) was used to determine the main functional groups that might
control the metal uptake. Batch experiments were performed at different pH values (3, 4.5, 6) and at various
initial concentration of Cr(VI) (25‒250 mg L-1). Two equilibrium empirical models, Langmuir and Freundlich,
were used to describe Cr(VI) adsorption. In order to identify possible reduction processes, ion exchange
separation on the AG1-X8 resin was used to separate the anionic Cr(VI) and the reduced cationic Cr(III) from
the aqueous phase after biosorption. As expected, Cr(VI) removal was pH-dependent and fitted well both the
Langmuir and Freundlich isotherm models. The ion exchange separation showed that Cr(VI) reduction had
occurred in the solution during biosorption. The efficiency of draff as a biosorbent was comparable (or even
higher) to highly organic materials (e.g., composted peat) showing its potential application for Cr(VI)
decontamination. Key words: chromium, biosorption process, organic substrates, batch and packed bed column experiments Introduction This study is based on investigation of adsorption
properties of five potential low-cost biosorbents for
Cr(VI).The adsorption process under different conditions
(various concentrations of Cr(VI) and various pH) will be
studied using batch and column experiments. Also the
ability of the sorbents to reduce Cr(VI) to Cr(III) will be
investigated. Chromium can be find mainly in two forms in the
environment, hexavalent and trivalent. Cr(VI) is highly
soluble and mobile and it is a potential carcinogen
(Kortenkamp et al., 1996) It is not typically naturally
occurring in the environment but can be found in high
concentrations in some regions of the Czech Republic
(ultramafic rocks). Chromium as well as other metal
elements is used widely in metallurgical and chemical
industry. The majority of Cr is processed in stainless steel
manufacturing followed by electroplating, lather and
wood preservation, pigments production. Industrial
wastewaters are the main pollution sources of Cr in
natural waters and soils. Besides conventional processes
used to remove Cr(VI) (precipitation as chromium
hydroxide, ion exchange removal or adsorption). Recently, alternative sorbents have been investigated by
many authors in order to find effective low cost
technology for the treatment of metal-contaminated water
(Fiol et al., 2008; Levankumar et al., 2009; Park et al.,
2008). E3S Web of Conferences
DOI: 10.1051/
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⃝Owned by the authors, published by EDP Sciences, 2013
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3012500
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25006 (2013)
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DOI: 10.1051/
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⃝Owned by the authors, published by EDP Sciences, 2013
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3012500
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25006 (2013)
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DOI: 10.1051/
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3012500
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conf
e3s
25006 (2013)
6 C
⃝Owned by the authors, published by EDP Sciences, 2013 This is an Open Access article distributed under the terms of the Creative Commons Attribution License 2 0 , which
.
permits unrestricted use, distributi
and reproduction in any medium, provided the original work is properly cited.
on, Article available at http://www.e3s-conferences.org or http://dx.doi.org/10.1051/e3sconf/20130125006 New low cost sorbents for Cr(VI) – batch and column experimen H. Šillerová1 and M. Komárek1 Materials and Methods Biosorbents used in this study (brewers draff, peat moss,
grape stalks and husks and digestate from biogass plant)
were dried in an oven at 80°C for 24 hours and cut. Half
of the material was subjected to pretreatment - an acid
hydrolysis by 2 M H2SO4 (at 100°C for 1 hour) and an
alkali treatment by 0.5 M NaOH (stirring for 24 hours at
the room temperature). After each treatment the material
was washed with deionized water several times until the
pH reached 7 ± 0.5. Both types of the material were used
for the batch and the column experiments. Fourier transform infrared rays analysis (FTIR)
was used to determine the main functional groups. The This is an Open Access article distributed under the terms of the Creative Commons Attribution License 2 0 , which
. permits unrestricted use, distributi
and reproduction in any medium, provided the original work is properly cited. on, E3S Web of Conferences specific surface area was measured using nitrogen as gas
absorbent and the BET model. evaluated from the Langmuir isotherm is 350 mg.g-1),
followed by grape stalks (331 mg.g-1), peat moss
(237mg.g-1), brewers draff (139 mg.g-1) and sawdust (63
mg.g-1). FTIR-ATR
analyses
showed
that
the
composition of the materials has changed by the acid and
alkali pretreatment. Maximal sorption capacities of all the
materials were enhanced: grape husks (378 mg.g-1), grape
stalks (336 mg.g-1), peat moss (298 mg.g-1), brewers draff
(261 mg.g-1) and sawdust (99 mg.g-1). By this treatment,
starch, proteins and sugars are removed from the structure
of biomaterial accessing thus the functional groups, such
as carboxyl and hydroxyl, and increasing the specific
surface area (Dupont and Guillon, 2003). Batch experiments were performed at plastic
tubes by shaking a mass of 0.4 g of each material with 40
mL of chromium solution at different pH values (3, 4.5,
6) and different initial concentration of Cr(VI) (25-250
mg.L-1). Column experiments were carried out in plastic
column (BioRad, USA). Initial Cr(VI) concentration was
between 25 and 300mg.L-1 and the initial pH values were
3, 4.5 and 6. Effect of different flow rates (5, 10 and 15
mL.min-1) was investigated. Cr concentration was
determined by ICP-OES. Cr(VI) and Cr(III) exist in anionic and cationic
forms, respectively. That is why the separation of both
forms can be realized by exchange resin. Separation of
Cr(VI) and Cr(III) by resin AG1-X8 (Bio-Rad) was
performed in this study. Materials and Methods Ion exchange columns were
filled with 10 mL of the resin and initialized by 10 ml of
6 M HCl and 40 mL deionized water subsequently. The
water sample was passed through the column. Cr(VI) was
absorbed onto the resin and after that converted to Cr(III)
with H2O2 and eluted by 6 M HCl (Ellis et al., 2002). The concentration of both Cr(III) and Cr(VI) in the
filtrates
was
analyzed
by
ICP-OES
(Agilent
Technologies, USA). Chromium sorption proved to be pH-dependent. The sorption efficiency was the highest for all the
materials at initial solution pH 3. At low pH values the
sorption sites bound largely H+ and these can be easily
exchanged by toxic metal ions. It was generally observed that increasing the
initial Cr(VI) concentration led to adsorption decreases. In the range 0 – 100 mg.L-1 the adsorption percentage
was between 25 and 90% for most of the materials
(except sawdust); in solution with concentrations between
100 – 200 mg.l-1, from 15 to 50 % of the Cr has been
removed and in the range 200 – 300 mg.L-1 only 0 to 30
% of Cr was removed. After the sorption process, Cr(III) was detected
in the solution. This proves the presence of reduction
reactions during the sorption process. Cr(VI) is partly
reduced to Cr(III) by the sorbents. To ascertain the
sorption mechanism and the oxidation state of Cr on the
biomaterial surface more experiments are necessary. To
characterize the oxidation state of Cr bound X-ray
adsorption spectrometry might be used as a next step
(Park et al., 2008). Acknowledgements The authors thank the financial supports providing from
Technology Agency of the Czech Republic
(TA01021055). Park D, Yun YS. XAS and XPS studies on chromium-
binding groups of biomaterial during Cr(VI)
biosorption. J. Colloid Interf. Sci. 2008; 317: 54-
61. Conclusion Ellis SA, Johnson MT, Bullen DT. Chromium Isotopes
anf the Fate of Hexavalent Chromium in the
Environment. Science 2002; 295: 2060-2062. All of the used materials, except sawdust, show good
efficiency in removal of chromium from aqueous
solution. The efficiency of the newly tested material,
brewers draff, was comparable (or even higher) to
highly organic materials (e.g., composted peat) showing
its potential application for Cr(VI) decontamination. Chromium sorption is pH-dependent and the maximum
sorption capacity is found at initial pH 3. Part of Cr(VI)
is reduced to Cr(III) during the sorption process (5 - 15
% of the chromium at equilibrium concentration
conditions). More experiments are necessary to
ascertain the oxidation state of the chromium bound on
the biomaterial. Dupont L, Guillon E. Removal of Hexavalent
Chromium with a Lignocellulosic Substrate
Extracted from Wheat Bran. Environ. Sci. Technol. 2003; 37: 4235-4241. Fiol et al. Chromium sorption and Cr(VI) reduction to
Cr(III) by grape stalks and yohimbe bark. Bioresource technology. 2008; 99: 5030-5036. Kortenkamp et al. A Role for molecular oxygen in the
formation of DNA damage during the reduction of
the carcinogen chromium (VI) by glutathione. Arch.Biochem. Biophy. 1996; 329: 199-207. Levankumar et al. Batch adsorption and kinetics of
chromium (VI) removal from aqueous solution by
Ocimum americanum L. seed pods. Results and Discussion Langmuir and Freundlich isotherms were used to describe
the sorption process and both fitted well the batch
experimental data. As seen in Fig. 1, all the studied
materials are able to adsorb Cr to some extent. Comparing non-pretreated materials, the most efficient
one was grape husks (the maximal sorption capacity Fig. 1. Biosorption efficiency of non-pretreated brewers draff, peat moss, sawdust, grape stalks and husks on chromium
solution at different pH. Fig. 1. Biosorption efficiency of non-pretreated brewers draff, peat moss, sawdust, grape stalks and husks on chromium
solution at different pH. 25006-p.2 ICHMET 2012 References 25006-p.3
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Forgotten shelters of Kłodzko Land. On architecture inspired by the local building tradition
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Budownictwo i Architektura 20(3) 2021, 119-133
DOI: 10.35784/bud-arch.817
Received: 04.12.2019; Revised: 02.01.2020;
Accepted: 20.10.2021; Available online: 29.10.2021
Orginal Article
© 2021 Budownictwo i Architektura
This is an open-access article distributed under the terms of the CC-BY-SA 4.0 Budownictwo i Architektura 20(3) 2021, 119-133
DOI: 10.35784/bud-arch.817
Received: 04.12.2019; Revised: 02.01.2020;
Accepted: 20.10.2021; Available online: 29.10.2021
Orginal Article
© 2021 Budownictwo i Architektura
This is an open-access article distributed under the terms of the CC-BY-SA 4.0 Budownictwo i Architektura 20(3) 2021, 119-133
DOI: 10.35784/bud-arch.817 Received: 04.12.2019; Revised: 02.01.2020;
Accepted: 20.10.2021; Available online: 29.10.2021 Orginal Article
© 2021 Budownictwo i Architektura
This is an open-access article distributed under the terms of the CC-BY-SA 4.0 Orginal Article
© 2021 Budownictwo i Architektura
This is an open-access article distributed under the terms of the CC-BY-SA 4.0 Forgotten shelters of Kłodzko Land.
On architecture inspired by the local building tradition Jacek Suchodolski Chair of Architecture and Visual Arts; Faculty of Architecture; Wrocław University of Science and
Technology; ul. B. Prusa 53/55, Wrocław, Poland;
jacek.suchodolski@pwr.edu.pl
0000-0002-4767-6169 Abstract: The article addresses the problem of the decline in the number of tourist
facilities with outstanding features of regional architecture, built before 1945 in Kłodzko
Land. Their destruction is an irreparable loss for the cultural heritage of the described region. Usually designed in the spirit of the local building tradition – born out of centuries of expe-
rience of the people living here – hostels, inns and taverns were a characteristic, regional
distinguishing feature of the landscape of Kłodzko Land. Meanwhile, the new architecture of
objects related to tourism, built after the end of the Second World War, most often does not
refer to the characteristic forms and structures of local buildings. The article stresses the need
to put an end to the often deliberate practice of destroying old pre-war buildings and to draw
the attention of architects working today to the importance of continuing local, regional forms
in the emerging tourist facilities. Keywords: architecture, shelters, Kłodzko Land Keywords: architecture, shelters, Kłodzko Land 1. Introduction Kłodzko Land, partially covering the areas of the Central and Eastern Sudetes, is certainly
one of the most diverse and interesting regions in the Sudetes in terms of tourist attractive-
ness. The reasons for that are its history, a significant number of architectural monuments,
including wooden buildings in the regional style, and the landscape diversified by the ranges
of the Stołowe, Orlické, Bystrzyckie, Bardzkie, Bialskie and Golden Mountains, as well as
the Śnieżnik Mountains, the Kłodzko Valley and the Upper Nysa Rift. What nature created
here in the form of an undoubtedly attractive landscape has been used by man for centuries,
i.a. in tourism: in developing new maps, setting out hiking trails, buildings shelters, inns and
viewpoints. The second half of the nineteenth century brought a lot of investments in the Sude-
tes, related to the expansion of railway routes and roadways accompanying the mining and
textile industry emerging here, as well as glassworks, porcelain factories and other types of 120 Jacek Suchodolski production. This had a major impact on the development of tourism, which also became one
of the profitable branches of the economy. A more important and clearly visible element of
tourism development, which also constitutes a form of its architectural expression, were the
emerging shelters and other tourist facilities, more and more of which were built on mountain
slopes and in valleys in the Sudetes, and thus in Kłodzko Land, providing travellers with
accommodation and rest. Unfortunately, the period of development of these lands and the expansion of tourist
facilities in the Sudetes was interrupted in 1945, after the borders were changed. Lower Sile-
sia became a part of Poland, and settlers from various parts of the former Commonwealth of
Poland came to replace the current German population; however, they were not usually familiar
with the specificity of farming in the mountains. To make matters worse, Poland found itself
in the zone of Soviet influence, which meant that a command-and-distribution economy was
established, which is a denial of logical and established principles in economics. Moreover,
uncertainty prevailed among settlers whether the decision to annex the Western Territories to
Poland would last or not. It was often used by the authorities as leverage in the event of social
unrest. All these factors did not favour stabilisation, especially in the initial period after the
end of World War II. 2. Aim of the study The aim of the study is to restore and preserve the memory about those tourist shel-
ters which had an interesting regional form and constituted an important part of the cultural
landscape of Kłodzko Land before 1945. These buildings should become an inspiration for
contemporary architects in order to restore the cultural continuity of this region and to create
new architecture, enriched with traditional elements. The current article presents and publicises
this problem in an attempt to halt the process of degradation, which consists in decapitalis-
ing and then demolishing the objects from before 1945. It should be the task of institutions
established for this purpose, mainly the Provincial Heritage Monuments Protection Office
in Wrocław, because these objects are often valuable examples of old, unique work of local
builders. The above-mentioned examples are only a fragment of what was irretrievably lost
in Kłodzko Land after the end of the war and in later years. This problem concerns the entire
range of the Sudetes on the Polish side of these mountains. 1. Introduction As a consequence, many tourist and leisure facilities were devastated
and liquidated, including those with significant value of the architectural and regional features
they represented. 3. Tourist and sport resorts in Kłodzko Land Over the past centuries, three main centres of tourism and winter sports were formed
in Kłodzko Land, in which most of the buildings with recreational and tourist functions were
concentrated, including shelters, mountain inns and taverns. These include the Śnieżnik Moun-
tains, whose name is derived from the highest mountain in the former Kłodzko County –1425 m
above sea level – along with summer resorts and famous winter resorts such as Międzygórze
and Sienna with the ski resort in Czarna Góra, and Jodłów, Potoczek or Goworów [18], situ-
ated slightly away from Śnieżnik. The following one is Masyw Orlicy – 1084 m, located in
the Orlické Mountains – with Zieleniec, Kozia Hala, Graniczna and Podgórze, which are now
parts of Duszniki-Zdrój [17]. The third mountain massif, whose first ascent, in 1790, is one of
the earliest known, [13], [19], is Szczeliniec Wielki (919 m) located in the Stołowe Mountains,
with the adjacent Karłów, Karłówko and Pasterka. 121 Forgotten shelters of Kłodzko Land… In addition to the main resorts, there were also smaller ones, in which tourist and recrea-
tional architecture was constructed, including well-known buildings [15]. Among others, towns
on the Dzika Orlica River should be mentioned here: Lasówka, Piaskowice, Mostowice, Rudawa,
Poniatów, Niemiów and Lesica. Sudeten huts with an interesting regional form [17], [24], [25]
were also located in Spalona, Wójtowice, Młoty, Biała Woda in the Bystrzyckie Mountains or the
Puchaczowska Pass separating the Śnieżnik Mountains from the Krowiarki Mountains. Before
1945, in the above-mentioned resorts and individual towns, as well as in particularly attractive
places, such as passes or summits in the mountains, mountain shelters, hotels and mountain inns
formed a well-organised system of to urist and recreational facilities, which suffered significant
degradation after the Second World War. Places that used to be densely populated became
deserted; where buildings once stood, hills covered with grass and trees are now seen – these
can be easily identified and stimulate the viewer’s imagination even stronger. Out of 56 shelters
in Kłodzko Land (Fig. 1) which existed before 1945, as many as 43 are no longer in operation
and only thirteen have a tourist function. After the war, only three new facilities of this type
were built [4], [13], [16], [25]. 4. Regional architecture as a source of inspiration for the form
and architectural details of shelters and inns in Kłodzko Land As in the neighbouring ranges of the Sudetes on the Silesian and Czech sides, character-
istic features of the local wooden architecture also developed over the centuries in Kłodzko
Land. The fact that the Kłodzko County used to belong to the Czech Crown for many centuries
is also apparent in the form of its wooden architecture, largely resembling its Czech versions
[1], [9], [13], [23]. The most common object of regional origin on both sides of the border is
a one-storey building with a log structure of wooden walls and a steep gable roof with a slope of
45-55 degrees. At first roofs were covered with straw or reed thatch, then with wood shingles,
less often with phyllite slate. Even before the First World War, in some buildings sheet metal
was nailed to shingle roofing through intermediary ridge beams as an external covering, which
increased fire resistance, but changed the character of the whole [9], [23] (Fig. 2). 122 Jacek Suchodolski Fig. 1. Location of shelters in Kłodzko Land (points: green – new shelters, built after 1945; black – non-ex-
istent shelters, shelters that perform a different function; red – shelters in operation today, built after
1945; lines: red – Polish and Czechia state border; rose – poviat (district) border). Author’s study Fig. 1. Location of shelters in Kłodzko Land (points: green – new shelters, built after 1945; black – non-ex-
istent shelters, shelters that perform a different function; red – shelters in operation today, built after
1945; lines: red – Polish and Czechia state border; rose – poviat (district) border). Author’s study Fig. 2. The village of Młoty in the Bystrzyckie Mountains. A rural residential building with log walls,
a gabled roof covered with sheet metal, with a slope of 45 degrees. Photo by Jacek Suchodolski 2005 Fig. 2. The village of Młoty in the Bystrzyckie Mountains. A rural residential building with log walls,
a gabled roof covered with sheet metal, with a slope of 45 degrees. Photo by Jacek Suchodolski 2005 123 Forgotten shelters of Kłodzko Land… Among the varieties of regional architecture, there are also single-storey wooden houses
with an attic storeroom, i.e. a single-storey extension in the form of a dormer (extending beyond
the perimeter of the building), supported on posts. 4. Regional architecture as a source of inspiration for the form
and architectural details of shelters and inns in Kłodzko Land Known in Polish as wyżka, pięterko or
ryzalit wejściowy, it was originally used for storing hay, and over time it became an additional
living space for holidaymakers visiting these areas [23] (Fig. 3). Buildings in the region had gable roofs or roofs with a mansard structure. Buildings with
log walls and mansard roofs are also a distinctive group among wooden architecture. Larger in
volume, they often had the above-mentioned attic storerooms and served as taverns, shelters
and inns. These roofs were mostly covered with diamond-shaped eternit or sheet metal tiles
(Fig. 4). Fig. 3. Pstrążna – an open-air museum of wooden buildings. The so-called Zajazd (Inn) moved from Szalejów
Dolny (probably built in the first half of the nineteenth century). The modest form of a single-storey
house with log walls is diversified by an attic storeroom, i.e. an extension protruding beyond the
eaves, supported on posts, in which there were rooms for tourists. Photo by Jacek Suchodolski 2015 Fig. 3. Pstrążna – an open-air museum of wooden buildings. The so-called Zajazd (Inn) moved from Szalejów
Dolny (probably built in the first half of the nineteenth century). The modest form of a single-storey
house with log walls is diversified by an attic storeroom, i.e. an extension protruding beyond the
eaves, supported on posts, in which there were rooms for tourists. Photo by Jacek Suchodolski 2015 Fig. 4. Orlica shelter in Zieleniec, built in 1878. The building with log walls, covered from the outside with
vertically-laid boards and with a mansard roof with dormers, also has an attic storeroom in the form
of an extension, supported by the masonry walls of the ground floor. There was a second tavern near
Orlica (Gasthaus zur Mense), of a similar shape and structure, but it was pulled down in the 1960s. Photo by Jacek Suchodolski 2009 Fig. 4. Orlica shelter in Zieleniec, built in 1878. The building with log walls, covered from the outside with
vertically-laid boards and with a mansard roof with dormers, also has an attic storeroom in the form
of an extension, supported by the masonry walls of the ground floor. There was a second tavern near
Orlica (Gasthaus zur Mense), of a similar shape and structure, but it was pulled down in the 1960s. Photo by Jacek Suchodolski 2009 Fig. 4. Orlica shelter in Zieleniec, built in 1878. 4. Regional architecture as a source of inspiration for the form
and architectural details of shelters and inns in Kłodzko Land The building with log walls, covered from the outside with
vertically-laid boards and with a mansard roof with dormers, also has an attic storeroom in the form
of an extension, supported by the masonry walls of the ground floor. There was a second tavern near
Orlica (Gasthaus zur Mense), of a similar shape and structure, but it was pulled down in the 1960s. Photo by Jacek Suchodolski 2009 Fig. 4. 124 Jacek Suchodolski An important distinguishing feature of the regional architecture is also the architectural
detail which gives it a distinct character and a kind of charm. The most characteristic elements
include the arrangement of boards on the side and gable walls, the size and form of window
openings and the shape of their trims, door lintels, types of structural joints in the walls and the
most common types of roofing. It should be emphasised here that the main feature of regional
houses were their proportions – the height of the walls of the ground floor in relation to the
height of the roof (ranging from 1:2 or 1:2.5 to 1:3). Buildings intended for tourist purposes,
put up in the mountains in the described region, were characterised by form and detail mostly
based on regional motifs, and houses that were designed in isolation from local tradition were
rare [9], [23]. 5. Non-existent tourist facilities with regional features The places where the largest number of tourism-related facilities, i.e. inns and shelters,
ceased to exist after 1945, certainly include Zieleniec (Grunwald) in the Orlické Mountains,
which is currently a part of Duszniki-Zdrój. Initially a poor mountain village, founded in
1719, over time it became one of the better known winter resorts with excellent conditions
for skiing, as well as for hiking and cycling in the summer, thanks to extensive routes on the
Polish and Czech side of the border [14], [25], [26]. Even before the First World War, when
it was inhabited by almost 900 people, it boasted many well-known shelters and inns located
on the slopes of Šerlich and Orlica, forming small complexes of buildings, scattered over
the mountainous terrain. The most famous ones, now non-existent, were Hindenburgbaude,
Hohe Mense – Baude, Gasthaus zur Mense (later called Ritterbaude) and Berghof Rübartsch
(formerly called Reinerzer “Ski – Hütte”), or Mensehorst am Goldenen Stolen. Also in the
central part of Zieleniec there was an inn that gained the rank of a shelter – Grunwaldbaude,
whose name was changed in the 1930s to Adlerbaude. In 1948, Hindenburgbaude, built in
1928, ceased to exist. The author of this successful project was Konrad Goebel, a member
of GGV and the architect of the city of Kłodzko. GGV was also the investor. Located at an
altitude of 975 m above sea level, at the foot of Orlica, it was characterised by a compact
form, inspired by regional architecture. Wood was the basic building material here, both for
construction and finishing – apart from the basement walls and fragments of the ground floor
made of stone. The skilful combination of the texture of wooden walls with stone elements
in the entrance area emphasised the regional character of the building. The huge, steep, gable
roof with pediments, covered with shingles, certainly stood out in the body of the shelter. The plan for the functions of the shelter also deserved praise, especially its ground floor with
rooms intended for guests, where the designer managed to create interiors with an individual
character. Decorated in a regional style with wooden carvings, they gave a sense of solidity
and security. There was a fuel dispenser next to the shelter, as it could be accessed by car. Unfortunately, this building burned down in November 1948, probably as a result of a boiler
room failure [14], [22] (Figs. 5-7). 5. Non-existent tourist facilities with regional features 125 Forgotten shelters of Kłodzko Land… Fig. 5. Zieleniec (Grunwald). Hindenburgbaude shelter. North-east façade. The interwar period. Source:
Jacek Suchodolski’s collection Fig. 5. Zieleniec (Grunwald). Hindenburgbaude shelter. North-east façade. The interwar period. Source:
Jacek Suchodolski’s collection Fig. 6. Zieleniec. Hindenburgbaude shelter. North-west façade. The interwar period. Source: the collection
of the Museum of Kłodzko Land in Kłodzko Zieleniec. Hindenburgbaude shelter. North-west façade. The interwar period. Source: the collection
of the Museum of Kłodzko Land in Kłodzko Fig. 7. Zieleniec. Hindenburgbaude shelter. The interior of the dining room. The interwar period. Source:
the collection of the Museum of Kłodzko Land in Kłodzko Fig. 7. Zieleniec. Hindenburgbaude shelter. The interior of the dining room. The interwar period. Source:
the collection of the Museum of Kłodzko Land in Kłodzko 126 Jacek Suchodolski This shelter, as it should be emphasised once again, was one of the most beautiful in
the Sudetes, alongside Samotnia (Kleine Teichbaude) on Mały Staw in the Karkonosze, and
Lucyna (Max Müllerbaude) in the Owl Mountains, which makes its loss even more severe. The second shelter – Hohe Mense-Baude (1084 m) – was built gradually, thanks to the efforts
of its owner Heinrich Rübartsch, just below the summit of Orlica, at the Austrian-Prussian
border. It was characterised by a simple form, and it consisted of two buildings with log and
masonry construction, covered with steep gable roofs, with a wooden observation tower next
to it (Fig. 8). They provided rest and accommodation for 10 people in bedrooms and 25 places
in a shared room. The main advantage of this place, it seems, was the surrounding nature as
well as peace and quiet, which was so valued – especially at the end of his life – by Heinrich
Rübartsch, the precursor of skiing in Zieleniec, who contributed to the development and
significance of this place in the Sudetes as a tourist resort. When he left the world of the living
in 1930, he left behind an equally valuable thing: a memory of a person who never refused to
help anyone, sometimes in extreme mountain conditions [24], [26]. Fig. 8. Zieleniec. Hohe Mensee-Baude shelter. The interwar period. Source: www.ansichtskarten.de Fig. 8. Zieleniec. Hohe Mensee-Baude shelter. The interwar period. Source: www.ansichtskarten.d The first shelter building was constructed in 1883, the second in the first years of the
twentieth century. The shelter was demolished in the 1940s. 5. Non-existent tourist facilities with regional features The next building, Gasthaus zur
Mense (872 m above sea level), is also associated with Rübartsch, because this was where he
began his work as an innkeeper. Located opposite the main entrance to the church, the Gasthaus
building was one of the oldest in Zieleniec (apart from the wooden church demolished at the
beginning of the twentieth century), and its form referred to the regional tradition of wooden
architecture of Kłodzko Land. It offered 35 beds in 15 rooms. Gasthaus changed its name to
Ritterbaude after it was taken over by a new owner. This one-storey building, covered with
a mansard roof with a pediment and an attic storeroom, was one of many objects of this type
found on the Kłodzko-Orlické border, as well as in other parts of the region. To a large extent,
it resembled the Orlica shelter from 1878 – which still stands next to it – in terms of form and
detail, but it was probably older. Rübartsch eventually left Gasthaus zur Mense in 1903, when
he moved permanently to his Hohe Mense-Baude shelter at the top of Orlica. After the war, the 127 Forgotten shelters of Kłodzko Land… inn building fulfilled auxiliary functions for some time as Orlica III. Gasthaus zur Mense was
demolished in the 1960s [24]. Another shelter – Berghof Rübartsch (975 m above sea level)
– situated on steeply sloping ground, was a relatively small facility, but had visible regional
influences in its architecture. It provided 25 beds. The original name of this Orlické hut on the
slope of Šerlich Mountain was Reinerzer “Ski Hütte”. After 1945, the building ceased to exist
11 Fig. 9. Mensehorst am Goldenen Stollen shelter: (A) - the first building from 1927, (B) the shelter after
its expansion (after 1936) Source: Andrzej Wziątek’s collection
A
B B
A
Fig. 9. Mensehorst am Goldenen Stollen shelter: (A) – the first building from 1927, (B) the shelter after
its expansion (after 1936). Source: Andrzej Wziątek’s collection B B B Fig. 9. Mensehorst am Goldenen Stollen shelter: (A) - the first building from 1927, (B) the shelter after
i
i
( f
1936) S
A d
W
k’
ll
Fig. 9. Mensehorst am Goldenen Stollen shelter: (A) – the first building from 1927, (B) the shelter after
its expansion (after 1936). 5. Non-existent tourist facilities with regional features Source: Andrzej Wziątek’s collection Mensehorst am goldenen Stollen youth hostel, located about two kilometres from Ziele-
niec, by the Orlicka Road, was built in 1927 as a small one-storey building with a steep gable
roof (Fig. 8 A). It had 23 rooms with 40 beds. In 1936, a second, also one-storey building
(Fig. 8 B) was erected on the plot of the existing facility, with architecture reminiscent with
its form of border guard buildings in many Sudeten towns along the border (e.g. in Szklarska
Poręba, on the Okraj Pass, in Jarkowice, Pasterka, Zieleniec, Lasówka, Rudawa, Lesica,
Międzylesie). In the 1960s, Mensehorst am Goldenen Stollen was demolished. Mensehorst am goldenen Stollen youth hostel, located about two kilometres from Ziele-
niec, by the Orlicka Road, was built in 1927 as a small one-storey building with a steep gable
roof (Fig. 8A). It had 23 rooms with 40 beds. In 1936, a second, also one-storey building
(Fig. 8B) was erected on the plot of the existing facility, with architecture reminiscent with
its form of border guard buildings in many Sudeten towns along the border (e.g. in Szklarska
Poręba, on the Okraj Pass, in Jarkowice, Pasterka, Zieleniec, Lasówka, Rudawa, Lesica,
Międzylesie). In the 1960s, Mensehorst am Goldenen Stollen was demolished. Fig. 10. Zieleniec. In the foreground, on the right, the Grunwaldbaude shelter, later known as Adlerbaude. A characteristic element in the body of the shelter was the observation porch. The interwar period. Source: Andrzej Wziątek’s collection Fig. 10. Zieleniec. In the foreground, on the right, the Grunwaldbaude shelter, later known as Adlerbaude. A characteristic element in the body of the shelter was the observation porch. The interwar period. Source: Andrzej Wziątek’s collection 128 Jacek Suchodolski Fig. 11. Lasówka (Kaiserswalde). Three-field postcard, the interwar period. Bottom right corner: Max Mader
Gasthaus. This object, which had probably been built in the mid-nineteenth century, ceased to exist
in 1954. Source: www.klodzkikatek.pl Fig. 11. Lasówka (Kaiserswalde). Three-field postcard, the interwar period. Bottom right corner: Max Mader
Gasthaus. This object, which had probably been built in the mid-nineteenth century, ceased to exist
in 1954. Source: www.klodzkikatek.pl The last shelter in Zieleniec from this group, located in the central part of the town,
which no longer exists today, was Grunwaldbaude (900 m above sea level), called Adlerbaude
since 1934. It had 16 beds. Initially, it was an inn, which then became a shelter (Fig. 10). 5. Non-existent tourist facilities with regional features A porch was added in the 1930s, enlarging this object and giving it a tourist character. The
architecture of this Sudeten hut, though it did include some regional elements in its architec-
tural details, did not stand out as anything special. However, the volume of this object was
adapted to the surrounding buildings and did not cause visible disharmony, which, unfortu-
nately, is now often seen in the expanding Zieleniec. After the war, in the 1950s, Adlerbaude
was renamed Janosikowa Hala, which was then taken over by the Wrocław University of
Physical Education and demolished. All the above-mentioned shelters – perhaps the last one
the least – had a common quality: namely, their architecture was strongly saturated with local
and regional features, which, together with their location in the mountainous terrain (which
made them harmoniously fit in with the surrounding landscape), made the panorama of
Zieleniec uncluttered and clear. In the neighbouring Lasówka (Kaiserswalde), known before
the war for a crystal glassworks and a glass cutting plant, Max Mader Gasthaus (Fig. 11)
shelter/inn – a one-storey, wooden building situated next to the church – was demolished
in the 1950s. Its form and detail clearly attested to its regional origins, which were evident
in such features as a steep gable roof covered with shingles, log walls of the ground floor,
covered with vertically-laid boards, and the gable wall covered with shingles. Small window
openings with trims represented the modest architectural details of Mader’s Gasthaus. As
befits the regional Sudeten structures, the ratio of the height of the ground floor walls to the
roof height was 1:2. [25] (Fig. 11). Forgotten shelters of Kłodzko Land… 129 Fig. 12. Lasówka (Kaiserswalde), Erlitztalbaude shelter, the interwar period. Source: Jacek Suchodolski’s
collection Fig. 12. Lasówka (Kaiserswalde), Erlitztalbaude shelter, the interwar period. Source: Jacek Suchodolski’s
collection Fig. 13. Lasówka (Kaiserswalde). Former Erlitztalbaude shelter, now a residential building. The metal
sheet on the roof was nailed to the original shingle covering through ridge beams. Photo by Jacek
Suchodolski 2005 Fig. 13. Lasówka (Kaiserswalde). Former Erlitztalbaude shelter, now a residential building. The metal
sheet on the roof was nailed to the original shingle covering through ridge beams. Photo by Jacek
Suchodolski 2005 The second shelter, Erlitztalbaude (Fig. 11, 12), located near the Mostowy Stream,
which also has a classic, regional form, has survived to our times, becoming a residential
building after 1945. 5. Non-existent tourist facilities with regional features After the war, when Pośna waterfalls
ceased to exist, which was caused by the creation of the artificial lake in Radków, the
shelter fell into ruin. As in other mountain ranges in the tourist county of the Sudetes,
there were also buildings in the Table Mountains that until 1945 served as shelters, such
as Rabenkoppenbaude (721 m above sea level) in Dańczów, characterised by a classic
regional form. After the war they became private residential buildings [25]. In the village
of Biała Woda (Weisswasser), located near the Puchaczówka Pass, by the road connecting
Bystrzyca Kłodzka, Lądek and Stronie Śląskie, a youth hostel Jugendherberge Weisswas-
ser was built with over 100 beds; its architecture was modelled on regional motifs. After
1945, the shelter ceased to exist. A little above the pass, on the northern slope of Czarna
Góra, by the road mentioned above, in the first half of the nineteenth century there was
an inn called Puhu Wirtshaus, transformed at the beginning of the twentieth century into
the Puhu-Baude shelter (899 m above sea level). (Fig. 14). include log walls of the ground floor, covered with vertically-laid boards, a steep gable
roof and small window openings with trims. The proportions of the ground floor walls to
the roof height are 1:2. The places from which several inns and shelters also disappeared
after 1945 and to which the tourist industry has not returned since were the Waldhufen-
dorf-type village of Lesica (Freiwalde) on the Jelonik stream and the nearby settlement
Czerwony Strumień (Rothflössel), located on the stream of the same name, which is, as
the former, a tributary of the Dzika Orlica. The hamlet of Lesica, Hirschenhäuser, was
characterised by particular landscape values, and it had two inns in the second half of
the nineteenth century. One of them was transformed into Hirschenhaus shelter (650 m
above sea level) with a wooden structure. Above the ground floor with a log wall there
was a high, steep roof covered with shingles, which also protected the gable wall against
atmospheric influences. The building was representative of one of the varieties of regional
construction, often found in Kłodzko Land. After 1945, the shelter ceased to exist. Regional
features were also visible in the case of the facility located in Czerwony Strumień, namely
Gruppenbaude shelter (which was an SS resort during the war), whose ruins are located
at the foot of Bochniak Mountain1. 1
Its ruins are marked on the tourist map: Góry Bystrzyckie, Góry Orlickie, scale 1:35 000, Wydawnictwo
Compas, Cracow, catalogue number: 1473/2019 [7]. 5. Non-existent tourist facilities with regional features Initially, it housed the Stumpfgasthaus inn, and in the 1930s it became
a shelter. A characteristic element in the body of the building is the raised roof slope
(Frakdach), intended to provide larger cubic capacity in the attic. This was often used in
facilities intended for tourist and leisure purposes. This building – like the previous one
– represents one of the varieties of the local regional architecture, whose main features 130 Jacek Suchodolski include log walls of the ground floor, covered with vertically-laid boards, a steep gable
roof and small window openings with trims. The proportions of the ground floor walls to
the roof height are 1:2. The places from which several inns and shelters also disappeared
after 1945 and to which the tourist industry has not returned since were the Waldhufen-
dorf-type village of Lesica (Freiwalde) on the Jelonik stream and the nearby settlement
Czerwony Strumień (Rothflössel), located on the stream of the same name, which is, as
the former, a tributary of the Dzika Orlica. The hamlet of Lesica, Hirschenhäuser, was
characterised by particular landscape values, and it had two inns in the second half of
the nineteenth century. One of them was transformed into Hirschenhaus shelter (650 m
above sea level) with a wooden structure. Above the ground floor with a log wall there
was a high, steep roof covered with shingles, which also protected the gable wall against
atmospheric influences. The building was representative of one of the varieties of regional
construction, often found in Kłodzko Land. After 1945, the shelter ceased to exist. Regional
features were also visible in the case of the facility located in Czerwony Strumień, namely
Gruppenbaude shelter (which was an SS resort during the war), whose ruins are located
at the foot of Bochniak Mountain1. Among the well-known shelters with regional archi-
tectural features which have not survived to our times, Baude Carl Rast (680 m above sea
level) can be mentioned, located near the also non-existent today waterfalls Pośny in the
Table Mountains, in Karłówek (Klein Karlsberg), which disappeared after the war. The
inn functioning here was transformed into a shelter in the mid-nineteenth century, and
then expanded in the first years of the twentieth century. In two wooden buildings, one of
which had an attic storeroom, there were 14 beds. 5. Non-existent tourist facilities with regional features Among the well-known shelters with regional archi-
tectural features which have not survived to our times, Baude Carl Rast (680 m above sea
level) can be mentioned, located near the also non-existent today waterfalls Pośny in the
Table Mountains, in Karłówek (Klein Karlsberg), which disappeared after the war. The
inn functioning here was transformed into a shelter in the mid-nineteenth century, and
then expanded in the first years of the twentieth century. In two wooden buildings, one of
which had an attic storeroom, there were 14 beds. After the war, when Pośna waterfalls
ceased to exist, which was caused by the creation of the artificial lake in Radków, the
shelter fell into ruin. As in other mountain ranges in the tourist county of the Sudetes,
there were also buildings in the Table Mountains that until 1945 served as shelters, such
as Rabenkoppenbaude (721 m above sea level) in Dańczów, characterised by a classic
regional form. After the war they became private residential buildings [25]. In the village
of Biała Woda (Weisswasser), located near the Puchaczówka Pass, by the road connecting
Bystrzyca Kłodzka, Lądek and Stronie Śląskie, a youth hostel Jugendherberge Weisswas-
ser was built with over 100 beds; its architecture was modelled on regional motifs. After
1945, the shelter ceased to exist. A little above the pass, on the northern slope of Czarna
Góra, by the road mentioned above, in the first half of the nineteenth century there was
an inn called Puhu Wirtshaus, transformed at the beginning of the twentieth century into
the Puhu-Baude shelter (899 m above sea level). (Fig. 14). Forgotten shelters of Kłodzko Land… 131 Fig. 14. The Puchaczówka Pass (899 m above sea level) separating the Śnieżnik Mountains from the Krowiarki
Mountains. The Puhu-Baude shelter, the interwar period. Drawing by Jacek Suchodolski [17] Fig. 14. The Puchaczówka Pass (899 m above sea level) separating the Śnieżnik Mountains from the Krowiarki
Mountains. The Puhu-Baude shelter, the interwar period. Drawing by Jacek Suchodolski [17] Along with the change of the inn into a shelter, it was expanded and its architecture was
given a regional form. It had 17 beds in 14 rooms and a shared room. The wooden-brick build-
ing gained a compact body with a steep, gable roof with a long dormer. 2
In the School of Wood Carving in Cieplice near Jelenia Góra (Holzschnitzschule Bad Warmbrunn),
founded in 1902, which educated both sculptors-artists and craftsmen, a characteristic style was
born, inspired by the local folk tradition as well as that of south Tyrol. The school was animated by
Cirillo Dell’Antonio (a teacher and later the principal of the school in Cieplice in 1920-1940). The
works of the graduates of the school could be found throughout the Sudetes, often in the form of
stylised images of groups of people that decorated information boards, signposts or the interiors of
shelters [20]. 5. Non-existent tourist facilities with regional features The gable walls were
covered with boards arranged in a herringbone pattern, and the ground floor windows were
fitted with shutters, which clearly referred to regional motifs. The interior of the shelter was in
a rustic style, which was emphasised by the beam structure of the wooden ceiling. Similarly,
tables and chairs were made of wood, and it was all complemented by a large tiled stove. White
areas between the ceiling beams were covered with floral motifs. Porcelain plates decorated
with local motifs hung on the walls, and under the ceiling there was a wooden candelabrum
depicting a group of musicians, reminiscent in its form of the works of woodcarvers from the
Cieplice school of crafts2. This shelter, which was very popular before the war, ceased to exist
after 1945. Near Puhu-Baude, another small shelter was built in the interwar years – Schwarze-
Berg-Häusel (900 m above sea level), located on the slope of Czarna Góra. An alpine garden
was founded around it, the remains of which are still visible today. The building was crowned
with a characteristic steep gable roof, giving it a somewhat “fairy-tale” character. Like the
neighbouring shelter, Domek Czarnogórski was pulled down after 1945 132 Jacek Suchodolski 6. Conclusion The examples of non-existent shelters in Kłodzko Land described here reflect only
a small scale of the problem which was and still is the devastation of the cultural environment
after 1945 in these areas as well as in other parts of the Sudetes. Unfortunately, it is especially
visible on the Silesian, i.e. Polish side of these mountains. The listed non-existent objects,
distinguished by their regional architecture, were an inseparable component of the mountain
landscape, currently very incomplete and often further damaged by the foreign form and an
inadequate scale of the buildings being erected today, which does not contribute to restoring
the cultural continuity of the region. Therefore, it is indispensable to provide professional and
systematic conservation care and legal protection over the still existing wooden buildings of
regional character, including tourist and recreational facilities, as well as compliance with the
provisions contained in detailed land use plans. This has become exceptionally important in
recent years, as the volume and form of buildings under construction that serve tourist func-
tions are a contradiction of tradition and often common sense (examples are the Gołębiewski
Hotel in Karpacz or the Infinity apartment building in Zieleniec, which is under construction,
intended for around 1,000 people). Similar facilities are planned and if these intentions are
not stopped by public opinion and competent authorities, the degradation process will deepen. According to the author, in order to restore former splendour and uniqueness to the cultural
landscape of Kłodzko Land, one should consider recreating some former shelters and inns in
their original locations. This would apply to objects with special aesthetic and regional values
of their architecture, i.e. some of those referred to in the article. As it has already been stated,
new facilities should incorporate solutions inspired by the local building tradition in their form
and structure. Examples of such an approach are residential buildings and those with a tourist
function, designed in Alpine areas in Germany, Austria, Switzerland or Italy. Thanks to the
use of mainly wood and stone and modest architectural details, the buildings fit in well with
the surrounding landscape, at the same time being a contemporary, creative complement to
it and its continuation, i.e. they meet the assumptions that should also be implemented in the
Kłodzko Region and other parts of the Sudetes in terms of shaping architecture. References [1]
Bocheński S., Trocka-Leszczyńska E., Wiatrzyk S., “Architektura regionalna Ziemi Kłodzkiej
– tradycja, stan istniejący, możliwość kontynuacji”, Raporty Instytutu Architektury Politechniki
Wrocławskiej (PRE series), no. 384, (1986). [2]
Brygier W., Dudziak T., Ziemia Kłodzka. Pruszków: Oficyna Wydawnicza Rewasz, 2010. [3]
Chmielewski W.J., Regionalizm współczesnej architektury reakcją na procesy globalizacji. Cracow: Dział Poligrafii Politechniki Krakowskiej, 2017. [4]
Dziedzic M., “Schroniska Kłodzkiego Towarzystwa Górskiego”, Sudety, no. 8, (2009), p. 37. [5]
Dziedzic M., Kłodzkie Towarzystwo Górskie -1945, Wrocław: Quaestio, 2013. [6]
Ferien und Wochenend in der Grafschaft Glatz, Herausgegeben vom Hauptvorstand des G.G.V.. Glatz: Kłodzkie Towarzystwo Górskie, 1932. [7]
Góry Bystrzyckie, Góry Orlickie. Mapa turystyczna skala 1:35000. Catalogue numer: 1473/2019,
Cracow: Wydawnictwo Compas, 2019. [8]
Kosiński W., Setkowicz B., “Śnieżnik – organizacja przestrzenna rekreacji”, Turystyka w Sude-
tach, Prace Karkonoskiego Towarzystwa Naukowego, no. 10, part 2, Jelenia Góra: Wydawnictwo
Turystyczne „PLAN”, 1977. [9]
Löwe L., Schlesische Holzbauten. Düsseldorf: Werner-Verlag, 1969. 133 Forgotten shelters of Kłodzko Land… [10] Marx J., Vom Schneeberg zur Hohen Eule. Leimen/Heidelberg: Marx Verlag, 1975. [11] Mazurski K.R., Góry Bystrzyckie i Orlickie, Sudety. Wrocław 1993. [12] Mazurski K.R., “Schronisko PTTK Orlica”, Na Szlaku, no. 10(136), (2000), p. 19. [13] Mazurski R.K., Historia turystyki sudeckiej. Cracow: Oficyna Wydawnicza Wierchy, 2012. 14] Michna W., Zieleniec i okolice. Okruchy historii. 1st ed., Paczków: Wiesław Michna, 201 [15] Otto A., Glatzer Wanderbuch. Ein Erinerungsbuch an die Grafschaft Glatz / Schlesien. 3rd ed.,
Leimen/Heidelberg: Marx Verlag, 1981. [16] Potocki J., Rozwój zagospodarowania turystycznego Sudetów od połowy XIX wieku do drugiej
wojny światowej. Jelenia Góra: Wydawnictwo Turystyczne „PLAN”, 2004. [17] Słownik Geografii Turystycznej Sudetów. Góry Bystrzyckie i Orlickie. Vol. 14, ed. M. Staffa,
Warsaw: Wydawnictwo PTTK Kraj, 1992. [18] Słownik Geografii Turystycznej Sudetów, T. XIV Góry Bystrzyckie i Orlickie. M. Staff (ed.),
Warsaw: Wydawnictwo PTTK “Kraj, – Krakow 1992. [19] Słownik Geografii Turystycznej Sudetów. Masyw Śnieżnika, Góry Bialskie. M. Staff (ed.), vol. 16,
Warsaw: Wydawnictwo PTTK Kraj, 1993. [20] Bździach K., ed., Wspaniały krajobraz – Artyści i kolonie artystyczne w Karkonoszach w XX wieku. Berlin: Gesellschaft für Interregionalen Kulturaustausch; Jelenia Góra: Muzeum Okręgowe, 1999,
pp. 223-237. [21] Przerwa T., Między lękiem a zachwytem. Sporty zimowe w śląskich Sudetach i ich znaczenie dla
regionu (do 1945 r.). Wrocław: Atut, 2012. [22] Sroka P.,“Hindenburgbaude w płomieniach”, Sudety, no. 113, (2010), p. 29. [23] Suchodolski J., Regionalizm w kształtowaniu formy architektury współczesnej na obszarze Sudetów. Habilitation thesis, Wrocław: Oficyna Wydawnicza PWR, 1996. References [24] Suchodolski J., „Architektura regionalna schronisk i zajazdów w Masywie Orlicy”, Konferencja
Kłodzko-Orlicka, Duszniki Zdrój 21-22.04.2005, Biuletyn pokonferencyjny, Nowa Ruda, pp. 47-62.i [25] Suchodolski J., Architektura schronisk górskich w Sudetach. Wrocław: Oficyna Wydawnicza PWR,
2005. [26] Tomczak M., “Orlica – szczyt zapomniany”, Pielgrzymy´88. Informator krajoznawczy XXXIII
Ogólnopolskiego Rajdu Sudeckiego, Wrocław: SKPS, 1988, pp. 77-89.
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https://openalex.org/W4361003748
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https://www.scielo.br/j/mr/a/dJWG6wmhFWXqxcJ6FcJNjjg/?lang=en&format=pdf
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English
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Wear Behavior of Brass Based Composite Reinforced with SiC and Produced by Stir Casting Process
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Materials research
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cc-by
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DOI: https://doi.org/10.1590/1980-5373-MR-2022-0196
Materials Research. 2023; 26: e20220196 Received: April 13, 2022; Revised: February 16, 2023; Accepted: March 01, 2023 The current investigation presents the wear-worn surface analysis of a silicon carbide-reinforced
brass-based composite synthesized by stir casting. Wear behavior of the brass composite pin was
analyzed by disc tribometer. Wear characterization studies and confirmation of elemental composition
are investigated through scanning electron microscopy (SEM) and energy dispersive spectroscopy
(EDS) respectively. The worn surface of the synthesized brass composite was analyzed using atomic
force microscopy (AFM). The aim of the investigation is to examine the surface morphology of the
worn specimen. Based on the input constraints, the wear rate ranges from 0.0135 to 0.0893 mm3/min. The applied load is the predominant factor in the wear rate (83.75%). Sliding velocity has a minor
effect on wear rate (1.06%). The improved surface roughness of 15.27 nm was produced on the worn
surface. The novelty of the research work is to study the various surface parameters of the worn
surface, such as roughness average, root mean square roughness, maximum height of the roughness,
skewness, and kurtosis. These parameters were analyzed at different wear-worn surfaces of the
synthesized brass composite. The wear-worn surface was deeply investigated and incorporated with
SEM and AFM analysis. Keywords: Brass composite, Silicon carbide, Wear characterization, Wear worn surface, Atomic
force microscopy. *e-mail: mohanmechmz@gmail.com E. Mohana* , G. Anbuchezhiyanb, R. Pugazhenthic, F. Peter Prakashd E. Mohana* , G. Anbuchezhiyanb, R. Pugazhenthic, F. Peter Prakashd aShanmuganathan Engineering College, Department of Mechanical Engineering, Pudukkottai, India. bSaveetha Institute of Medical and Technical Sciences, Saveetha School of Engineering,
Department of Mechanical Engineering, 60125, Chennai, India. cVels Institute of Science, Technology & Advanced Studies, Department of Mechanical Engineering,
Chennai, India. dMount Zion College of Engineering and Technology, Department of Mechanical Engineering,
Pudukkottai, India. 1. Introduction Wear and strength play an essential role in materials and
composites. Brass is stronger and stiffer than copper. It has
excellent corrosion resistance, malleability, and formability
characteristics. Brass and its alloys are used in gears,
valves, bearings, couplings, and electrical and electronic
components. It has a tensile strength of 39 Kg/mm2, Vickers
hardness of 105, and a density of 84 kg/mm3 1. The brass
alloy has an exceptional abrasive wear rate and frictional
behavior. An abrasive wear rate of 0.0003 mm3/ Nm was
attained at 50 N of load for brass2. Friction coefficient and
wear behavior experiment was conducted on the brass alloy. It was observed that sliding velocity played an essential
role in wear rate3. In the wear behavior of copper and brass
alloys, the coefficient of friction decreases as the applied load
increases. SiC reinforcement particles were used to enhance
the tribological and material properties4. The wear rate mainly
depends on the weight percentage of the reinforcement
particles and the material properties. It was concluded that
the wear layer was found on the surface of the duplex brass5. Wear and strength are the essential material properties of the composite. The volume fraction of reinforcement and its
effect on wear rate were analyzed under different temperature
conditions6. The wear experimentation was conducted on
a titanium carbide-based copper composite. The influential
factor and its role in wear rate were analyzed7. Reduction in
grain size and the accumulation of reinforcement increased
the material’s properties and wear resistance in copper
composite8. The wear behavior of the copper composite
was analyzed under different input constraints. The disc
rotational speed produced a major effect on wear rate9. Wear
rate and coefficient of friction were evaluated for different
compositions of copper composite. The wear surface of
the copper composite under different load conditions was
analyzed by scanning electron microscope images10. Wear
volume and wear rate were decreased by an applied load of
20N. The coefficient of friction was decreased by the increase
of reinforced particles in the brass alloy. Delamination of
wear particles and debris was observed in the wear test on
brass11. Mechanical and wear behaviors were investigated
in the sandblasting and annealing processes of a brass alloy. The grain size of the reinforced particle had the greatest
influence on the wear rate in brass alloy12. The purpose of the Mohan et al. 2.3. Characterization of the brass composite The characterization of the synthesized brass composite
is shown in Figure 2. From the figure, it was observed that
the SiC particles are entrenched on the brass composite and
uniformly spotted over the surface due to the least amount
of the reinforced particles, as was clearly shown in Figure 2. 2.1. Raw material The wear characteristics were analyzed by a pin-on-disc
tribometer. The pin was made of brass composite with a 10 mm
diameter and 20 mm height. The ASTM G-99 standard was used
to follow the wear test. Initial roughness of the pin is 11.2 nm. It was measured by surface roughness tester. Various sizes of
emery paper were used to finish the pin surfaces, which were
cleaned carefully with an acetone solution. EN-31 steel was
used as the disc material. As per the ASTM E8 M11 standard,
the specimens were prepared. The total length of the specimen is
50 mm, with front and back end diameters of 10 mm. The neck
diameter is 6 mm, and the length is 30 mm was fabricated for
the tensile test. A Brinell hardness tester with a ball diameter of
10 mm and a load of 500 kgf was used. The test results noted
that the composite has better material properties, such as a
hardness of 510 BHN, a density of 8.6 g/cc, and a tensile strength
of 475 MPa. AFM (OEM model, Korea) deeply analyzed the
worn surface of the brass composite. The scanning resolution
is 0.2 nm in the XY direction and 0.05 nm in the Z direction. AFM is the best tool to provide information about surface
topography parameters. The scan size of 100 mm by 100 mm
was used in the atomic microscope to study the roughness
parameters. Imaging software was involved in calculating the
roughness parameters. The chemical composition ensured by
EDS is shown in Figure 3. EDS (Carl Zeiss, Jena, Germany)
with sensor active areas of 10mm2 to 100mm2 and a resolution
of 123–133 eV was used. The primary composition of the
composite is copper and zinc. Copper and zinc are the main compositions of pure brass. It is lead-free brass, and it is considered for experimental
investigation. It is more malleable than other materials, and
it has exceptional material properties. It consists of 66%
copper and 34% zinc. The brass billets are purchased from
NEXTGEN Metals in Mumbai, India. The total weight of
the raw material is around 4 kg, and the diameter is 1 inch. Between copper and zinc, silicon carbide acts as reinforcement. It has outstanding hardness and mechanical strength at
elevated temperatures, higher thermal conductivity, and
corrosion and oxidation resistance. 1. Introduction 2 Materials Research present article was to investigate the worn surface on brass
composites produced by the stir casting process. The alloying
composition and characterization of the composite were
confirmed by EDS and SEM. The wear-worn surface analysis
on the brass composite was conducted by AFM analysis. 2.2. Sample preparation A silicon carbide-reinforced brass-based composite was
synthesized by the stir casting technique. It is an exceptional
and popular technique for developing reinforced composite
materials. The reinforcement phase and uniform mixture of
molten metal play an essential role in the stir-casting process. A muffle furnace preheats the SiC particles at 1500 °C for
50 minutes. A graphite crucible furnace develops the melts
from brass (69 wt.% of copper and 29.5 wt.% of zinc) with
silicon carbide particles (1.5 wt.%). The stirrer was applied
to the molten metal at 600 rpm. Silicon carbide particles with
a size of 20 mm were chosen. The preheated silicon carbide
particles were placed into the molten metal and stirred at
700 rpm for 20 minutes. Figure 1 clearly depicts the shape
morphology of SiC particles. The molten metal was poured
into the cast iron mould. After the solidification process, the
metal part was removed and machined to 50 mm in length
and 10 mm in diameter. 3. Result and Discussion Experimental results for frictional wear are shown in Table 1. The sliding distance and track diameter for the entire test are Figure 1. SEM image of SiC particles. Figure 1. SEM image of SiC particles. Figure 2. SEM image of the brass composite. Figure 2. SEM image of the brass composite. Figure 2. SEM image of the brass composite. Figure 1. SEM image of SiC particles. Wear Behavior of Brass Based Composite Reinforced with SiC and Produced by Stir Casting Process 3 Wear Behavior of Brass Based Composite Reinforced with SiC and Produced by Stir Casting Process Figure 4a-4b describe the wear rate of the brass
composite samples concerning velocity and disc speed. Figure 4a demonstrates the wear rate as a function of
velocity for the different loads, such as 15N, 20N, and 25N. This figure confirms that the low wear rate was perceived
(0.0135 mm3/ min). The maximum wear rate was attained
at a load of 20 N and a sliding velocity of 6 m/s. It was
observed that the samples were quickly worn and had a
wear loss of 0.0893 mm3 due to severe abrasive action13,14. Figure 4b illustrates the composite’s wear rate as related to
disc speed and load condition. The figure clearly stated that
the wear rate gradually increased with an increase in disc
rotational speed. More rubbing action was observed due to
the temperature that developed between the contact surfaces
of the pin and disc15. Owing to high disc speeds, sudden
increases in temperature cause a decrease in the specimen’s
strength and wear16. It was interesting to note that the wear
rate gradually increased from 400 rpm to 1200 rpm. It was
concluded that the 34% wear rate had increased from 400 rpm
to 1200 rpm. The minimum wear rate of 0.0587 mm3/min
was attained at maximum load conditions. The variance
analysis of frictional wear is shown in Table 2. The wear
rate of the brass composite depended on the different input
constraints. Rubbing action was increased with an increase
in load. The load developed the most elevated effect on kept constant (18 m and 100 mm, respectively). Different
control factors and their levels were used to evaluate the wear
rate. The various input constraints and their levels are 15–25 N
of applied load, 400–1200 rpm of disc rotational speed, and
3–9 m/s of velocity. Equation 1 was used to evaluate the wear
rate. /
Wear rate
Volume of wear loss
applied load x sliding distance
=
(1) Standard deviation of the wear rate = 0.0237 3. Result and Discussion Standard deviation of the wear rate is 0.0237 /
Wear rate
Volume of wear loss
applied load x sliding distance
=
(1) Figure 3. EDS image of brass composite. Figure 3. EDS image of brass composite. Figure 3. EDS image of brass composite. Figure 3. EDS image of brass composite. Figure 4. Wear rate of the samples a) function of velocity b) function of disc speed. Figure 4. Wear rate of the samples a) function of velocity b) function of disc speed. Figure 4. Wear rate of the samples a) function of velocity b) function of disc speed. Table 1. Experimental results for wear rate of brass composite. S.No
Load (N)
Disc speed (rpm)
Velocity (m/s)
Wear rate (mm3/min)
1
15
400
3
0.0135
2
15
800
6
0.0231
3
15
1200
9
0.0322
4
20
400
6
0.0486
5
20
800
9
0.0534
6
20
1200
3
0.0667
7
25
400
9
0.0587
8
25
800
3
0.0782
9
25
1200
6
0.0893
Standard deviation of the wear rate = 0.0237 e 1. Experimental results for wear rate of brass composite. Mohan et al. 4 Materials Research Table 2. Variance analysis for wear rate. Basis
DF
SS
MS
F
P
%
Load
2
0.004229
0.002115
214.57
0.005
83.57
Disc speed
2
0.000757
0.000379
38.42
0.025
14.96
Velocity
2
0.000054
0.000027
2.73
0.268
01.06
Error
2
0.000020
0.000010
----
----
00.41
Total
8
0.005060
---
----
----
100 Table 2. Variance analysis for wear rate. clearly examined how the surface was damaged owing to
the speed, load, and velocity throughout the wear test. It was
principally focused on studying and clearly assessing the
surface topography of the material. In the current study, AFM
measurement is critical in associating surface characteristics
such as roughness average, root mean square roughness,
maximum height of the roughness, maximum roughness
peak height, skewness, and kurtosis with the load value,
sliding velocity, and disc speed in the wear test analysis. From Table 1, It was clearly stated that at the maximum
load, disc speed, and velocity condition, a greater wear
rate of 0.0893 mm3/min was recorded. It was likewise
duplicated in the AFM measurement of the specimen 5,
which has a maximum roughness peak height of 188.5 nm,
a roughness average value of 43.12 nm, and a maximum
root mean square value of 56.76 nm. 3. Result and Discussion At the same time,
a minimum wear rate of 0.01355 mm3/min was clearly
apparent on Specimen 3 at the conclusion of the wear
test. The average roughness maximum root mean square
roughness value, which has also been connected with the
AFM measurement, has a lower value when compared to
the other specimens in the surface Investigation. The worn
surface of the brass composite has different shapes of cliffs
and valleys. Average roughness, root mean square roughness,
the maximum height of the roughness, roughness valley
depth, peak height, skewness, and kurtosis were neatly
delivered in Table 3. Figures 6-10 show 3D atomic force
microscope images of the specimen under various wear
and load conditions. The line profile, which depicts the
texture, waviness, and surface roughness of the material,
is also shown near the 3D AFM images. Table 3 shows
that specimen 5 has the highest average roughness value
of 43.12 nm, while specimen 3 has the lowest average
roughness value of 15.27 nm. The root mean square value
of 56.76 nm is also the highest in specimen 5 and the lowest
in specimen 3. Kurtosis is another important parameter to
use to characterize the surface of the specimen; if the value
is less than 3, the surface seems to be flat; if it is greater
than 3, the surface has a strong spike-like peak profile. The greatest value of kurtosis was clearly stated to resemble
a spike profile on the surface22. In this study, specimen 3 with
a wear load condition of 25 N produced a higher waviness
profile, as seen in Figure 8. The root mean square value
and maximum height of the roughness for the specimen
5 are 56.76 nm and 376.9 nm, respectively, which create
a rougher surface23. Similar to the investigation24, negative
skewness indicates less spiky surfaces, as is obviously
indicated in Figure 6, and a higher skewness value evidently
indicates hill-like surface morphology, as is clearly shown wear rate among all the input constraints. It has produced an
83.75% effect on wear rate. The bonding strength between
the surface layers was unstable and increased with the loss
of materials17. The attained R squared, adjusted R squared,
and predicted R squared are all greater than 90%. The disc
speed and velocity contributions to wear rate are 14.96%
and 1.06%, respectively. 3.1. SEM analysis The worn surface of the brass composite was analyzed by
scanning electron microscopy with varying loading conditions. SEM images of the specimen under different wear and load
conditions were neatly demonstrated in Figure 5a-5e. From the
figure, it has been confirmed that silicon carbide particles are
scattered over the specimen. The wear debris spread over the
surface due to the localized heat of the pin and abrasive wear. The amount of heat generation depends on the frictional force
between the tool and the workpiece18. It was also demonstrated
in a wear study by silicon particles being separated across the
surface due to increased friction between the two surfaces19,20. The wear rate has increased without the addition of SiC particles
in a brass alloy. The addition of SiC particles manipulates
properties such as density and hardness in the brass21. Figure 5a
shows the wear-worn surface at 25 N of load, 400 rpm of disc
speed, 9 m/s of velocity, and a wear rate of 0.0587 mm3/min. Wear debris was found on the surface. Figure 5b shows the
wear-worn surface at 20 N of load, 800 rpm of disc speed,
9 m/s of velocity, and a wear rate of 0.0534 mm3/min. Wear
tracks and delamination of the wear layer were observed on
the surface. Figure 5c shows the wear-worn surface at 15N of
load, 400 rpm of disc speed, 3 m/s of velocity, and a wear rate
of 0.01355 mm3/min. The pin profile on the surface produced
the wear track lines. Figure 5d established the wear-worn
surface at 20 N load, 400 rpm disc speed, 6 m/s of velocity,
and a wear rate of 0.0486 mm3/min. The penetration of the
wear track lines and localized positions of silicon particles
were observed on the surface. Figure 5e shows the wear-worn
surface at 25 N of load, 1200 rpm of disc speed, 6 m/s of
velocity, and a wear rate of 0.0893 mm3/min. The impact of
the pin produced wear penetration, and resistance against load
was observed. Figure 5e revealed the wear-worn surface at
25 N of load, 1200 rpm of disc speed, 6 m/s of velocity, and a
wear rate of 0.0893 mm3/min. The impact of the pin produced
wear penetration, and resistance against load was observed. 3.2. AFM analysis AFM analysis is the best approach to visualize the
surface characteristics of the worn-out specimen. The atomic
force microscopic image of the specimen was significantly
employed to identify the surface characteristics, and it 5 Wear Behavior of Brass Based Composite Reinforced with SiC and Produced by Stir Casting Process Figure 5. SEM images of different worn surfaces (a) 25N of Load, 400 rpm of disc speed, 9m/s of velocity and wear rate of 0.0587 mm3/min(b)
20N of Load, 800 rpm of disc speed, 9 m/s of velocity and wear rate of 0.0534 mm3/min (c)15N of Load, 400 rpm of disc speed, 3 m/s of
velocity and wear rate of 0.01355 mm3/min (d) 20N of Load, 400 rpm of disc speed, 6 m/s of velocity and wear rate of 0.0486 mm3/min
(e) 25N of Load, 1200 rpm of disc speed, 6 m/s of velocity and wear rate of 0.0893 mm3/min. Figure 5. SEM images of different worn surfaces (a) 25N of Load, 400 rpm of disc speed, 9m/s of velocity and wear rate of 0.0587 mm3/min(b)
20N of Load, 800 rpm of disc speed, 9 m/s of velocity and wear rate of 0.0534 mm3/min (c)15N of Load, 400 rpm of disc speed, 3 m/s of
velocity and wear rate of 0.01355 mm3/min (d) 20N of Load, 400 rpm of disc speed, 6 m/s of velocity and wear rate of 0.0486 mm3/min
(e) 25N of Load, 1200 rpm of disc speed, 6 m/s of velocity and wear rate of 0.0893 mm3/min. Figure 5. SEM images of different worn surfaces (a) 25N of Load, 400 rpm of disc speed, 9m/s of velocity and wear rate of 0.0587 mm3/min(b)
20N of Load, 800 rpm of disc speed, 9 m/s of velocity and wear rate of 0.0534 mm3/min (c)15N of Load, 400 rpm of disc speed, 3 m/s of
velocity and wear rate of 0.01355 mm3/min (d) 20N of Load, 400 rpm of disc speed, 6 m/s of velocity and wear rate of 0.0486 mm3/min
(e) 25N of Load, 1200 rpm of disc speed, 6 m/s of velocity and wear rate of 0.0893 mm3/min. Table 3. Surface texture characteristics for the wear specimens. Table 3. Surface texture characteristics for the wear specimens. Sl.No
Parameters
Values in nm (Nano meters)
Std. 3.2. AFM analysis AFM images for the specimen 9 (25N of Load, 1200 rpm of disc speed, 6 m/sec of velocity and wear rate of 0.0893 mm3/min). ges for the specimen 9 (25N of Load, 1200 rpm of disc speed, 6 m/sec of velocity and wear rate of 0.0893 mm3/min). igure 10. AFM images for the specimen 9 (25N of Load, 1200 rpm of disc speed, 6 m/sec of velocity and wear rate of 0. •
A silicon carbide-reinforced brass-based composite
was fabricated by the stir casting method. The chemical
composition was validated by an EDS image. roughness of the surface to the root mean square value is
around 1.31 for confirming engineering surfaces, and it
follows the Gaussian normal distribution. The kurtosis value
for all 5 specimens is above 3, which clearly represents
how surface roughness affects wear rate26-28. The average
roughness measuring method was effectively used by
AFM, and it was very useful to investigate the specimen
before it went to the manufacturing process. Average
roughness and the maximum height of the roughness are
the two important parameters to characterize the surface
topography of the specimen. In this research, specimen
3 has a minimum average roughness value of 15.27 nm, and
specimen 4 has a minimum Rt value of 178 nm, as found
in 3D AFM. Similar results were attained in nanoparticles
based aluminium composite29,30. •
A silicon carbide-reinforced brass-based composite
was fabricated by the stir casting method. The chemical
composition was validated by an EDS image. •
A silicon carbide-reinforced brass-based composite
was fabricated by the stir casting method. The chemical
composition was validated by an EDS image. •
Synthesized brass composite has better mechanical
properties, such as a hardness of 510BHN, 8.6 g/cc
of density, and 475 MPa of tensile strength. •
The wear characteristics were analyzed with a pin-
on-disc tribometer. The wear rate was evaluated by
different control factors, such as 15–25 N of applied
load, 400–1200 rpm of disc rotational speed, and
3–9 m/s of velocity. •
Based on the input constraints and their level, the
wear rate varied from 0.0135 to 0.0893 mm3/minf •
Load has produced 83.75% of its effect on wear
rate. The contributions of disc speed and velocity
to wear rate are 14.96% and 1.06%, respectively. •
Atomic force microscopy was used to analyze the
wear surface of the brass composite under different
loads, disc speeds, and velocities. 3.2. AFM analysis Deviation
Specimen -1 Specimen -2 Specimen -3 Specimen -4 Specimen -5
1
Roughness Average (Ra)
34.04
27.66
15.27
17.49
43.12
10.35
2
Root mean square roughness (Rq)
47.79
37.95
22.29
22.12
56.76
13.74
3
Maximum height of the roughness (Rt)
350.2
269.1
296.2
178
376.9
69.44
4
Maximum roughness Valley depth (Rv)
224.7
124.1
129.7
89.39
188.3
48.57
5
Maximum roughness Peak height (Rp)
125.5
145
166.5
88.61
188.5
34.32
6
Skewness (Rsk)
-0.8543
0.3263
0.9655
0.02416
0.0761
0.586
7
Kurtosis (Rku)
6.422
4.46
13.39
3.389
3.589
3.727 Mohan et al. Materials Researc 6 Mohan et al. Materials Research Mohan et al. Figure 6. AFM images for the specimen1 (25N of Load, 400 rpm of disc speed, 9 m/sec of velocity and wear rate of 0.0587 mm3/min). Figure 6. AFM images for the specimen1 (25N of Load, 400 rpm of disc speed, 9 m/sec of velocity and wear rate of 0.0587 mm3/min). Figure 7. AFM images for the specimen 2 (20N of Load, 800 rpm of disc speed, 9 m/sec of velocity and wear rate of 0.0534 mm3/min). Figure 7. AFM images for the specimen 2 (20N of Load, 800 rpm of disc speed, 9 m/sec of velocity and wear rate of 0 ges for the specimen 2 (20N of Load, 800 rpm of disc speed, 9 m/sec of velocity and wear rate of 0.0534 mm3/min). Figure 8. AFM images for the specimen 3 (15N of Load, 400 rpm of disc speed, 3 m/sec of velocity and wear rate of 0.01355 mm3/min). Figure 8. AFM images for the specimen 3 (15N of Load, 400 rpm of disc speed, 3 m/sec of velocity and wear rate of 0.01355 mm3/min). Wear Behavior of Brass Based Composite Reinforced with SiC and Produced by Stir Casting Process Figure 9. AFM images for the specimen 4 (20N of Load, 400 rpm of disc speed, 6 m/sec of velocity and wear rate of 0.0486 mm3/min). Figure 9. AFM images for the specimen 4 (20N of Load, 400 rpm of disc speed, 6 m/sec of velocity and wear rate of 0.0486 mm3/min). Figure 9. AFM images for the specimen 4 (20N of Load, 400 rpm of disc speed, 6 m/sec of velocity and wear rate o Figure 10. AFM images for the specimen 9 (25N of Load, 1200 rpm of disc speed, 6 m/sec of velocity and wear rate of 0.0893 mm3/min). Figure 10. 5. References 1. Alkarkhi N, Naif M. Study on the parameter optimization
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New investigations at Kalambo Falls, Zambia: Luminescence chronology, site formation, and archaeological significance
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Aberystwyth University New investigations at Kalambo Falls, Zambia
Duller, G. A. T.; Tooth, Stephen; Barham, Lawrence; Tsukamoto, Sumiko Citation for published version (APA):
Duller, G. A. T., Tooth, S., Barham, L., & Tsukamoto, S. (2015). New investigations at Kalambo Falls, Zambia:
Luminescence chronology, site formation, and archaeological significance. Journal of Human Evolution, 85, 111-
125. https://doi.org/10.1016/j.jhevol.2015.05.003 Citation for published version (APA):
Duller, G. A. T., Tooth, S., Barham, L., & Tsukamoto, S. (2015). New investigations at Kalambo Falls, Zambia:
Luminescence chronology, site formation, and archaeological significance. Journal of Human Evolution, 85, 111-
125. https://doi.org/10.1016/j.jhevol.2015.05.003 Citation for published version (APA):
Duller, G. A. T., Tooth, S., Barham, L., & Tsukamoto, S. (2015). New investigations at Kalambo Falls, Zambia:
Luminescence chronology, site formation, and archaeological significance. Journal of Human Evolution, 85, 111-
125. https://doi.org/10.1016/j.jhevol.2015.05.003 General rights General rights
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• You may freely distribute the URL identifying the publication in the Aberystwyth Research Portal New investigations at Kalambo Falls, Zambia: Luminescence
chronology, site formation, and archaeological significance a Department of Geography and Earth Sciences, Aberystwyth University, Aberystwyth, SY23 3DB, UK
b Department of Archaeology, Classics and Egyptology, University of Liverpool, L69 3GS, UK
c a Department of Geography and Earth Sciences, Aberystwyth University, Aberystwyth, SY23 3DB, UK
b Department of Archaeology, Classics and Egyptology, University of Liverpool, L69 3GS, UK
c Leibniz Institute for Applied Geophysics, Geochronology and Isotope Hydrology, Stilleweg 2, Hannover D-30655, Germany a r t i c l e i n f o Article history:
Received 29 August 2014
Accepted 1 May 2015
Available online 12 June 2015 Article history:
Received 29 August 2014
Accepted 1 May 2015
Available online 12 June 2015
Keywords:
Fluvial deposits
Geochronology
Meander
South-central Africa
Stone Age Fluvial deposits can provide excellent archives of early hominin activity but may be complex to interpret,
especially without extensive geochronology. The Stone Age site of Kalambo Falls, northern Zambia, has
yielded a rich artefact record from dominantly fluvial deposits, but its significance has been restricted by
uncertainties over site formation processes and a limited chronology. Our new investigations in the
centre of the Kalambo Basin have used luminescence to provide a chronology and have provided key
insights into the geomorphological and sedimentological processes involved in site formation. Excava-
tions reveal a complex assemblage of channel and floodplain deposits. Single grain quartz optically
stimulated luminescence (OSL) measurements provide the most accurate age estimates for the youngest
sediments, but in older deposits the OSL signal from some grains is saturated. A different luminescence
signal from quartz, thermally transferred OSL (TT-OSL), can date these older deposits. OSL and TT-OSL
results are combined to provide a chronology for the site. Ages indicate four phases of punctuated
deposition by the dominantly laterally migrating and vertically aggrading Kalambo River (~500e300 ka,
~300e50 ka, ~50e30 ka, ~1.5e0.49 ka), followed by deep incision and renewed lateral migration at a
lower topographic level. A conceptual model for site formation provides the basis for improved inter-
pretation of the generation, preservation, and visibility of the Kalambo archaeological record. This model
highlights the important role of intrinsic meander dynamics in site formation and does not necessarily
require complex interpretations that invoke periodic blocking of the Kalambo River, as has previously
been suggested. The oldest luminescence ages place the Mode 2/3 transition between ~500 and 300 ka,
consistent with other African and Asian sites where a similar transition can be found. The study approach
adopted here can potentially be applied to other fluvial Stone Age sites throughout Africa and beyond. © 2015 The Authors. Published by Elsevier Ltd. This is an open access article under the CC BY license
(http://creativecommons.org/licenses/by/4.0/). Article history:
Received 29 August 2014
Accepted 1 May 2015
Available online 12 June 2015
Keywords:
Fluvial deposits
Geochronology
Meander
South-central Africa
Stone Age g
Accepted 1 May 2015
Available online 12 June 2015
Keywords:
Fluvial deposits
Geochronology
Meander
South-central Africa
Stone Age * Corresponding author.
E-mail address: ggd@aber.ac.uk (G.A.T. Duller). Contents lists available at ScienceDirect Contents lists available at ScienceDirect Take down policy Take down policy
If you believe that this document breaches copyright please contact us providing details, and we will remove access to the work immediately
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vestigate your claim. tel: +44 1970 62 2400
email: is@aber.ac.uk tel: +44 1970 62 2400
email: is@aber.ac.uk Download date: 24. Oct. 2024 Journal of Human Evolution 85 (2015) 111e125 nature, timing, and controls of river and floodplain activity.
While it is recognised that fluvial deposits can provide exc
archives of early hominin activity (Mishra et al., 2007),
* Corresponding author.
E-mail address: ggd@aber.ac.uk (G.A.T. Duller).
http://dx.doi.org/10.1016/j.jhevol.2015.05.003
0047-2484/© 2015 The Authors. Published by Elsevier Ltd. This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/). 2015.05.003
Published by Elsevier Ltd. This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/). 1. Introduction play an important role in discussions about the timing and
importance of the characteristic technological changes of this
transition (Barham et al., 2009). The significance of the Kalambo
Falls record, however, has been diminished by uncertainties about
the geomorphological and sedimentological processes involved in
site generation and preservation (Sheppard and Kleindienst, 1996;
Schick, 2001) and by a very limited chronology (Clark, 2001),
thereby contributing to the marginalisation of the site in such
discussions. All four of Clark's (1969, 2001) excavations (designated
sites A, B, C, and D) are immediately adjacent to the Kalambo River,
and while fluvial processes are known to have played a key role in
site formation (e.g., Schick, 2001), many uncertainties surround the
nature, timing, and controls of river and floodplain activity. Kalambo Falls, located in northern Zambia on the Tanzanian
border (Fig. 1a, b), was the site of detailed archaeological excava-
tions between 1956 and 1966. Deposits in a basin upstream of the
falls produced one of the most important artefact archives span-
ning the late Acheulean (Mode 2) to early Middle Stone Age (Mode
3) transition in south-central Africa (Clark, 1969, 2001). Owing to
the rich record of artefacts recovered from the site and the limited
number of other stratified sequences covering the Mode 2 to Mode
3 transition in this part of Africa, Kalambo Falls could potentially While it is recognised that fluvial deposits can provide excellent
archives of early hominin activity (Mishra et al., 2007), most 112 G.A.T. Duller et al. / Journal of Human Evolution 85 (2015) 111e125 Figure 1. a) Digital Elevation Model of the southern part of the African continent (from NASA) showing the location of Kalambo Falls at the southern end of one arm of the East
African Rift Systems (now partly occupied by Lake Tanganyika). b) Oblique aerial view of the Kalambo River meandering through the small Kalambo Basin (flow direction from right
to left) prior to its ~200 m long passage through a quartzite ridge (spillway gorge) and over Kalambo Falls. Image taken from Google Earth. c) Panoramic view of Site C North. The
Kalambo River flows from centre right to upper left and the meander bend shown in this photograph is indicated by an arrow in (b). 1. Introduction Note how the modern channel is incised up to
9 m below the surface of the basin fill, with lateral migration and renewed floodplain formation now taking place at a lower topographic level. The original Site C of Clark (2001) is
thought to have been located near to the foreground of this image but has been eroded by the ongoing meander bend migration. Excavations in 2006 took place at locations shown
by arrows on the left of the image where recent erosion had provided near-vertical exposures. Figure 1. a) Digital Elevation Model of the southern part of the African continent (from NASA) showing the location of Kalambo Falls at the southern end of one arm of the East
African Rift Systems (now partly occupied by Lake Tanganyika). b) Oblique aerial view of the Kalambo River meandering through the small Kalambo Basin (flow direction from right
to left) prior to its ~200 m long passage through a quartzite ridge (spillway gorge) and over Kalambo Falls. Image taken from Google Earth. c) Panoramic view of Site C North. The
Kalambo River flows from centre right to upper left and the meander bend shown in this photograph is indicated by an arrow in (b). Note how the modern channel is incised up to
9 m below the surface of the basin fill, with lateral migration and renewed floodplain formation now taking place at a lower topographic level. The original Site C of Clark (2001) is
thought to have been located near to the foreground of this image but has been eroded by the ongoing meander bend migration. Excavations in 2006 took place at locations shown
by arrows on the left of the image where recent erosion had provided near-vertical exposures. acid racemization (e.g., Penkman et al., 2011) have been applied to
fluvial deposits, but in many cases the resolution of ages is limited. This paper combines luminescence dating of deposits in the
central Kalambo Basin with new geomorphological and sedimen-
tological insights to propose a conceptual model outlining the key
fluvial processes involved in site formation. It then discusses the
implications of this model for the generation, preservation, and
visibility of the archaeological record. Barham et al. 2015 provides
details of the artefacts recovered during these excavations, as well
as
additional
sedimentological
and
palaeoenvironmental
information. 1. Introduction attention has focused on flights of alluvial river terraces, as these
represent former floodplains within which archaeological materials
may be preserved and placed in a relative chronology (e.g.,
Bridgland, 2006; Gibbon et al., 2009). In the Kalambo Basin and
some other important fluvial archaeological sites worldwide,
however, rivers have not undergone the episodic net incision
necessary to generate alluvial terrace flights. In these situations,
basin or valley alluvial fills containing important archaeological
material may be generated and preserved (e.g., Lewin and Macklin,
2003) but the sedimentary archives may be more complex to
interpret than those characterising terrace flights, and without
deep incision and/or extensive gully formation, the archaeological
record may remain largely or completely invisible (e.g., Brink et al.,
2012; Tooth et al., 2013). 3.2. Laboratory procedures To determine an age using luminescence methods requires
measurement of two parameters, the equivalent dose (De) and the
dose rate (Dr; Duller, 2008a). The De is the radiation dose received
by the sample since the event being dated and is measured by
making luminescence measurements of the sample. De has the SI
unit of Grays (Gy), where 1 Gy is equivalent to an energy of 1 J/kg
being absorbed by the sample. When dating the deposition of
sediments, the event being dated is the last exposure of the sedi-
ment mineral grains to daylight, as this bleaching reduces the De to
a very low level. The Dr is the rate at which the sample is exposed to
ionizing radiation in the natural environment and has the units Gy
per thousand years (Gy/ka). The age is calculated by dividing De by
Dr (Duller, 2004, 2008a). Over the past two decades, measurement
of the optically stimulated luminescence (OSL) signal from quartz
has been applied widely to provide ages for deposits from a few
years to in excess of 100 ka (Murray and Olley, 2002). The method
has played an increasingly important role in providing an absolute
chronology for Middle Stone Age archaeological sites around the
world, including India (e.g., Petraglia et al., 2007), Arabia (e.g.,
Armitage et al., 2011), southern Africa (e.g., Jacobs et al., 2008), and
northern Africa (e.g., Clark-Balzan et al., 2012). OSL has proved
especially important in providing ages for sites that lie beyond the
range of radiocarbon, and where tephra are not found. In short, the chronology of the Kalambo Falls site is poorly
known. Clark (2001) recognised the potential contribution of
luminescence dating to improve the chronology, but only with
recent developments in the suite of luminescence techniques,
especially as applied to fluvial deposits containing quartz-rich sand,
has there been an opportunity to fulfil this potential and thus re-
assess the significance of the Kalambo Falls archaeological record. 2. Previous chronological investigations at Kalambo Falls This wood has
been the subject of two attempts to provide a numerical chronol-
ogy. Lee et al. (1976) used the racemization of proline and hy-
droxyproline in the wood to estimate a minimum age of 110 ka. McKinney (2001) applied uranium-series methods to wood sam-
ples attributed to the Sangoan, Acheulean Upper level, and
Acheulean Lower level, leading to isochron ages of 76 ± 10 ka,
182 ± 10 ka, and 182 ± 16 ka, respectively. However, uranium series
methods are rarely applied to wood. The occurrence of U in fossil
wood in sufficient concentrations to make uranium-series methods
possible implies that uranium migrated into the system after
deposition, but it is difficult to be confident that the system has
been geochemically closed since this initial input of uranium, and
hence the ages may be unreliable. by directly collecting sediment into black plastic bags under a light-
tight plastic sheet. The ends of any sample tubes were packed with
plastic to prevent movement of sediment inside the tube and then
sealed to allow transport back to the laboratory. For each sample,
with the exception of KB11, in situ measurement of the gamma dose
rate was made using a portable gamma spectrometer (Ortec
MicroNomad equipped with a 2 inch diameter NaI crystal). result of waterlogging of the deposits (Clark, 2001). This wood has
been the subject of two attempts to provide a numerical chronol-
ogy. Lee et al. (1976) used the racemization of proline and hy-
droxyproline in the wood to estimate a minimum age of 110 ka. McKinney (2001) applied uranium-series methods to wood sam-
ples attributed to the Sangoan, Acheulean Upper level, and
Acheulean Lower level, leading to isochron ages of 76 ± 10 ka,
182 ± 10 ka, and 182 ± 16 ka, respectively. However, uranium series
methods are rarely applied to wood. The occurrence of U in fossil
wood in sufficient concentrations to make uranium-series methods
possible implies that uranium migrated into the system after
deposition, but it is difficult to be confident that the system has
been geochemically closed since this initial input of uranium, and
hence the ages may be unreliable. 3.2. Laboratory procedures 2. Previous chronological investigations at Kalambo Falls A number of different geochronological methods have previ-
ously been used on material collected from Kalambo Falls, but with
only limited success for the pre-Holocene. Samples of organic-rich
clays and some scattered charcoal were collected for radiocarbon
dating during Clark's excavations in the 1950s and 1960s. By
applying enrichment techniques at the Groningen Radiocarbon
Laboratory, finite ages up to 60 ka BP were obtained from Acheu-
lean levels in site A (Sheppard and Kleindienst, 1996; Clark, 2001). Although enrichment of these samples provided radiocarbon
measurements that were above instrumental background, the
techniques are not able to overcome contamination arising during
burial. Less than 0.1% of contamination by modern carbon would
result in a sample that is hundreds of thousands of years old, giving
an apparent radiocarbon age of 60 ka BP (Taylor, 1987), and the
radiocarbon ages obtained for material from Kalambo are all
thought to underestimate the true age of the site (Sheppard and
Kleindienst, 1996; Clark, 2001). In addition to these challenges of interpretation and visibility at
fluvial archaeological sites, geochronological methods are needed
to establish the timing of deposition of different sedimentary
packages and to develop conceptual models of site formation (e.g.,
Tooth et al., 2013; Lyons et al., 2014). Radiocarbon provides a
valuable method back to ~40 ka, but beyond this range it is
commonly difficult to provide a numerical chronology. However,
over the last two decades developments in luminescence dating
have provided an excellent chronological tool that is now widely
applied (Rhodes, 2011). The optically stimulated luminescence
(OSL) signal from quartz (Duller, 2004) has been demonstrated to
yield accurate ages for alluvial river terrace and other fluvial de-
posits ranging in age from a few tens of years to in excess of a
hundred thousand years (e.g., Rittenour, 2008; Macklin et al., 2010;
Lyons et al., 2014), but for many older deposits the OSL signal may
be saturated. Beyond the range of quartz OSL methods, cosmogenic
burial dating (e.g., Gibbon et al., 2009; Erlanger et al., 2012),
biostratigraphy (e.g., Schreve et al., 2002), electron spin resonance
(Rosina et al., 2014), and relative dating methods such as amino An unusual feature of the Kalambo Falls site is the preservation
in sites A and B of wood in the Sangoan and Acheulean levels as a G.A.T. Duller et al. / Journal of Human Evolution 85 (2015) 111e125 113 result of waterlogging of the deposits (Clark, 2001). 3.1. Field sampling Re-examination of the Kalambo Falls archaeological site was
undertaken in 2006 (Barham et al., 2009) and involved four unit
excavations at Site C North (S835031.0100; E3114033.3700), located
on a 5e7 m tall bank section immediately north of the original Site
C of Clark (1969). From south to north, the excavations were
designated C, C3, C1, and C2 (Figs. 1c and 2). A total of 18 samples (KB1-KB17 and KB19) were collected from
the four excavations for luminescence dating (Fig. 2). Sample lo-
cations were selected to establish the timing of major breaks in the
sedimentary succession and to bracket key archaeological horizons,
especially those associated with Mode 2 and Mode 3 artefacts
(Fig. 2). Care was taken to avoid sampling within 20 cm of major
sedimentary boundaries in order to avoid complexities in the
gamma dose rate. Wherever possible, layers containing abundant
sand were targeted, and samples were collected by hammering
5 cm diameter opaque plastic tubes into freshly excavated faces or Expanding our knowledge of the Mode 2 to Mode 3 transition
and the broader sequence of changes in the Kalambo Basin is
dependent on being able to place recovered artefacts in an absolute
chronological framework. Whilst quartz OSL has played a valuable
role in constraining events within the MSA, it may be of limited
value in dating older sites. The upper age limit possible using quartz
OSL measurements varies from one sample to another (Duller,
2008a) but is commonly in the range of 100e150 ka. At certain
sites, it is possible to use quartz OSL to calculate older ages because Figure 2. Simplified stratigraphy exposed in the excavations at Site C North in the central Kalambo Basin, indicating the major stratigraphic boundaries, the archaeological horizons,
and luminescence sample locations. Detailed sedimentological logs for Units C, C1, and C2 are provided in Barham et al. (2015). The horizontal distance between units is indicated at
the bottom of the diagram. Figure 2. Simplified stratigraphy exposed in the excavations at Site C North in the central Kalambo Basin, indicating the major stratigraphic boundaries, the archaeological horizons,
and luminescence sample locations. Detailed sedimentological logs for Units C, C1, and C2 are provided in Barham et al. (2015). The horizontal distance between units is indicated at
the bottom of the diagram. G.A.T. Duller et al. / Journal of Human Evolution 85 (2015) 111e125 114 Figure 3. 3.1. Field sampling Comparison of beta and gamma dose rates derived using different dosimetry
methods for the samples dated in this study. the dose rate (Dr) is unusually low. For example at Kathu Pan, Porat
et al. (2010) were able to obtain an age of 291 ± 45 ka because the
dose rate was extremely low (0.47 ± 0.07 Gy/ka). However, even
with the low dose rates found at this site, the lowermost sample
(464 ± 47 ka) in the study was near the limit of OSL, and it was the
correspondence with ESR measurements that increased the likeli-
hood that this OSL age was reliable. To provide a chronology
extending back to the ESA/MSA transition, new luminescence
methods are required. The thermally transferred OSL (TT-OSL)
signal from quartz (Duller and Wintle, 2012) is one potential signal
that has been explored and is applied here in combination with
quartz OSL. 3.2.1. Sample processing All sample processing and analysis was
undertaken in Aberystwyth Luminescence Research Laboratory. Standard preparation procedures were followed to separate sand-
sized grains of quartz for luminescence measurements. Organic
material
and
carbonates
were
removed
by
immersing
the
samples in 10% H2O2 and then 10% HCl until no subsequent
reaction was observed. After drying, the samples were sieved to
obtain grains ranging from 180e212 mm or 180e250 mm in
diameter depending upon the availability of material. Solutions of
sodium polytungstate at densities of 2.62 and 2.70 g/cm3 were
then used to remove the majority of feldspars and heavy
minerals. Grains with a density between these two values were
then subject to etching in 40% hydrofluoric (HF) acid for 45 min. This
treatment
served
two
purposes:
first,
to dissolve
any
remaining feldspar grains, and second, to etch away the outer
~10 mm of the quartz grains and thus remove the alpha irradiated
layer. After rinsing in concentrated HCl to ensure that no
fluorides were precipitated, the grains were then resieved to
remove grains with a diameter less than 180 mm, with the aim of
removing any remaining feldspar fragments that had survived the
HF etching. 3.2.2. Dosimetry measurements Assessing the radiation dose rate
to which samples were exposed during burial (Dr) is a crucial part
of luminescence dating. For the samples from Kalambo Falls, three
sets of measurements were made. 3.1. Field sampling At the time of collection, an
Ortec MicroNomad portable gamma spectrometer was inserted
into the sample holes left after collection of the luminescence
samples. A gamma spectrum was collected, permitting both an
assessment of the concentration of U, Th, and K and an assessment
of the total gamma dose using the threshold method (Mercier and
Falgueres, 2007). In the laboratory, a dried subsample of the
material collected for each luminescence sample was milled to a
fine powder and homogenised. This powdered subsample was
then measured using two emission counting methods, thick
source alpha counting (TSAC) and beta counting (using a GM-25
beta counter). Figure 3. Comparison of beta and gamma dose rates derived using different dosimetry
methods for the samples dated in this study. based and laboratory based measurements of dose rate for KB4. In
the part of Unit C1 below where KB4 was collected, mud balls up to
10 cm in diameter were observed within the sandy matrix. The
selection of sites for OSL sampling aimed to avoid such complex
stratigraphy, but the tube used to sample KB4 inadvertently passed
through one of these mud balls, and caused this discrepancy be-
tween the dose rates measured in situ and in the laboratory (Fig. 3). The consistency of the data collected by these three methods
was assessed by comparing the values calculated for the beta and
gamma dose rates using different methods. The beta dose rate
measured directly using the GM-25 beta counter was compared
with the beta dose rate calculated using the estimates of U, Th, and
K concentrations derived from the field gamma spectrometry
(Fig. 3a). All values fall close to the 1:1 line, with the exception of
sample KB4 for which the beta dose rate measured in the labora-
tory (2.64 ± 0.08 Gy/ka) is more than double that calculated from
the field gamma spectrometry measurements (1.21 ± 0.02 Gy/ka). A
similar situation is observed when comparing gamma dose rates
determined from field measurements using the threshold method
with the gamma dose rate calculated from laboratory TSAC and
beta counting (Fig. 3b). All samples lie close to the 1:1 line, but the
gamma dose rate for KB4 (not shown) determined in the field is
1.26 ± 0.04 Gy/ka, while that from laboratory measurements is
3.39 ± 0.15 Gy/ka. Table 1
i content (%)
Grain size (mm)
Beta dose (Gy/ka)
Gamma dose (Gy/ka)
Cosmic dose (Gy/ka)
Total dose (Gy/ka) been saturated, while lower average values are likely higher in the
succession. Values varying from 20 ± 5% at the base to 10 ± 5% at the
top of the units were used, with these values being based on esti-
mates of the saturated water content made in the laboratory and
measurements of the water content of the samples at the time of
collection. The dose rate due to cosmic rays was calculated using
the equations in Prescott and Hutton (1994) and assuming the
current thickness of overburden. a residual remains, leading to the potential for luminescence ages to
be overestimated (Rittenour, 2008). This incomplete bleaching is
important for young samples, where the residual is large compared
with the dose accumulated during burial. For older samples, this
residual becomes less important (Jain et al., 2004). been saturated, while lower average values are likely higher in the
succession. Values varying from 20 ± 5% at the base to 10 ± 5% at the
top of the units were used, with these values being based on esti-
mates of the saturated water content made in the laboratory and
measurements of the water content of the samples at the time of
collection. The dose rate due to cosmic rays was calculated using
the equations in Prescott and Hutton (1994) and assuming the
current thickness of overburden. Single grain OSL dating can be used to test explicitly whether
a sample is affected by incomplete bleaching at deposition, and
this method has been applied here. The single aliquot regenera-
tive (SAR) dose method has been used to measure equivalent
dose (De), with a preheat of 240 C for 10 s and a cutheat of
220 C for the test dose. Screening of the data was undertaken so
that only those grains that had appropriate luminescence char-
acteristics were used for dating. The acceptance criteria are those
described in Duller (2012), based on those previously described
by Jacobs et al. (2006). Fig. 4 shows the OSL decay curve from a
single grain of quartz from sample KB15 that passes all these
criteria, along with the SAR dose response curve generated for
this grain. 3.2.3. Luminescence equipment All luminescence measurements
were made on Risø automated luminescence readers (TL-DA-15;
Bøtter-Jensen et al., 2003). Table 1
i Optical stimulation of single grains was
achieved using a 532 nm Nd:YVO4 laser, focused so that it could be
directed onto a single ~200 mm diameter grain of quartz. Single
grain measurements were either made for 1 s duration using 90%
of the laser power, or 4 s duration using the laser at 25% of full
power. This latter setting was used for the majority of the
measurements reported here in order to give greater detail in the
measurement
of
the
OSL
decay
curves. An
instrumental
uncertainty of 2% has been included in the analysis of all single
grain data. Further details of this equipment and the advantages
of single grain measurements are given in Bøtter-Jensen et al. (2003), Jacobs and Roberts (2007), and Duller (2008b). Duller (2012) undertook a series of dose recovery experiments
on sample KB15 using these measurement parameters and
demonstrated that excellent dose recovery can be achieved up to
doses of approximately 95 Gy. Above this dose, saturation of the
OSL signal leads to increasing difficulty in accurately recovering a
laboratory administered dose. All 18 samples have had single grain
measurements made upon them, although for some samples the
natural OSL signal of many of the grains is saturated. A large pro-
portion (24%) of the quartz grains from Kalambo Falls yield an OSL
signal suitable for constructing a dose response curve, and between
800 and 2000 grains from each sample have been measured
(Table 2). The single grain dose distributions observed for these
samples fall into three categories: (1) those affected by incomplete
bleaching; (2) those that can best be modelled assuming a single
dose population; and (3) those affected by saturation of the OSL
signal. These are discussed in turn below. Stimulation of the TT-OSL signals was achieved using blue light
emitting diodes (470D20 nm). Luminescence emissions (both OSL
and TT-OSL) were measured using EMI 9635QA photomultiplier
tubes fitted with 7.5 mm thickness of Hoya U-340 glass filters. The
Risø readers were equipped with Sr/Y beta sources for laboratory
irradiation, and these were calibrated against a secondary inter-
national standard in Denmark. Table 1
i Table 1
Dosimetry data for luminescence samples collected at Kalambo Fallsa. Sample
Depth below surface (m)
Water content (%)
Grain size (mm)
Beta dose (Gy/ka)
Gamma dose (Gy/ka)
Cosmic dose (Gy/ka)
Total dose (Gy/ka)
Unit C
KB19
1.75
10 ± 5
180e212
0.76 ± 0.05
0.59 ± 0.04
0.169 ± 0.009
1.516 ± 0.061
KB15
3.25
15 ± 5
180e250
0.55 ± 0.04
0.43 ± 0.03
0.141 ± 0.007
1.120 ± 0.045
KB16
4.30
15 ± 5
180e250
0.39 ± 0.03
0.39 ± 0.02
0.125 ± 0.006
0.905 ± 0.034
KB17
5.17
20 ± 5
180e250
0.30 ± 0.02
0.29 ± 0.02
0.114 ± 0.006
0.705 ± 0.026
Unit C1
KB3
3.10
10 ± 5
180e212
0.92 ± 0.06
0.78 ± 0.05
0.144 ± 0.007
1.843 ± 0.077
KB4
3.65
15 ± 5
180e212
1.95 ± 0.12
1.07 ± 0.06
0.135 ± 0.007
3.158 ± 0.136
KB5
4.25
15 ± 5
180e250
0.34 ± 0.02
0.46 ± 0.03
0.123 ± 0.006
0.918 ± 0.036
KB6
5.25
20 ± 5
180e250
0.49 ± 0.03
0.53 ± 0.03
0.113 ± 0.006
1.124 ± 0.043
Unit C2
KB14
1.45
10 ± 5
180e212
1.20 ± 0.08
1.15 ± 0.07
0.175 ± 0.009
2.518 ± 0.103
KB13
2.35
10 ± 5
180e212
1.39 ± 0.09
1.06 ± 0.07
0.157 ± 0.008
2.608 ± 0.111
KB12
2.88
15 ± 5
180e212
1.74 ± 0.11
1.52 ± 0.09
0.147 ± 0.008
3.407 ± 0.138
KB10
4.03
15 ± 5
180e212
1.16 ± 0.07
0.91 ± 0.05
0.129 ± 0.007
2.206 ± 0.089
KB9
4.73
20 ± 5
180e212
0.75 ± 0.05
0.56 ± 0.03
0.119 ± 0.006
1.430 ± 0.055
KB7
5.46
20 ± 5
180e212
0.78 ± 0.05
0.49 ± 0.03
0.110 ± 0.006
1.380 ± 0.055
Unit C3
KB1
1.25
10 ± 5
180e212
1.54 ± 0.10
1.03 ± 0.06
0.179 ± 0.009
2.756 ± 0.115
KB2
1.70
10 ± 5
180e212
0.64 ± 0.04
0.61 ± 0.04
0.170 ± 0.009
1.418 ± 0.056
KB8
3.05
15 ± 5
180e212
1.42 ± 0.09
1.16 ± 0.07
0.144 ± 0.007
2.727 ± 0.110
KB11
4.50
20 ± 5
180e250
0.41 ± 0.03
0.35 ± 0.03
0.122 ± 0.006
0.882 ± 0.041
a Beta and gamma dose rates listed have been corrected for the effect of water content and grain size. Table 1
Dosimetry data for luminescence samples collected at Kalambo Fallsa. 3.1. Field sampling There is a clear discrepancy between the field The dose rates used for age calculation are shown in Table 1. The
beta dose rate was calculated using the GM-25 beta counter data,
and the gamma dose rate using in situ gamma spectrometry
calculated using the threshold method. The advantage of these
methods is that they directly measure the beta and gamma dose
received by the sample, rather than making any assumptions about
homogeneity in the dose rate over different spatial scales. For KB4,
this makes the assumption that the dosimetry sample measured in
the laboratory accurately represents the dosimetry of the part of
the sample used to separate quartz for OSL measurements. The beta dose rate was corrected for grain size attenuation, and
both the beta and gamma dose rates were corrected for water
content. Water content for these samples varies depending upon
their stratigraphic position. Geomorphological field evidence sug-
gests that samples near the base of the excavated units will have G.A.T. Duller et al. / Journal of Human Evolution 85 (2015) 111e125 115 Table 1 4.1. Single grain optically stimulated luminescence (OSL)
measurements First, KB19, KB15, KB3, and KB9 have De
values that are on average much higher than those shown in
Fig. 5; use of the central age model (CAM) gives values of
58.4 ± 1.2 Gy, 44.1 ± 1.4 Gy, 61.5 ± 1.4 Gy, and 62.5 ± 1.6 Gy,
respectively. Second, the dose distributions for the samples
shown in Fig. 6 do not appear asymmetric as do KB1, KB2, KB8,
and KB14. Finally, the overdispersion (OD) values for KB19, KB15,
KB3, and KB9 are in the range 30e33%, while the younger
samples have values between 74 and 110% (Table 2). The average characteristic saturation dose (D0) for KB15
measured by Duller (2012) was 47 Gy. The calculated CAM De values
for these four samples are below the threshold of two times the
value of D0 suggested by Wintle and Murray (2006) and supported
by the dose recovery data of Duller (2012) and the measurements of
Chapot et al. (2012). This observation, along with the lack of
asymmetry in the dose distributions gives confidence that the CAM
De values given in Table 2 for these four samples are reliable esti-
mates to use for age calculation. 4.1.3. Samples affected by saturation of the quartz OSL signal The
remaining 10 samples (listed in the same order as they appear in the
tables: KB16, KB17, KB4, KB5, KB6, KB13, KB12, KB10, KB7, and KB11)
may be affected by saturation of the OSL signal. To illustrate this
problem, Fig. 7 shows the dose response curve for a single grain of
quartz from sample KB16. The natural signal measured from this
grain is at, or above, the asymptotic value determined from
laboratory regeneration measurements. Thus, it is not possible to
determine a De for this grain, and it is saturated. Grains were
defined as saturated if the normalised natural OSL signal was above
the asymptotic value for the dose response curve or if one of the
error margins was above this value. The impact of saturation
becomes increasingly apparent as older samples are analysed. Fig. 8
shows the percentage of grains that give a De value as a function of
dose. Duller (2012) showed in laboratory measurements that as the
given dose increased from 50 to 170 Gy the proportion of grains
which gave a De decreased from almost 100% to approximately
50%. 4.1. Single grain optically stimulated luminescence (OSL)
measurements For some of the samples analysed from Kalambo Falls, 25% of
grains or less gave De values. The comparison shown in Fig. 8 is
made difficult because the dose received by samples in nature is
unknown, and the large proportion of grains that are saturated
suggests that the calculated De may be underestimated. Figure 4. a) OSL decay curve for a single grain of quartz from sample KB15. The decay
curve has been fitted with the sum of three exponentials, representing the fast, me-
dium, and slow components of the quartz OSL signal. b) The dose response curve
generated for this grain of quartz. The lowest dose point was measured three times;
the first two measurements were used to calculate the recycling ratio (0.99 ± 0.04) and
the third measurement was made after exposing the grain to infrared stimulation so
that an IR depletion ratio (1.02 ± 0.04) could be measured. The equivalent dose (De) is
35.9 ± 1.8 Gy. While the CAM De calculated for some samples is almost
certainly affected by saturation (e.g., KB7, where only 14% of grains
give a De), the impact on other samples is more difficult to assess. For instance, samples KB13, KB12, and KB10 have CAM De values
between 79.0 and 82.1 Gy, overdispersion values of 28e36%, and
between 48 and 52% of grains give De values. These samples give
CAM De values that are less than twice the value of D0, but it is
unclear from this single grain data alone whether these CAM De
values are reliable or whether they are minimum values. For this
reason, TT-OSL measurements were undertaken to attempt to
overcome saturation of the OSL signal. values obtained for these samples. In all cases, there is a wide range
of De values. The distribution of De values observed in samples KB1
and KB2 at the top of the sequence is typical of what has been
observed from other young fluvial deposits (Rodnight et al.,
2005). The majority of the grains give a De of ~1.3 Gy (KB1) and
~1.0 Gy (KB2) and then a small proportion of grains give much
larger De values up to ~20 Gy, consistent with the idea that these
grains were not exposed to sufficient light at deposition to reset
the OSL signal. Sample KB8 was collected 30 cm above the
erosional base of the feature, and the De distribution for this
sample (Fig. 4.1. Single grain optically stimulated luminescence (OSL)
measurements 5c) suggests that a much smaller proportion of the
grains were exposed to sufficient daylight prior to deposition. For
all three samples, the minimum age model (MAM; Galbraith
et al., 1999) was applied to determine the appropriate estimate of
equivalent dose (De) to use for age calculation. These De values
are given in Table 2 and are shown by a grey bar on each of the
radial plots in Fig. 5. Only one other sample has a similar
distribution, and this is KB14 near the top of Unit C2 (Fig. 5d). The distribution is very similar to KB8 in that only a small
proportion of grains appear to have had their OSL signal reset at
the time of deposition. The MAM was applied to this sample as
well (Table 2). values obtained for these samples. In all cases, there is a wide range
of De values. The distribution of De values observed in samples KB1
and KB2 at the top of the sequence is typical of what has been
observed from other young fluvial deposits (Rodnight et al.,
2005). The majority of the grains give a De of ~1.3 Gy (KB1) and
~1.0 Gy (KB2) and then a small proportion of grains give much
larger De values up to ~20 Gy, consistent with the idea that these
grains were not exposed to sufficient light at deposition to reset
the OSL signal. Sample KB8 was collected 30 cm above the
erosional base of the feature, and the De distribution for this
sample (Fig. 5c) suggests that a much smaller proportion of the
grains were exposed to sufficient daylight prior to deposition. For
all three samples, the minimum age model (MAM; Galbraith
et al., 1999) was applied to determine the appropriate estimate of
equivalent dose (De) to use for age calculation. These De values
are given in Table 2 and are shown by a grey bar on each of the
radial plots in Fig. 5. Only one other sample has a similar
distribution, and this is KB14 near the top of Unit C2 (Fig. 5d). The distribution is very similar to KB8 in that only a small
proportion of grains appear to have had their OSL signal reset at
the time of deposition. The MAM was applied to this sample as
well (Table 2). 4.1. Single grain optically stimulated luminescence (OSL)
measurements 4.1.1. Samples
affected
by
incomplete
bleaching Based
on
geomorphological observations (see below and Barham et al.,
2015), Unit C3 was excavated in a relatively young channel cut-
and-fill feature, with samples KB1, KB2, and KB8 collected within
the fill (Fig. 2). Fig. 5 shows radial plots of the single grain De All 18 of the samples collected from Site C North were deposited
by fluvial processes associated with the Kalambo River. Previous
work has demonstrated that in some fluvial settings the OSL signal
in quartz may not be completely reset to zero at deposition and that G.A.T. Duller et al. / Journal of Human Evolution 85 (2015) 111e125 116 Figure 4. a) OSL decay curve for a single grain of quartz from sample KB15. The decay
curve has been fitted with the sum of three exponentials, representing the fast, me-
dium, and slow components of the quartz OSL signal. b) The dose response curve
generated for this grain of quartz. The lowest dose point was measured three times;
the first two measurements were used to calculate the recycling ratio (0.99 ± 0.04) and
the third measurement was made after exposing the grain to infrared stimulation so
that an IR depletion ratio (1.02 ± 0.04) could be measured. The equivalent dose (De) is
35.9 ± 1.8 Gy. 4.1.2. Samples dominated by a single dose population Fig. 6 shows
the single grain dose distributions for four samples (KB19, KB15,
KB3, and KB9). These samples differ from those shown in Fig. 5 in
three main respects. First, KB19, KB15, KB3, and KB9 have De
values that are on average much higher than those shown in
Fig. 5; use of the central age model (CAM) gives values of
58.4 ± 1.2 Gy, 44.1 ± 1.4 Gy, 61.5 ± 1.4 Gy, and 62.5 ± 1.6 Gy,
respectively. Second, the dose distributions for the samples
shown in Fig. 6 do not appear asymmetric as do KB1, KB2, KB8,
and KB14. Finally, the overdispersion (OD) values for KB19, KB15,
KB3, and KB9 are in the range 30e33%, while the younger
samples have values between 74 and 110% (Table 2). 4.1.2. Samples dominated by a single dose population Fig. 6 shows
the single grain dose distributions for four samples (KB19, KB15,
KB3, and KB9). These samples differ from those shown in Fig. 5 in
three main respects. Table 2
Si
l Table 2
Single grain OSL equivalent dose data and ages for samples collected at Kalambo Fallsa. Sample
Number of grains
OD
(%)
Age model
Equivalent dose
(Gy)
Dose rate
(Gy/ka)
Age
(ka)
Measured
Pass all criteria
Give De
Unit C
KB19
1200
407
306 (75%)
33
CAM
58.4 ± 1.2
1.516 ± 0.061
38.5 ± 1.7
KB15
800
128
110 (86%)
31
CAM
44.1 ± 1.4
1.120 ± 0.045
39.4 ± 2.0
KB16
1000
172
53 (31%)
54
CAM
>123 ± 9.9
0.905 ± 0.034
>136 ± 12
KB17
1000
196
71 (36%)
52
CAM
>117 ± 7.8
0.705 ± 0.026
>166 ± 13
Unit C1
KB3
1200
297
246 (83%)
32
CAM
61.5 ± 1.4
1.843 ± 0.077
33.4 ± 1.6
KB4
1000
197
39 (20%)
67
CAM
>98 ± 11
3.158 ± 0.136
>31.0 ± 3.7
KB5
1000
202
60 (30%)
50
CAM
>140 ± 10
0.918 ± 0.036
>152 ± 12.4
KB6
1000
275
86 (31%)
59
CAM
>146 ± 10
1.124 ± 0.043
>130 ± 10.1
Unit C2
KB14
1900
597
597 (100%)
110
MAM
1.68 ± 0.05
2.518 ± 0.103
0.67 ± 0.03
KB13
2000
476
247 (52%)
28
CAM
>80.8 ± 1.7
2.608 ± 0.111
31.0 ± 1.5
KB12
2000
490
234 (48%)
36
CAM
>82.1 ± 2.2
3.407 ± 0.138
24.1 ± 1.2
KB10
1900
413
214 (52%)
28
CAM
>79.0 ± 1.8
2.206 ± 0.089
35.8 ± 1.7
KB9
1000
205
169 (82%)
30
CAM
62.5 ± 1.6
1.430 ± 0.055
43.7 ± 2.0
KB7
1000
185
26 (14%)
61
CAM
>121 ± 16
1.380 ± 0.055
>87.7 ± 12.1
Unit C3
KB1
1000
243
243 (100%)
74
MAM
1.34 ± 0.05
2.756 ± 0.115
0.49 ± 0.02
KB2
1100
283
283 (100%)
93
MAM
1.04 ± 0.02
1.418 ± 0.056
0.73 ± 0.03
KB8
1000
369
360 (98%)
76
MAM
3.86 ± 0.21
2.727 ± 0.110
1.42 ± 0.10
KB11
900
199
88 (44%)
90
CAM
>98.9 ± 9.8
0.882 ± 0.041
>112 ± 12
a All ages are reported in thousands of years (ka) before the date of measurement (AD 2010). Where the MAM was used, an overdispersion value of 15% was assumed for the
model. Table 2
Single grain OSL equivalent dose data and ages for samples collected at Kalambo Fallsa. Figure 5. 4.2. Thermally transferred optically stimulated luminescence (TT-
OSL) measurements TT-OSL is a signal that has been explored in quartz in recent
years (Duller and Wintle, 2012). It has been applied in a small
number of archaeological settings to extend the age range over
which luminescence dating methods can be applied (e.g., Kim et al.,
2010; Arnold et al., 2014). The principal advantage of TT-OSL over
the more commonly used OSL signal is the dose response charac-
teristic (Fig. 9), which shows continued growth of the signal at G.A.T. Duller et al. / Journal of Human Evolution 85 (2015) 111e125 117 Table 2
Si
l Dose response curve for the OSL signal from a single grain of quartz from
sample KB16. The open square and the dashed horizontal line show the natural signal. The dose response curve determined from laboratory regeneration doses does not
intersect with the natural signal, demonstrating that the natural OSL signal in this
grain had reached saturation. Figure 8. The percentage of grains that pass all appropriate selection criteria (e.g.,
recycling, IR-OSL ratio, recuperation) which give an equivalent dose (De) value. At
higher doses, a decreasing percentage of grains yield a De value because the OSL signal
is saturated. Two datasets are shown. The first is dose recovery data (white circles) for
sample KB15 from Duller (2012) and the x-axis is the known dose administered in the
laboratory. The second is for the suite of 18 samples reported in this paper and the x-
axis is the estimate of equivalent dose based on OSL measurements. For this second
dataset, samples shown in black are finite values, while for those in grey the De may be
a minimum value because of saturation. Values of D0 and twice the value of D0 are
taken from Duller (2012). Figure 7. Dose response curve for the OSL signal from a single grain of quartz from
sample KB16. The open square and the dashed horizontal line show the natural signal. The dose response curve determined from laboratory regeneration doses does not
intersect with the natural signal, demonstrating that the natural OSL signal in this
grain had reached saturation. Figure 8. The percentage of grains that pass all appropriate selection criteria (e.g.,
recycling, IR-OSL ratio, recuperation) which give an equivalent dose (De) value. At
higher doses, a decreasing percentage of grains yield a De value because the OSL signal
is saturated. Two datasets are shown. The first is dose recovery data (white circles) for
sample KB15 from Duller (2012) and the x-axis is the known dose administered in the
laboratory. The second is for the suite of 18 samples reported in this paper and the x-
axis is the estimate of equivalent dose based on OSL measurements. For this second
dataset, samples shown in black are finite values, while for those in grey the De may be
a minimum value because of saturation. Values of D0 and twice the value of D0 are
taken from Duller (2012). Figure 8. Table 2
Si
l Radial plots of equivalent dose data for four samples where incomplete bleaching is significant: a) KB1; b) KB2; c) KB8; and d) KB14. Figure 5. Radial plots of equivalent dose data for four samples where incomplete bleaching is significant: a) KB1; b) KB2; c) KB8; and d) KB14. re 5. Radial plots of equivalent dose data for four samples where incomplete bleaching is significant: a) KB1; b) KB2; c) KB8; and d) KB G.A.T. Duller et al. / Journal of Human Evolution 85 (2015) 111e125 118 (
) Figure 6. Equivalent dose distributions for four samples dominated by a single population: a) KB19; b) KB15; c) KB3; and d) KB9. Figure 6. Equivalent dose distributions for four samples dominated by a single population: a) KB19; b) KB15; c) KB3; and d) KB9. much higher doses than is observed for the OSL signal. However,
the TT-OSL signal is normally at least one hundred times weaker
than the OSL signal (Duller and Wintle, 2012). Initial experiments
on samples from Kalambo Falls attempted to measure TT-OSL from much higher doses than is observed for the OSL signal. However,
the TT-OSL signal is normally at least one hundred times weaker
than the OSL signal (Duller and Wintle, 2012). Initial experiments
on samples from Kalambo Falls attempted to measure TT-OSL from single grains of quartz, but signal levels were too low. Thus, all
measurements of the TT-OSL signal reported here were made on
medium sized aliquots (consisting of ~ 500 grains of quartz) in
order to obtain a sufficiently strong signal. Figure 8. The percentage of grains that pass all appropriate selection criteria (e.g.,
recycling, IR-OSL ratio, recuperation) which give an equivalent dose (De) value. At
higher doses, a decreasing percentage of grains yield a De value because the OSL signal
is saturated. Two datasets are shown. The first is dose recovery data (white circles) for
sample KB15 from Duller (2012) and the x-axis is the known dose administered in the
laboratory. The second is for the suite of 18 samples reported in this paper and the x-
axis is the estimate of equivalent dose based on OSL measurements. For this second
dataset, samples shown in black are finite values, while for those in grey the De may be
a minimum value because of saturation. Values of D0 and twice the value of D0 are
taken from Duller (2012). Figure 7. Table 2
Si
l (2008) measured 17 Gy in coastal dunes in South
Africa and similar values are summarised from the literature in
Duller and Wintle (2012)), but smaller than those found for fine
grained overbank deposits from the Yellow River in China
(259 ± 108 and 282 ± 38 Gy; Hu et al., 2010). Although the values
measured for KB1 and KB2 are large, the De values for the two
samples are very reproducible (both have overdispersion values
less than 10%) and are similar to each other (102 ± 10 Gy and
115 ± 6.4 Gy, respectively). The depositional environment for all
of the OSL samples collected here is thought to be similar, and
therefore it is assumed that this residual dose should be sub-
tracted from the De values obtained for all samples from Site C
North. Figure 9. Dose response curves for two luminescence signals from quartz grains of
sample KB7. Single grain OSL measurements show the onset of saturation in the first
150e200 Gy, while the TT-OSL signal (derived from a multiple grain aliquot) shows a
linear growth in signal up to 1000 Gy. The single aliquot regenerative (SAR) dose protocol developed
by Adamiec et al. (2010) was used for all TT-OSL measurements in
this study. This protocol holds the aliquot at 350 C for 200 s at the
end of each SAR cycle in order to remove any charge remaining in
the TT-OSL defect and thus improves recycling. The effectiveness of
this protocol was tested by undertaking a dose recovery experi-
ment on sample KB1. Sixteen aliquots were used, with eight
receiving no treatment and eight receiving a known laboratory beta
dose of 182 Gy prior to any other treatment. All sixteen aliquots
then had their De measured using the Adamiec et al. (2010) TT-OSL
SAR protocol. After subtracting the residual dose in KB1 (discussed
below), the ratio of the given to the recovered dose was 0.97 ± 0.09,
demonstrating that it was possible to accurately measure the
known laboratory radiation dose. For each sample, eight medium sized aliquots were measured
using the SAR TT-OSL protocol. Standard rejection criteria were
applied, namely a signal at least three times above the standard
deviation of the background, a recycling ratio within 10% of unity,
and recuperation less than 5% of the natural. Table 2
Si
l The percentage of grains that pass all appropriate selection criteria (e.g.,
recycling, IR-OSL ratio, recuperation) which give an equivalent dose (De) value. At
higher doses, a decreasing percentage of grains yield a De value because the OSL signal
is saturated. Two datasets are shown. The first is dose recovery data (white circles) for
sample KB15 from Duller (2012) and the x-axis is the known dose administered in the
laboratory. The second is for the suite of 18 samples reported in this paper and the x-
axis is the estimate of equivalent dose based on OSL measurements. For this second
dataset, samples shown in black are finite values, while for those in grey the De may be
a minimum value because of saturation. Values of D0 and twice the value of D0 are
taken from Duller (2012). Figure 7. Dose response curve for the OSL signal from a single grain of quartz from
sample KB16. The open square and the dashed horizontal line show the natural signal. The dose response curve determined from laboratory regeneration doses does not
intersect with the natural signal, demonstrating that the natural OSL signal in this
grain had reached saturation. G.A.T. Duller et al. / Journal of Human Evolution 85 (2015) 111e125 119 Figure 9. Dose response curves for two luminescence signals from quartz grains of
sample KB7. Single grain OSL measurements show the onset of saturation in the first
150e200 Gy, while the TT-OSL signal (derived from a multiple grain aliquot) shows a
linear growth in signal up to 1000 Gy. Falls (e.g., Fig. 5) show that not all grains have been exposed to
daylight sufficiently to reset their OSL signal, and thus it would be
expected that there would be a large residual TT-OSL signal at
deposition. Eight aliquots of each of the two youngest samples
(KB1 and KB2) from the channel cut-and-fill feature in Unit C3
(Fig. 2) had their De measured using the TT-OSL SAR protocol. When the data from these two samples are combined, they give
an average residual dose of 111 ± 5.6 Gy. This TT-OSL residual is
larger than that typically measured in aeolian environments (e.g.,
Tsukamoto et al. Table 2
Si
l The De values
measured are listed in Table 3, and the De values after subtraction of
the 111 ± 5.6 Gy residual are also shown. One means of checking the veracity of the TT-OSL values is by
comparing the De values with those obtained using single grain
quartz OSL (Fig. 10). For the group of samples shown in Fig. 6 that
are dominated by a single population of grains and where satura-
tion is not significant, there is very good agreement between the
OSL and TT-OSL De values, especially given the large residual dose
that has to be subtracted. One of the drawbacks of the TT-OSL signal is that it is reset by
daylight much more slowly than the quartz OSL signal (Jacobs
et al., 2011; Duller and Wintle, 2012), and hence most previous
applications of this method have been on aeolian samples. The
single grain OSL data for the youngest samples from Kalambo Uncertainty about the reliability of the single grain quartz OSL
data for samples KB13, KB12, and KB10 was highlighted previously. Table 3 Table 3
TT-OSL equivalent dose data and ages for samples collected at Kalambo Falls, and TT-OSL ages corrected for the impact of the lifetime of the charge, assuming a burial
temperature of 17 ± 2 C. Sample
Dose rate (Gy/ka)
TT-OSL equivalent dose (Gy)
Residual subtracted TT-OSL De (Gy)
Uncorrected
Age (ka)
Lifetime corrected age (ka)
Unit C
KB19
1.516 ± 0.061
166 ± 5.2
54.3 ± 7.6
35.8 ± 5.2
36.4 ± 5.5
KB15
1.120 ± 0.045
152 ± 14
40.4 ± 15
36.1 ± 14
36.7 ± 15
KB16
0.905 ± 0.034
446 ± 18
335 ± 19
370 ± 25
455 ± 103
KB17
0.705 ± 0.026
339 ± 24
228 ± 25
323 ± 37
386 ± 94
Unit C1
KB3
1.843 ± 0.077
164 ± 8.2
52.7 ± 10
28.6 ± 5.5
29.0 ± 5.7
KB4
3.158 ± 0.136
580 ± 37
468 ± 37
148 ± 13
159 ± 17
KB5
0.918 ± 0.036
427 ± 27
316 ± 28
342 ± 33
416 ± 91
KB6
1.124 ± 0.043
473 ± 27
362 ± 28
322 ± 27
384 ± 72
Unit C2
KB14
2.518 ± 0.103
145 ± 4.3
33.8 ± 7.0
13.4 ± 2.9
13.5 ± 2.9
KB13
2.608 ± 0.111
232 ± 5.7
121 ± 8.0
46.3 ± 3.6
47.3 ± 3.8
KB12
3.407 ± 0.138
201 ± 9.5
89.7 ± 11
26.3 ± 3.4
26.6 ± 3.5
KB10
2.206 ± 0.089
175 ± 6.9
63.3 ± 8.9
28.7 ± 4.2
29.1 ± 4.3
KB9
1.430 ± 0.055
157 ± 5.2
45.4 ± 7.6
31.8 ± 5.5
32.3 ± 5.7
KB7
1.380 ± 0.055
511 ± 22
400 ± 23
290 ± 20
339 ± 49
Unit C3
KB1
2.756 ± 0.115
102 ± 10
9.3 ± 12
3.4 ± 4.2
n/a
KB2
1.418 ± 0.056
115 ± 6.4
4.1 ± 8.5
2.9 ± 6.0
2.9 ± 6.0
KB8
2.727 ± 0.110
140 ± 11
28.4 ± 13
10.4 ± 4.7
10.5 ± 4.8
KB11
0.882 ± 0.041
480 ± 14
369 ± 15
418 ± 26
532 ± 133 G.A.T. Duller et al. / Journal of Human Evolution 85 (2015) 111e125 120 Figure 10. A comparison of equivalent doses calculated for all 18 samples from
Kalambo Falls using the OSL signal from single grains of quartz and the TT-OSL signal
from medium-sized aliquots. Table 3 The same data are shown in (a) and (b), but an expanded
scale is used in (a) for clarity. the single grain OSL CAM De is around 100 Gy or higher (KB16, KB17,
KB4, KB5, KB6, KB7, KB11), the TT-OSL suggests that these values are
strongly affected by saturation of the OSL signal and significantly
underestimate the true burial dose. In these cases, TT-OSL provides
the most reliable age estimates. 4.2.1. Correcting for the impact of the lifetime of the TT-OSL
signal Adamiec et al. (2010) calculated the lifetime of charge in
the trap responsible for the TT-OSL signal in quartz based upon
laboratory experiments and obtained a value of 4.5 Ma at 10 C. Thiel et al. (2012) compared ages determined using TT-OSL with
those determined using the post-IR IR signal from feldspars, and
assuming that the post-IR IRSL ages were correct, they saw
underestimation of the TT-OSL ages consistent with the kinetic
parameters calculated by Adamiec et al. (2010). It therefore seems
that TT-OSL ages require correction for the instability of charge in
the trap responsible for the signal. Although this correction is
small for samples less than 100 ka, the corrections are larger for
samples from near the base of each of the excavation units. 4.2.1. Correcting for the impact of the lifetime of the TT-OSL
signal Adamiec et al. (2010) calculated the lifetime of charge in
the trap responsible for the TT-OSL signal in quartz based upon
laboratory experiments and obtained a value of 4.5 Ma at 10 C. Thiel et al. (2012) compared ages determined using TT-OSL with
those determined using the post-IR IR signal from feldspars, and
assuming that the post-IR IRSL ages were correct, they saw
underestimation of the TT-OSL ages consistent with the kinetic
parameters calculated by Adamiec et al. (2010). It therefore seems
that TT-OSL ages require correction for the instability of charge in
the trap responsible for the signal. Although this correction is
small for samples less than 100 ka, the corrections are larger for
samples from near the base of each of the excavation units. p
The lifetime of charge in the TT-OSL trap is temperature
dependent. The mean annual temperature at Mbala (30 km from
Kalambo Falls) based on instrumental records covering the period
from 1967 to 1986 is 18.7 C (NOAA; ftp://ftp.atdd.noaa.gov/pub/
GCOS/WMO-Normals/TABLES/REG__I/ZA/67413.TXT). Table 3 Over
the
long time periods (>50 ka) that some of these samples have been
buried, temperatures are likely to have been lower on average than
present, but the magnitude of cooling in the tropics is poorly con-
strained. The most relevant data for this part of Africa are the
studies by Tierney et al. (2008) and Woltering et al. (2011) who
presented TEX86 based temperature reconstructions for Lakes
Tanganyika and Malawi over the last 60 and 74 ka, respectively. The
two temperature constructions are consistent with each other and
imply that although temperatures may have varied by as much as
6 C, the average temperature is likely to be only ~1e2 C cooler
than the present. In order to correct the TT-OSL ages for charge
instability, a mean burial temperature of 17 ± 2 C has been
assumed. Using the kinetic parameters of Adamiec et al. (2010), the
lifetime of charge in the TT-OSL defect at this temperature is 1.06
Ma. Ages in the final column of Table 3 have been corrected to
account for this thermal lifetime using the following equation
(based on that given in Adamiec et al., 2010): Figure 10. A comparison of equivalent doses calculated for all 18 samples from
Kalambo Falls using the OSL signal from single grains of quartz and the TT-OSL signal
from medium-sized aliquots. The same data are shown in (a) and (b), but an expanded
scale is used in (a) for clarity. Age ¼ t,ln
1 Agem
t
The TT-OSL De values (63.3e121 Gy) obtained for these samples are
broadly similar to the single grain OSL values (79.0e82.1 Gy), but
the two samples (KB4 and KB11) with the next largest single grain
OSL De values (98 ± 11 and 99 ± 10 Gy, respectively) have TT-OSL De
values (468 ± 37 and 369 ± 15 Gy) that imply that the quartz OSL is
severely affected by saturation. In the case of KB4, the OSL signal of
80% of the grains is saturated, and this differentiates the sample
from those where 50% or less of the grains are saturated. However,
for KB11, 44% of the grains give De values, a proportion that is not
very different from those samples where the TT-OSL and single
grain OSL De values are consistent. Table 3 The TT-OSL De values (63.3e121 Gy) obtained for these samples are
broadly similar to the single grain OSL values (79.0e82.1 Gy), but
the two samples (KB4 and KB11) with the next largest single grain
OSL De values (98 ± 11 and 99 ± 10 Gy, respectively) have TT-OSL De
values (468 ± 37 and 369 ± 15 Gy) that imply that the quartz OSL is
severely affected by saturation. In the case of KB4, the OSL signal of
80% of the grains is saturated, and this differentiates the sample
from those where 50% or less of the grains are saturated. However,
for KB11, 44% of the grains give De values, a proportion that is not
very different from those samples where the TT-OSL and single
grain OSL De values are consistent. where the measured age (Agem) is corrected for the impact of the
lifetime (t). This approach assumes that growth of the TT-OSL
signal is linear during the period being considered, and for the
Kalambo samples this is an appropriate assumption (Fig. 9). The
lifetime is calculated from the values of trap depth (E), escape
frequency (s), and mean annual temperature (T) using the
equation: It thus appears that it is difficult to devise criteria by which to
assess the reliability of De values obtained using the quartz OSL
signal from samples as they approach saturation. For this suite of
samples, the single grain OSL data appear reliable when the CAM De
is less than about 70 Gy, and this is also the point at which more
than 75% of grains that pass all the acceptance criteria yield De
values (Table 2). There is then a group of samples where the single
grain OSL CAM De is about 80 Gy and where about 50% of the grains
give De values. These values are similar to the TT-OSL De values, and
thus the OSL appears to be reliable. Given the challenge of
measuring the TT-OSL and the need to subtract a substantial re-
sidual signal, the OSL ages for samples KB13, KB12, and KB10 are
considered more reliable than the TT-OSL ages. For samples where t ¼ 1
se
E
kT
Uncertainties in the corrected ages were determined by incor-
porating the error on the TT-OSL age and the uncertainty on the
burial temperature (17 ± 2 C) using a Monte Carlo method. 4.3. Table 4 Table 4
Summary of the luminescence chronology for the four units excavated at Kalambo
Falls. Sample
Signal used
Age Model
Age (ka)
Unit C
KB19
OSL
CAM
38.5 ± 1.7
KB15
OSL
CAM
39.4 ± 2.0
KB16
TT-OSL
CAM
455 ± 103
KB17
TT-OSL
CAM
386 ± 94
Unit C1
KB3
OSL
CAM
33.4 ± 1.6
KB4
TT-OSL
CAM
159 ± 17
KB5
TT-OSL
CAM
416 ± 91
KB6
TT-OSL
CAM
384 ± 72
Unit C2
KB14
OSL
MAM
0.67 ± 0.03
KB13
OSL
CAM
31.0 ± 1.5
KB12
OSL
CAM
24.1 ± 1.2
KB10
OSL
CAM
35.8 ± 1.7
KB9
OSL
CAM
43.7 ± 2.0
KB7
TT-OSL
CAM
339 ± 49
Unit C3
KB1
OSL
MAM
0.49 ± 0.02
KB2
OSL
MAM
0.73 ± 0.03
KB8
OSL
MAM
1.42 ± 0.10
KB11
TT-OSL
CAM
532 ± 133 Summary of the luminescence chronology for the four units excavated at Kalambo
Falls. Figure 12. Unit C3 excavation showing the location of the luminescence samples (red
circles) and the ages obtained. Scale bar is shown for the front face of the excavation. package (package 1) is found in the basal parts of all four excava-
tions, with ages ranging from ~500 to 300 ka (Unit C: KB16 and
KB17; Unit C1: KB5 and KB6; Unit C2: KB7; Unit C3: KB11). The next
youngest sedimentary package (package 2) is poorly preserved,
being represented by only a single age in the ~300 to 50 ka range
(Unit C1: KB4), and is discussed further below. The next youngest
sedimentary package (package 3) is found in three of the units and
indicates deposition from ~50 to 30 ka (Unit C: KB 19 and KB 15;
Unit C1: KB3; Unit C2: KB13, KB10, and KB9). The youngest sedi-
mentary package (package 4) records deposition from ~1.5 to 0.49
ka and is seen most clearly in Unit C3 (KB1, KB2, and KB8), but is
also at the top of Unit C2 (KB14). been used, while TT-OSL is used for the older samples. The OSL
signal is preferred for the younger samples because it bleaches
more rapidly by exposure to daylight. The derived ages are in stratigraphic order, within uncertainties,
except for sample KB12 in Unit C2 (Fig. 14), which is discussed later. Across the four unit excavations, there appears to be four sedi-
mentary packages with distinct age ranges. The oldest sedimentary Figure 11. Table 3 Luminescence chronology of deposits at Kalambo Falls Table 4 summarises the luminescence chronology for the four
unit excavations at Site C North, and the ages are shown in
Figs. 11e14. For the younger samples, which were not affected by
saturation, ages derived from single grain OSL measurements have G.A.T. Duller et al. / Journal of Human Evolution 85 (2015) 111e125 121 Figure 12. Unit C3 excavation showing the location of the luminescence samples (red
circles) and the ages obtained. Scale bar is shown for the front face of the excavation. Table 4 These younger deposits represent sedimentary
package 3. Stage 4 Sometime prior to ~1.5 ka, a small channeldpossibly a
side branch (floodplain chute) channel of the main Kalambo Riv-
erdincised partway through the fluvial succession. Rapid refilling
of the incised channel with dominantly fine-grained (silt, sand)
sediment occurred between ~1.5 and 0.49 ka, with minor fine-
grained sedimentation also extending laterally beyond the chan-
nel margins atop sedimentary package 3. These young channel fill
and overbank deposits represent sedimentary package 4. Figure 14. Unit C2 excavation showing the location of the luminescence samples
(red circles) and the ages obtained. Scale bar is shown for the front face of the
excavation. Stage 5 After ~0.49 ka, the main Kalambo River incised up to 9 m
into the fluvial succession, so that the base and lower banks of the
channel were formed in the preserved sedimentary package 1 de-
posits, and the upper banks were formed in the preserved parts of
sedimentary packages 2, 3, and 4. made in situ and those made in the laboratory (Fig. 3), and the dose
rate listed in Table 1 is much higher than for most other samples. The high dose rate observed in the laboratory may be an artefact
of having subsampled a clay-rich unit. If only the in situ measure-
ments are used for dosimetry, then the lifetime corrected TT-OSL
age for KB4 is 249 ± 33 ka, but this still does not fit within
the age ranges for sedimentary packages 1 and 3, as described
above. Stage 6 Following this deep incision, renewed lateral migration
is currently occurring at a lower topographic level. Bank erosion,
primarily on outer meander bends, is providing new exposures of
sedimentary packages 1e4, while concomitant deposition is
occurring primarily on inner bends, leading to formation of another
package of young deposits in juxtaposition with these older,
luminescence-dated, sedimentary packages. Sample KB12 (Fig. 14) gives an OSL age (24.1 ± 1.2 ka) that is not
consistent with the age of KB13 (31.0 ± 1.5 ka) immediately above. Like KB4, KB12 has a very high dose rate (3.41 ± 0.14 Gy/ka) and it is
possible that the discrepancy between this sample and those
around it is due to local variations in the dose rate that have not
been captured by our dosimetry measurements. Table 4 Unit C excavation showing the location of the luminescence samples (red
circles) and the ages obtained. Sample KB19 was taken from a small excavation just to
the upper left of the main excavation. Scale bar is shown for the front face of the
excavation. Sedimentary package 2 is designated on the basis of the TT-OSL
age of 159 ± 17 ka for sample KB4, as this appears to represent a
period of deposition distinct from the underlying (package 1)
and overlying (package 3) deposits. However, the dosimetry for KB4
was complex, with a large difference between the measurements Figure 13. Unit C1 excavation showing the location of the luminescence samples (red
circles) and the ages obtained. Scale bar is shown for the front face of the excavation. Figure 11. Unit C excavation showing the location of the luminescence samples (red
circles) and the ages obtained. Sample KB19 was taken from a small excavation just to
the upper left of the main excavation. Scale bar is shown for the front face of the
excavation. Figure 13. Unit C1 excavation showing the location of the luminescence samples (red
circles) and the ages obtained. Scale bar is shown for the front face of the excavation. G.A.T. Duller et al. / Journal of Human Evolution 85 (2015) 111e125 122 deposits in the centre of the Kalambo Basin. These deposits
represent sedimentary package 1. Figure 14. Unit C2 excavation showing the location of the luminescence samples
(red circles) and the ages obtained. Scale bar is shown for the front face of the
excavation. Stage 2 Between ~300 ka and 50 ka, the Kalambo River laterally
migrated back and forth across the centre of the Kalambo Basin but
again with a minor component of vertical aggradation. During
lateral migration, channel bed erosion partially truncated the top
part of sedimentary package 1 (generally the finer-grained de-
posits), but younger, relatively coarse-grained channel and finer-
grained overbank deposits were deposited. These younger de-
posits represent sedimentary package 2. Stage 3 Between ~50 ka and 30 ka, the Kalambo River again
laterally migrated back and forth while undergoing minor aggra-
dation. During this stage of lateral migration, channel bed erosion
partially truncated or completely removed the top part of sedi-
mentary package 2, so that preservation of this package is spatially
patchy (i.e., thin or absent locally) but still younger, relatively
coarse-grained
channel
and
finer-grained
overbank
deposits
were deposited. Table 4 y p
g
This model provides new insights into the nature, timing, and
controls of the river and floodplain processes involved in site for-
mation. Previous studies at Kalambo Falls had identified the
punctuated pattern of sedimentation in the basin and had sug-
gested that this could be the result of periodic blocking and
unblocking of the spillway gorge through which the Kalambo River
flows to reach the falls (e.g., Bond, 1969; Haldemann, 1969; Clark,
2001: 3e4). Our detailed field surveys in August 2006, however,
failed to find any unequivocal field evidence to support this hy-
pothesis. On the southern side of the spillway gorge there are
rounded and sub-rounded quartzite boulders at high elevations
(>5 m) above the current channel. Percussion marks on these
boulders may be consistent with fluvial transportation, but these
likely relate to much older phases of river activity rather than being
evidence for proposed blockage events during the mid or late
Pleistocene (Barham et al., 2015). No evidence for truncated debris
flows or rockfalls that could have blocked the gorge for extended
periods of time were observed. Our model (Fig. 15a) illustrates how
the sedimentary packages observed at Site C North could have
resulted from ongoing meander dynamics, without necessarily
requiring complex interpretations that invoke periodic blocking of
the Kalambo River. At present, there is insufficient evidence to
clarify the influence of climatic change in each stage of river activity
(Barham et al., 2015) but because meander dynamics can occur as
an intrinsic part of fluvial activity, climatic forcing is not necessary
to explain the observed fluvial succession. This model provides new insights into the nature, timing, and
controls of the river and floodplain processes involved in site for-
mation. Previous studies at Kalambo Falls had identified the
punctuated pattern of sedimentation in the basin and had sug-
gested that this could be the result of periodic blocking and
unblocking of the spillway gorge through which the Kalambo River
flows to reach the falls (e.g., Bond, 1969; Haldemann, 1969; Clark, 5.1. Implications of the luminescence chronology for reconstructing
fluvial activity at Site C North Using geomorphological field observations, sedimentological
descriptions, and the luminescence ages (Table 4), a model for
interpretation of the broad sequence of river and floodplain activity
represented in the fluvial succession at Site C North can be pro-
posed (Fig. 15a). As our work focused on the succession in the
central part of the Kalambo Basin only, this model should be viewed
as a hypothesis that can be tested and perhaps refined using data
from other parts of the basin, including at the basin margins where
the fluvial succession interfingers with colluvial material (Clark,
2001). Six main stages of river and floodplain activity can be
identified, as outlined below. Stage 1 Between ~500 ka and ~300 ka, the Kalambo River was
characterised by lateral migration and minor vertical aggradation,
leading to the deposition of relatively coarse-grained (sand, gravel)
channel deposits and finer-grained (clay, silt, sand) overbank 15. a) Schematic diagram illustrating a conceptual model for the development of the fluvial succession found at Site C North in the central Kalambo Basin. Six sta
y have led to the deposition and exposure of four main sedimentary packages, with packages 1e3 being especially rich in archaeological terms. b) Schematic diagra
plications of this model for the generation and preservation of the archaeological record (adapted from Lewin and Macklin (2003) and Barham et al. 2015). Th
terised by scattered artefacts and lags that nonetheless retain chronological coherence in vertical succession. G.A.T. Duller et al. / Journal of Human Evolution 85 (2015) 111e125 123 G.A.T. Duller et al. / Journal of Human Evolution 85 (2015) 111e125 Figure 15. a) Schematic diagram illustrating a conceptual model for the development of the fluvial succession found at Site C North in the central Kalambo Basin. Six stages of river
activity have led to the deposition and exposure of four main sedimentary packages, with packages 1e3 being especially rich in archaeological terms. b) Schematic diagram showing
the implications of this model for the generation and preservation of the archaeological record (adapted from Lewin and Macklin (2003) and Barham et al. 2015). The record is
characterised by scattered artefacts and lags that nonetheless retain chronological coherence in vertical succession. Figure 15. a) Schematic diagram illustrating a conceptual model for the development of the fluvial succession found at Site C North in the central Kalambo Basin. 5.1. Implications of the luminescence chronology for reconstructing
fluvial activity at Site C North Six stages of river
activity have led to the deposition and exposure of four main sedimentary packages, with packages 1e3 being especially rich in archaeological terms. b) Schematic diagram showing
the implications of this model for the generation and preservation of the archaeological record (adapted from Lewin and Macklin (2003) and Barham et al. 2015). The record is
characterised by scattered artefacts and lags that nonetheless retain chronological coherence in vertical succession. 5.3. Significance of the Kalambo Falls archaeological record 5.3. Significance of the Kalambo Falls archaeological record The details of the archaeological record at Site C North are
described elsewhere (Barham et al., 2015), with the key finding
being a Mode 2/3 transition preserved in sedimentary package 1
that has been dated to ~500e300 ka. The mode concept, as modi-
fied by Shea (2011), is used in this study to highlight basic tech-
nological
differences
between
archaeological
horizons. This
approach recognises that the sample sizes from Site C North are too
small to make reliable attributions to the Stone Age industries
defined for Kalambo Falls (Clark, 1969, 2001). At Site C North, Mode
2 (Acheulean) is recognised by the occurrence of large cutting tools
(>10 cm) that include bifacially shaped handaxes and cleavers. Mode 3 (Middle Stone Age) is recognised by the occurrence of
prepared cores and less direct indicators including platform prep-
aration (Barham et al., 2015). Mode 2 artefacts occur only in sedi-
mentary package 1, whereas Mode 3 artefacts occur in sedimentary
packages 1, 2, and 3, with a re-deposited mixture of Stone Age and
Iron Age artefacts found in the late Holocene channel deposits that
define the major part of package 4. These findings provide a springboard from which to initiate
further archaeological investigations in the area and will help
Kalambo Falls regain its place among the pre-eminent Stone Age
sites in Africa. The combination of geomorphological, sedimento-
logical, and geochronological approaches employed in this study
also demonstrates the potential for investigations of other fluvial
archaeological sites, both in Africa and farther afield. In particular,
where suitable quartz-rich deposits are present, the combined use
of OSL and TT-OSL signals offers the potential for establishing
chronological control perhaps extending back over half a million
years. j
p
p
g
Until now, reliable radiometric ages have been lacking for the
late Acheulean and the earliest Middle Stone Age at Kalambo Falls. The TT-OSL results from Site C North place the transition well
within the Middle Pleistocene, and the site can now be added to the
small number of other dated Mode 2/3 transitions in southern and
eastern Africa (Beaumont and Vogel, 2006; Tryon et al., 2006; Porat
et al., 2010) and in southwest Asia (Gopher et al., 2010). 5.2. Implications of fluvial activity for the archaeological record have been preserved as lags (e.g., at the channel base or on point
bars), the archaeological record thus still retains a stratigraphic
coherence, with older artefacts being found in lower layers and
younger artefacts in upper layers (Fig. 15b). In such situations, the
age of the sedimentary package in which artefacts are found pro-
vides a minimum age for those artefacts, and the age of the un-
derlying erosively truncated sedimentary package provides a
maximum age for those artefacts. The proposed model for fluvial activity (Fig. 15a) has implica-
tions for interpretations of the generation, preservation, and visi-
bility of the associated archaeological record in the centre of the
Kalambo Basin. For example, repeated lateral migration and partial
or complete truncation of older deposits means that potential for
reworking of artefacts has been high, with few if any preserved in
primary contexts, as was recognised in earlier work at the site (e.g.,
Schick, 2001). Nonetheless, because most sedimentary packages
have been subject to only partial truncation during later river ac-
tivity and many artefacts may not be transported far and instead Recent incision (Stage 5; Fig. 15a) and subsequent lateral
migration (Stage 6) has been vital for the visibility of the archaeo-
logical record, for without these processes many artefacts would
remain deeply buried and largely undetectable. Meander migration G.A.T. Duller et al. / Journal of Human Evolution 85 (2015) 111e125 124 chronologies, especially for older sites beyond the range of radio-
carbon. Prior to this study, an appreciation of the significance of the
Kalambo Falls archaeological site had been restricted, particularly
by the lack of a reliable chronology, thereby contributing to the
site's marginalisation in discussions about the timing and impor-
tance of the technological transition from the Acheulean to the
Middle Stone Age (e.g., McBrearty, 2001). Using a combination of
OSL and TT-OSL, we have provided a chronology for the fluvial
succession in the central part of the Kalambo Basin. This chronology
reveals a punctuated depositional record, characterised by four
temporally distinct sedimentary packages (age ranges of ~500e300
ka, ~300e50 ka, ~50e30 ka, and ~1.5e0.49 ka). Combining this
chronology with insights derived from geomorphology and sedi-
mentology has enabled development of a conceptual model that
can be used to interpret the generation, preservation, and visibility
of the archaeological record at Site C North. References Nascent regional differences such as this are only now becoming
evident as a result of the development of radiometric dating
methods. TT-OSL is of particular importance as it will enable ar-
chaeologists to generate chronological frameworks in areas where
the options for the use of other dating techniques are limited by
geological factors and by poor organic preservation. These limita-
tions apply in particular to many of the Stone Age sites in central
and west Africa (Barham and Mitchell, 2008). The archaeological
succession at Kalambo Falls is important in this context, as it
straddles the gap between the better dated sites in eastern and
southern Africa, and offers large existing collections of Mode 2 and
Mode 3 artefacts from deposits that can now be dated more
reliably. Adamiec, G., Duller, G.A.T., Roberts, H.M., Wintle, A.G., 2010. Improving the TT-OSL
SAR protocol through source trap characterisation. Radiat. Measurements 45,
768e777. Armitage, S.J., Jasim, S.A., Marks, A.E., Parker, A.G., Usik, V.I., Uerpmann, H.P., 2011. The southern route “Out of Africa”: evidence for an early expansion of modern
humans into Arabia. Science 331, 453e456. Arnold, L.J., Demuro, M., Pares, J.M., Luis Arsuaga, J., Aranburu, A., Bermúdez de
Castro, J.M., Carbonell, E., 2014. Luminescence dating and palaeomagnetic age
constraint on hominins from Sima de los Huesos, Atapuerca. Spain. J. Hum. Evol. 67, 85e107. Barham, L., 2013. From Hand to Handle: The First Industrial Revolution. Oxford
University Press, Oxford. Barham, L., Mitchell, P., 2008. The First Africans: African Archaeology from the
Earliest Toolmakers to Most Recent Foragers. Cambridge University Press,
Cambridge. Barham, L., Duller, G.A.T., Plater, A.J., Tooth, S., Turner, S., 2009. Recent excavations at
Kalambo Falls, Zambia. Antiquity 83 (322). Barham, L., Tooth, S., Duller, G.A.T., Plater, A.J., Turner, S., 2015. Excavations at Site C
North, Kalambo Falls, Zambia: new insights into the Mode 2/3 transition in
south-central Africa. J. Afr. Archaeol. 13 (2) http://dx.doi.org/10.3213/2191-
5784-10270. 5.3. Significance of the Kalambo Falls archaeological record Together,
they provide evidence for increasing technological variability be-
tween ~500 and 300 ka that is characterised by the development of
new forms of cores, blanks, and the invention of combinatorial tools
(Johnston and McBrearty, 2010; Wilkins et al., 2012; Barham, 2013). Regional variability is also emerging in the duration of the Mode 2/
3 transition (McBrearty and Tryon, 2006). In Ethiopia, cleavers and
handaxes were still being made ~212 ka (de la Torre et al., 2014),
whereas the TT-OSL chronology for Site C North suggests a poten-
tially earlier cessation of these technologies in this part of south-
central Africa. Acknowledgements Luminescence work at Kalambo Falls was supported by an NERC
EFCHED grant (NER/T/S/2002/00677) to GATD. Funding for the
excavations was provided by a grant from the Arts and Humanities
Research Council (AHRC) to LB (AN865/APN16171). The Aber-
ystwyth Luminescence Research Laboratory (ALRL) benefits from
being a part of the Climate Change Consortium of Wales (C3W). We
thank the National Heritage Conservation Commission of Zambia
for permission to work at the site and for their support of the
project in the field. 5.2. Implications of fluvial activity for the archaeological record Importantly, although
deposition has been punctuated and the assemblage of sedimen-
tary packages is complex, the associated archaeological record has
retained stratigraphic coherence. and bank erosion provide both threats and opportunities; as we
discovered during our investigations in the basin, such processes
may consume older excavations (e.g., Clark's original Site C) but
have also provided new exposures. If lateral migration continues
into the near future, these natural processes may fortuitously
expose other archaeological horizons that can be targeted with new
excavations. G.A.T. Duller et al. / Journal of Human Evolution 85 (2015) 111e125 13, 171e196. l
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flooding and river development in a Mediterranean steepland catchment: the
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Current Perspective on the Treatment of <i>Helicobacter pylori</i> Infection
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Chapter
Current Perspective on the
Treatment of Helicobacter pylori
Infection Malika Taufiq and Maliha Taufiq Abstract Helicobacter pylori (H. pylori) is a gram-negative aerobic bacteria that infects
humans and is responsible for causing more than 80% of cases of chronic gastritis,
peptic ulcer disease, and non-cardia gastric cancer. Both peptic ulcer disease and
gastric cancer lead to 1 million deaths annually. H. pylori is a pathogen responsible for
these conditions, highlighting the importance of accurate diagnosis and eradication. Various invasive and non-invasive methods are available to diagnose with varying
sensitivity and specificity. Invasive methods include endoscopy, culture, histology,
rapid urease test, and molecular tests such as PCR. Non-invasive tests include serol-
ogy, urea breath test, and stool antigen tests. However, there is growing concern
about the increasing resistance of H. pylori to commonly available treatments. The
lack of availability of invasive and non-invasive procedures to detect H. pylori world-
wide, particularly in developing countries, are important concerns that need to be
addressed in the future. Hence in the future, more emphasis should be placed on the
development of an effective vaccine against H. pylori. Keywords: Helicobacter pylori, gastric cancer, peptic ulcer disease, triple therapy,
resistance, surveillance 2. Prevalence and risk factors H. pylori is a common bacterial infection that has infected 4.4 billion people world-
wide, almost half of the world’s population, with varying prevalences of 24–85% in
different countries [1]. According to a systematic review, there is wide variation in
the prevalence between regions and countries, with the highest prevalence in Africa
(79%), Latin America and the Caribbean (65%), and Asia (59%). It is lowest in North
America (37%) and Oceania (24.6%) [5]. It is almost ubiquitous in Southeast Asia. The prevalence varies among different countries within the same region, and it varies
among different ethnic/racial groups [5]. H. pylori infection is chronic, and it is com-
monly acquired during childhood. The exact means of acquisition is unknown. It is
spread from person to person through oral-oral and oral-fecal transmission. Common
risk factors include age, lower socioeconomic status, certain race/ethnic groups, poor
hygienic conditions such as poor sanitation, lack of access to clean water and water
contamination, people with a family history of infection, certain occupations such as
sheep herding, healthcare, etc. [1]. 1. Introduction Helicobacter pylori (H. pylori) is a gram-negative aerobic bacteria, which was
first discovered by Warren and Marshall in 1983. They proved that it can colonize
and infect the highly acidic environment of the stomach. Later, they proved that H. pylori causes peptic ulcer disease (PUD) [1]. H. pylori is a causative agent of acute
and chronic gastritis and a major predisposing factor for peptic ulcer disease, gastric
cancer, and gastric lymphoma [1]. In 2018, H. pylori was responsible for 810,000 new
cases of non-cardia gastric cancer worldwide [2], and about 8 in 10 cases of gastric
cancer are due to H. pylori infection [2]. It infects almost half of the world’s popula-
tion and is almost ubiquitous everywhere. More than 80% of PUD is caused by H. pylori, and the estimated lifetime risk of PUD in H. pylori-infected patients is approx-
imately 15% [3]. Gastric cancer is the third leading cause of cancer-related death
worldwide, and H. pylori is responsible for 74.7% of all non-cardia gastric cancer [3]. Gastric cancer and PUD together cause 1 million deaths annually [3]. Helicobacter 1 Tertiary Care – Medical, Psychosocial, and Environmental Aspects pylori infection is a widespread condition that often remains asymptomatic in 90% of
cases. However, this serves to be a major disadvantage as this infection can progress
and result in chronic gastritis. H. pylori has been identified as one of the main causes
of chronic gastritis. The prolonged inflammation caused by H. pylori can lead to
significant changes in the gastric mucosa such as loss of gland and normal epithelium
being replaced by collagen tissue. All this can lead to atrophic gastritis. Moreover,
chronic gastritis can lead to intestinal metaplasia, a condition where the gastric
epithelial cell undergoes transformation to cells that partially resemble those typically
found in the small or large intestine. Both atrophic gastritis and intestinal metaplasia
commonly called as chronic atrophic gastritis (CAG) are precancerous conditions,
which have the potential to evolve into gastric cancer (GC) [4]. 4. Clinical features The clinical presentation of H. pylori infection is highly variable. As many as 90%
of individuals infected are asymptomatic, while the other 10% can present with dys-
pepsia, which is defined as epigastric discomfort/pain lasting longer than one month,
that may be associated with other symptoms such as nausea, early satiety, epigastric
fullness, and bloating. This is often diagnosed as functional dyspepsia [6]. Symptoms
correlate poorly with the severity of gastric mucosal injury seen on endoscopy, and
diagnosis is often missed and not treated in time, leading to chronic gastritis or peptic
ulcer disease. Due to the delay in diagnosis, peptic ulcers can present with complica-
tions such as gastrointestinal bleeding and perforation [6]. Because H. pylori infection
remains untreated, with time chronic inflammation can lead to atrophic gastritis,
which is precancerous and can progress to gastric cancer [4]. At this stage, the patient
often presents with alarm symptoms such as weight loss, anemia, dysphagia, recur-
rent vomiting, and an epigastric/abdominal mass. Sometimes chronic gastritis can
lead to other cancers, such as gastric MALT lymphoma, which presents with dyspep-
sia and non-specific constitutional symptoms [6]. Rarely H. pylori may present with
extragastrointestinal manifestations such as isolated iron deficiency anemia (IDA)
and idiopathic thrombocytopenic purpura (ITP) [6]. 3. Pathogenesis H. pylori colonizes the stomach’s acidic environment by means of 6–8 sheathed
flagella, which enable it to inhabit the gastric mucus layer. Various chemotactic fac-
tors and metals are responsible for the mobility of H. pylori [1]. It contains intrinsic
enzymes that play an important role in colonization. First, an enzyme called urease
splits urea into carbon dioxide (CO2) and ammonia, which attenuates the acidity of
the stomach environment. Second, the hydrogenase enzyme enables bacteria to use
hydrogen as a source of energy. Various adhesion molecules and surface receptors
help attach bacteria to gastric epithelial cells [1]. Various virulence factors, such
as cytotoxin-associated gene A (Cag A) and non-Cag A factors like vacuolating
cytotoxin (Vac A), duodenal ulcer promoting gene A (Dup A), outer inflammatory
protein (Oip A), and gamma-glutamyl transpeptidase (GGT), induce changes in the
epithelial cells, such as apoptosis, and act as proinflammatory agents [1]. Bacteria
with certain virulence factors are more pathogenic than others and cause peptic ulcer
disease and gastric cancer. In response to the colonization and attachment of bacte-
ria, host cells initiate an inflammatory response mainly mediated by TH1 cells [1]. Various cytokines and interleukins are released, which are either pro-inflammatory or
anti-inflammatory, leading to chronic inflammation [1]. H. pylori infection remains 2 Current Perspective on the Treatment of Helicobacter pylori Infection
DOI: http://dx.doi.org/10.5772/intechopen.114135 Current Perspective on the Treatment of Helicobacter pylori Infection
DOI: http://dx.doi.org/10.5772/intechopen.114135 asymptomatic except in some cases where it leads to peptic ulcer, chronic gastritis,
atrophic gastritis, and eventually gastric cancer [1, 6]. asymptomatic except in some cases where it leads to peptic ulcer, chronic gastritis,
atrophic gastritis, and eventually gastric cancer [1, 6]. • Population with a high incidence of gastric cancer A complete history and physical examination are essential for identifying risk fac-
tors, symptoms, and signs associated with H. pylori infection [7]. These can include
epigastric pain lasting for more than 4 weeks, or alarm symptoms like unexplained
weight loss, progressive dysphagia, odynophagia, recurrent vomiting, abdominal
pain, iron deficiency anemia (IDA), jaundice, gastrointestinal (GI) bleeding, and a
family history of GI cancer. Following a thorough history and physical exam, appro-
priate diagnostic investigations should be recommended based on the assessment. There are a variety of invasive and non-invasive techniques to appropriately make the
diagnosis of an H. pylori infection. Patients under age 55 and without alarm symp-
toms can be advised to go for noninvasive tests. Following are the different diagnostic
investigations available in different clinical settings: • Urea breath test (UBT): UBT requires the ingestion of urea labeled with
radioactive isotopes of Carbon 13 or 14. It has a sensitivity and specificity of
approximately 100%. UBT can detect active infection and can be used to confirm
eradication [7]. • Stool monoclonal antigen test: This test uses monoclonal antibodies and is as
accurate as UBT’s when the validated test is used. This test is a cost-effective tool
that can detect active infection and can be used to confirm eradication [7]. • Serological test: This test detects immunoglobulin G specific to H. pylori in
the serum. However, it cannot distinguish between past and active infection. Serological testing can be used in cases of peptic ulcer disease (PUD) with GI
bleeding or in patients with continuous NSAID use, or for mass screening [7]. • Endoscopy with biopsy: Endoscopy with biopsy can be especially useful to
rule out cancer in patients with gastritis as well as to diagnose serious causes
in patients aged 55 or older with one or more alarm symptoms [7]. It is also
performed as a method of surveillance in patients with precancerous lesions or
early gastric cancer. H. pylori can be detected using the rapid urease test (RUT)
on biopsy specimens if the patient has not taken antibiotics for 4 weeks and
proton pump inhibitors (PPIs) for 2 weeks. RUT is an accurate and cost-effective
method [7]. If the above conditions are not met, H. pylori can be diagnosed using
histology with or without RUT, culture, and polymerase chain reaction (PCR),
which allows for susceptibility testing [7]. 5. Diagnosis According to the American College of Gastroenterology (ACG), H. pylori testing is
indicated in the following cases: [6]. g
All patients with active PUD • All patients with a previous history of PUD (unless it is documented that prior
infection resolved) low-grade MALT lymphoma, h/o endoscopic resection of
early gastric cancer • Patients with uninvestigated dyspepsia under the age of 60 years • Patient starting long-term NSAIDs • Patient starting long-term NSAIDs • Patients with unexplained iron deficiency anemia and adults with Idiopathic
thrombocytopenic purpura • In addition to it experts panel recommend a few more indications where testing
is appropriate • Patients residing in the same household as patients with proven active H. pylori
infection. • Patient with family history of PUD and gastric cancer 3 Tertiary Care – Medical, Psychosocial, and Environmental Aspects • First-generation immigrants from high-prevalence areas • First-generation immigrants from high-prevalence areas • Population with a high incidence of gastric cancer 6. Treatment All treatment guidelines agree that the best approach to the treatment of H. pylori
is to be successful in the first attempt, thereby avoiding retreatment and reducing
costs, anxiety, and further promotion of resistant strains [8]. H. pylori, in contrast
to other bacterial gastrointestinal infections, requires a combination of antibiotics. Various factors, such as the slow growth rate of H. pylori, bacterial virulence, the
inability of the drug to reach an appropriate level in the gastric mucus layer, and 4 Current Perspective on the Treatment of Helicobacter pylori Infection
DOI: http://dx.doi.org/10.5772/intechopen.114135 Current Perspective on the Treatment of Helicobacter pylori Infection
DOI: http://dx.doi.org/10.5772/intechopen.114135 inactivation of antibiotics at low pH levels, make it difficult to eradicate with any
single antibiotic [8]. Commonly used antibiotics for treatment include metronidazole,
clarithromycin, amoxicillin, tetracycline, and bismuth. In some cases, third-line
treatments may involve the use of ciprofloxacin, moxifloxacin, levofloxacin, furazoli-
done, or rifabutin [8]. H. pylori treatment requires different combinations of the antibiotics mentioned
above, combined with bismuth salt or an acid-suppressive agent, as none of the
above-mentioned antibiotics can work as monotherapy [8]. The rationale for adding
an acid-suppressive agent, either a proton pump inhibitor PPI or an H2 receptor
blocker, to the regimen is that it increases gastric pH, hence extending the half-life
of antibiotics and altering the microenvironment of the bacterium [8]. Moreover,
some PPIs have antimicrobial activity, which helps reduce the side effects of the
given antibiotics and improves compliance [2, 8]. Bismuth compounds have been
used in the treatment of peptic ulcers since the 19th century. Colloidal bismuth sub-
citrate, bismuth subsalicylate, and ranitidine bismuth citrate are commonly used as
part of anti-H. pylori therapy. The mode of action of bismuth salts is complex and
includes inhibition of protein synthesis, adenosine triphosphate (ATP), and cell
wall, working synergistically with antibiotics and increasing the efficacy of anti-H. pylori therapy [8]. 6.1 Standard therapy The standard triple therapy for H. pylori treatment consists of amoxicillin/
clarithromycin and a PPI or metronidazole/clarithromycin with a PPI given daily
for 7–14 days. Studies have shown that a 14-day duration of triple therapy is much
more effective and achieves a higher eradication rate compared to a 7-day therapy
[7]. However, this treatment has been shown to fail 20–30% of the time due to poor
compliance, prescription errors, short treatment duration, or resistance [8]. Due
to increasing resistance to clarithromycin, it is recommended as first-line therapy
in places/regions where resistance is lower than 15% [1]. An alternative to standard
triple therapy is to combine amoxicillin, metronidazole, and clarithromycin with a
PPI for 10–14 days, known as a concomitant treatment, which has better eradication
rates compared to standard triple therapy [1, 7]. Adding probiotic to standard triple
therapy, specifically Saccharomyces boulardii and Lactobacillus, improves eradication
rates, reduces adverse effects, and improves compliance [7]. 6.6 Rifabutin triple therapy Rifabutin triple therapy has also been highlighted as effective in H. pylori eradica-
tion, and most guidelines recommend it as salvage therapy when first-line therapy
fails [2, 6]. It consists of amoxicillin 1 g, omeprazole 40 mg, and rifabutin 50 mg for
14 days [2]. 6.2 Sequential therapy Sequential therapy consists of a five-day course of a PPI and amoxicillin twice a
day, followed by a five-day course of a PPI with clarithromycin and metronidazole or
tinidazole. The overall eradication rate for sequential therapy is 84%, with an eradica-
tion rate of 74% in areas where clarithromycin resistance is prevalent [7]. Sequential
therapy has been shown to be superior to standard triple therapy for a 7-day duration
but not superior to standard triple therapy for a 14-day duration, bismuth quadruple
therapy (BQT), or non-bismuth quadruple therapy [9]. Moreover, sequential therapy
has comparable compliance, incidence of side effects, and therapy interruption rates
compared to standard therapy [9]. It has shown positive outcomes in both pediatric
and geriatric populations, with a trial enrolling patients over 65 years of age showing
better outcomes in patients treated with sequential therapy compared to the standard
therapy regimen [10]. 5 Tertiary Care – Medical, Psychosocial, and Environmental Aspects 6.3 Bismuth-based quadruple therapy Bismuth-based quadruple therapy is emerging as an alternative choice for first-line
treatment in multiple studies. It includes a bismuth salt (subsalicylate or subcitrate)
with metronidazole, tetracycline, and a PPI, all taken four times daily for 10–14 days. The eradication rate of a 10-day bismuth-based therapy was 90.4%, and a 14-day
therapy had a rate of 97.1%, indicating that an increased duration correlated with bet-
ter eradication of H. pylori infection [11]. This therapy is primarily used when penicil-
lin cannot be used or when clarithromycin resistance is over 15% [12]. It is often used
as salvage therapy when first-line therapy fails [6]. Longer treatment durations and
consideration of metronidazole resistance are highlighted as important factors for
achieving higher eradication rates [12]. 6.4 Non-bismuth-based quadruple therapy Non-bismuth-based quadruple therapy, also known as concomitant therapy,
involves a combination of a PPI with amoxicillin, metronidazole, or tinidazole, and
clarithromycin, given twice daily for 10–14 days. It has the highest eradication rates
of about 90%, even in areas of high metronidazole and clarithromycin resistance
[7]. However, the success rate of a 7-day concomitant therapy has decreased due to
changes in clarithromycin resistance patterns [13]. 6.5 Levofloxacin-based triple therapy Levofloxacin-based triple therapy consists of a combination of a PPI and
amoxicillin given twice daily, with levofloxacin given once daily. It can be used
as salvage therapy and is better tolerated than bismuth-based quadruple therapy
[7]. Levofloxacin can also be given as sequential therapy, consisting of a PPI with
amoxicillin for 5–7 days, followed by a PPI with levofloxacin and nitroimidazole for
5–7 days, or as quadruple therapy, composed of levofloxacin, a PPI, nitazoxanide, and
doxycycline administered for 7 or 10 days [14]. Current Perspective on the Treatment of Helicobacter pylori Infection
DOI: http://dx.doi.org/10.5772/intechopen.114135 BQT or levofloxacin triple therapy is the preferred treatment option if the
patient was previously treated with clarithromycin-containing first-line therapy. Clarithromycin or levofloxacin-containing treatment is considered if the patient
received first-line BQT [15]. Clarithromycin triple therapy should not be considered
in second-line treatment [14]. Combinations that can be considered for salvage
treatment are BQT, levofloxacin triple therapy, concomitant therapy, rifabutin triple
therapy, and high-dose dual therapy [14]. Due to the limited number of antibiotics that are effective against H. pylori and
the interpatient and local differences in primary and secondary antibiotic resistance,
there is no standard third-line regimen, and treatment should be based on endoscopy
with bacterial culture and susceptibility testing [6]. 7. Salvage therapy In case of first-line treatment failure or persistent symptoms, salvage therapy
should be based on knowledge of previous antibiotics used and local resistance data
[6]. Patients who experience treatment failure are either treated with second-line
agents, prolonged treatment, or the addition of bismuth salts [6]. The most com-
monly used second-line regimen consists of a combination of tetracycline, amoxicil-
lin/metronidazole, a PPI, and bismuth given daily for 10 days [6]. 6 Current Perspective on the Treatment of Helicobacter pylori Infection
DOI: http://dx.doi.org/10.5772/intechopen.114135 8. Prevalence and clinical consequences of antibiotic resistance The mean overall prevalence of resistance
to metronidazole was 44%, ranging from 10% in Japan to 84% in Bangladesh and 88% 7 Tertiary Care – Medical, Psychosocial, and Environmental Aspects in Nepal [15]. Data from 2006 to 2015 showed that metronidazole resistance was higher
than 40% in most countries except Japan, Myanmar, South Korea, Taiwan, and Thailand
[14]. Metronidazole resistance in the Asia Pacific region was 47%, which falls between
the reported rates from Europe (35%) and Latin America (50%) [15]. The mean overall prevalence of resistance to levofloxacin was 18%, ranging from
2% in Bhutan to 66% in Bangladesh [15]. Levofloxacin resistance increased from
2% before 2000 to 27% in 2011–2015, according to sub-analysis of the data [15]. Levofloxacin resistance in the Asia Pacific region was higher (21%) compared to
Europe (13%) and Latin America (19%) [15]. p
The mean overall prevalence of resistance to amoxicillin and tetracycline was 3%
and 4%, respectively, reflecting lower use of these antibiotics in medical settings [15]. p
The mean overall prevalence of resistance to amoxicillin and tetracycline was 3%
and 4%, respectively, reflecting lower use of these antibiotics in medical settings [15]. These findings collectively suggest that clarithromycin-based triple therapy can be
used as first-line treatment in countries where resistance is below 15% and bismuth-
based quadruple therapy and non-bismuth-based quadruple therapy should be The mean overall prevalence of resistance to amoxicillin and tetracycline was 3%
and 4%, respectively, reflecting lower use of these antibiotics in medical settings [15]. These findings collectively suggest that clarithromycin-based triple therapy can be These findings collectively suggest that clarithromycin-based triple therapy can be
used as first-line treatment in countries where resistance is below 15% and bismuth-
based quadruple therapy and non-bismuth-based quadruple therapy should be
considered where clarithromycin resistance is over 15% [15]. y
Due to the unavailability of molecular testing or culture and susceptibility testing
in most parts of the world, empiric therapy is recommended [2]. However, empiric
therapy should be based on knowledge of the patient’s previous antibiotic exposure,
penicillin allergy, and local resistance rates. According to the ACG guideline, BQT,
concomitant/non-bismuth quadruple therapy, and clarithromycin-based triple
therapy are considered first-line therapy for H. pylori eradication [2]. Macrolide-
based triple therapy is to be used when there is no previous exposure to it and in
regions where local resistance is less than 15% [2]. 8. Prevalence and clinical consequences of antibiotic resistance g
In summary, eradication is recommended in all patients with PUD and gastric
cancer. First-line therapy should have an eradication rate of more than 80%. Since
pretreatment susceptibility is rarely done in primary care settings, therapy is chosen
empirically based on regional bacterial resistance patterns, local recommendations,
knowledge of previous antibiotic use, drug allergy, and drug availability. 8. Prevalence and clinical consequences of antibiotic resistance One of the biggest challenges in H. pylori treatment is the growing antibiotic
resistance against agents used in first-line treatment. Therefore, it is crucial to moni-
tor the prevalence of resistance in local settings [6]. Numerous studies have shown
that antibiotic resistance reduces the success rate of different anti-H. pylori therapies. However, the extent to which it clinically affects the outcomes depends on the differ-
ent components used, the dose of each antibiotic, and the level of resistance present
in H. pylori strains [8]. For example, studies have shown that success rates of nitro-
imidazole-containing PPI-based triple therapy drop from 90% in susceptible strains
to 73% in resistant strains. The addition of bismuth salt to nitroimidazole-containing
triple therapy increases the success rate to 92% in nitroimidazole-susceptible strains
compared to 83% in resistant strains [8]. Limited studies have shown that macrolide resistance substantially reduces the
efficacy of macrolide-containing H. pylori therapy [8]. The efficacy/success rate of
adding macrolide to triple therapy may decrease from 86% in susceptible strains to
25% in resistant strains [8]. Antibiotic resistance is a growing problem worldwide, and its prevalence varies
in different countries within the Asia Pacific region [15]. Data from the first-ever
comprehensive systematic review and meta-analysis of primary antibiotic resistance
against H. pylori in the past 25 years showed that the mean overall prevalence of
resistance to clarithromycin was 17%, ranging from 0% in Bhutan and Myanmar
to 37% in Bangladesh [15]. Clarithromycin resistance increased from 7% before
2000 to 21% in 2011–2015, according to sub-analysis of the data [15]. In the Asia
Pacific region, clarithromycin resistance was higher than 15% in countries such as
Bangladesh, China, India, Iran, Japan, Nepal, New Zealand, Pakistan, Saudi Arabia,
Singapore, South Korea, Turkey, and Vietnam. Clarithromycin resistance was less
than 15% in countries such as Bhutan, Indonesia, Laos, Malaysia, Myanmar, Russia,
Taiwan, and Thailand [15]. The southeastern Asia region has the lowest risk of
clarithromycin resistance [15]. Due to the growing resistance over time in the Asia
Pacific region, the efficacy of clarithromycin-based triple therapy, sequential/con-
comitant therapy, was lower than 80% in countries with clarithromycin resistance
over 20% [15]. Metronidazole resistance is common throughout the world, reflecting the frequent
use of this antibiotic in medical settings [15]. 10. Benefits of eradication therapy Peptic ulcer disease: Eradication therapy heals most cases of PUD and greatly
diminishes the risk of recurrent bleeding. A systematic review found that eradication
therapy is more effective than antisecretory therapy without eradication in prevent-
ing recurrent bleeding [8, 14]. Uninvestigated dyspepsia: It is one of the indications for the diagnosis and treat-
ment of H. pylori infection according to ACG guidelines. Studies have shown that the
“test and treat” strategy is cost-effective and useful compared to acid-suppressive
treatment in patients with uninvestigated dyspepsia. However, it is not effective
in patients aged above 55 with alarm symptoms and is subject to regional H. pylori
prevalence [14]. p
Functional dyspepsia or non-ulcer dyspepsia (FD): A Cochrane systematic review
published in 2006 showed a small but statistically significant benefit of treating H. pylori infection in patients with FD, with a number needed to treat (NNT) of 14 [14]. py
p
,
(
)
[
]
Chronic atrophic gastritis (CAG): H. pylori infection is the most common cause
of atrophic gastritis (AG). Multiple studies had demonstrated a strong relationship
between H. pylori infection and the development of chronic atrophic gastritis [4]. Based on a meta-analysis, the rate ratio of AG incidence in patients with vs. without
H. pylori infection was 5.0 (95% CI 3.1–8.30), and AG incidence was very low (<1%
annually) among H. pylori uninfected individuals, supporting the strong relationship
between H. pylori and AG [4]. CAG is a precancerous condition that can progress to
dysplasia, and gastric cancer (GC). The rate of progression of AG to adenocarcinoma
is 0.1–0.3% per year but may be higher depending on AG severity, extent, concomi-
tant IM, and other factors The vast majority of patients with AG have evidence of
current or past H. pylori infection [4]. Therefore, eradication of H. pylori is of utmost
importance among anyone infected. Successful treatment and eradication of H. pylori
can lead to the restoration of normal gastric mucosa in some patients [4]. Although
not all cases show improvement, numerous studies have demonstrated a significant
reduction in the risk of gastric cancer associated with H. pylori eradication [4]. MALT lymphoma: MALT lymphoma is now largely supplanted by marginal zone B
cell lymphoma of MALT type. For patients with MALT lymphoma who have H. pylori
infection, studies have shown that the tumor regresses in 60–93% of patients after
eradication. 9. Recent developments in H. pylori treatment Due to the lack of culture and sensitivity testing and growing resistance against
clarithromycin and metronidazole, bismuth quadruple therapy is considered a reliable
empiric choice of treatment. A recent systematic review and meta-analysis showed
that both BQT and high-dose dual therapy achieve similar eradication rates, with
high-dose dual therapy having better adherence and fewer side effects. High-dose
dual therapy involves using a high dose of a proton pump inhibitor (PPI) with 3 g of
amoxicillin given daily for 14 days. This regimen achieves eradication rates of around
70–89% in patients with one or more prior treatment failures, and all major guide-
lines have recommended high-dose dual therapy [2]. Another development in H. pylori treatment is the approval of a new combination
product containing omeprazole, rifabutin, and amoxicillin. In the ERADICATE Hp2
trial, this regimen successfully eradicated H. pylori in 84% of patients. The recom-
mended treatment dose consists of 4 capsules to be taken 3 times daily. The daily
dose of omeprazole is 120 mg, rifabutin is 150 mg, and amoxicillin is 3 g, which are
given in equally divided capsules. The pack contains 12 identical capsules of the single
combination product. In future research, the focus will be on developing narrow-
spectrum agents that have specific targets, as numerous genomes of H. pylori have
been sequenced and various newer drug therapies are under development [2]. 8 Current Perspective on the Treatment of Helicobacter pylori Infection
DOI: http://dx.doi.org/10.5772/intechopen.114135 Current Perspective on the Treatment of Helicobacter pylori Infection
DOI: http://dx.doi.org/10.5772/intechopen.114135 12. Role of probiotics in management Probiotics are given as an adjuvant treatment with eradication therapy as they
improve eradication rates, reduce the side effects of antibiotics, and improve compli-
ance. However, the strength of the evidence supporting their use is not strong enough
because studies are either of weak quality or have a potential risk of bias. There is no
strong evidence to suggest that single-strain probiotics work better than multiple-
strain probiotics [1]. 13. Role of H. pylori vaccine Efforts to develop a vaccine against H. pylori have had little success over the last
three decades. However, a large phase 3 clinical trial in China of an oral vaccine
containing urease B has shown over 70% protection against infection. Nevertheless,
the vaccine is not yet available, and more data is required before it can be widely
used [1]. 11. Acid suppression with potassium-competitive acid blockers Vonoprazan is the first and most extensively studied potassium-competitive acid
blocker (P-CAB). Vonoprazan has a rapid onset of action, longer duration of action,
and more profound acid suppression compared to PPIs. It is currently undergoing
phase 3 clinical trials in the USA and Europe, and so far, it has yielded promising
results in both dual and triple therapy [2]. 10. Benefits of eradication therapy However, the response can be inconsistent, with some patients showing a
delayed response or experiencing tumor relapse within one year of treatment [14]. Early gastric cancer: Studies have shown that the incidence of metachronous gas-
tric cancer following endoscopic resection of gastric neoplasm was reduced following
eradication therapy [14]. NSAIDs: H. pylori is an independent risk factor for NSAID-induced ulcers and
ulcer-like bleeding. Eradication of H. pylori before starting NSAID treatment
reduces the development of ulcers and the risk of ulcer bleeding, with a 57% reduc-
tion in the incidence of peptic ulcers. The benefits are most prominent in NSAID-
naive patients [14]. Asymptomatic individuals and gastric cancer: Evidence suggests that eradication
reverses the gastric premalignant changes of gastric atrophy and intestinal meta-
plasia, although conflicting findings exist. However, studies have shown that the
incidence of gastric cancer among asymptomatic individuals is reduced after eradica-
tion therapy vs. placebo or no treatment, with an NNT of 124. The estimated benefit
in the population with a high risk of gastric cancer will be higher, with an estimated
NNT of 15 [14]. 9 Tertiary Care – Medical, Psychosocial, and Environmental Aspects Iron deficiency anemia (IDA): Adults with iron deficiency anemia benefit from
combining iron treatment with eradication treatment, resulting in an increase in
hemoglobin (Hb), serum iron, and serum ferritin levels (p-value 0.00001) [14]. Iron deficiency anemia (IDA): Adults with iron deficiency anemia benefit from
combining iron treatment with eradication treatment, resulting in an increase in
hemoglobin (Hb), serum iron, and serum ferritin levels (p-value 0.00001) [14]. g
p
Idiopathic thrombocytopenic purpura (ITP): There is limited evidence from both
randomized and nonrandomized trials that there is sustained improvement in platelet
count after eradication of H. pylori in a proportion of adults with ITP. The American
Society of Hematology suggests screening for H. pylori infection in adults with ITP
and offering eradication therapy if they test positive for an active infection [14]. 14]. 14. Follow-up However, in places where advanced endoscopy with new
imaging techniques is available, if an ulcer appears benign with regular margins,
repeat endoscopy after eradication may not be necessary [16] Endoscopy is indicated 15. Conditions in which retesting may be considered In cases of non-ulcer dyspepsia (functional dyspepsia), which has a poor correla-
tion with H. pylori, a test-and-treat strategy is typically used. However, if symptoms
persist or recur following 6–12 months of treatment, retesting is indicated. For unin-
vestigated dyspepsia, retesting is indicated if symptoms recur or persist after 4 weeks
of treatment [16]. In most cases of chronic gastritis, successful eradication leads to the
healing of gastritis and a reduced risk of developing complications [16]. g
g
p
g
p
Certain risk factors may warrant surveillance in patients with H. pylori gastritis. These risk factors include: Presence of precancerous lesions: In some cases, H. pylori gastritis can progress
to more severe forms of gastritis, such as atrophic gastritis or intestinal metaplasia. These conditions are considered precancerous as they increase the risk of developing
gastric cancer. Surveillance endoscopy may be recommended in patients with these
precancerous lesions to monitor for any signs of dysplasia or gastric cancer. Family history of gastric cancer: Patients with a family history of gastric cancer
may have a higher risk of developing the disease themselves. In such cases, surveil-
lance endoscopy might be considered to detect any early signs of gastric cancer. Persistent symptoms or alarm features: If a patient continues to experience persis-
tent symptoms such as recurrent abdominal pain, bleeding, or unintended weight loss
despite successful eradication of H. pylori, further evaluation with endoscopy may be
necessary to investigate the underlying cause. 14. Follow-up After treatment, it is important to assess the success or failure of the treatment. The
optimal testing time depends on the choice of treatment and the test used. However,
it is generally recommended to retest after four weeks of stopping antibiotics and two
weeks after discontinuing PPI therapy. Various methods, both invasive and non-inva-
sive, can be used for retesting, including the UBT, stool antigen test, and endoscopy
[16]. According to the ACG, UBT or stool antigen test should be performed to confirm
the eradication of H. pylori [16]. Endoscopy is indicated after treatment of H. pylori
infection in two conditions: complicated PUD and gastric ulcer. The most common
complications of PUD are bleeding, perforation, and obstruction/stenosis, which
require either endoscopy/surgery for initial management. Non-invasive methods 10 Current Perspective on the Treatment of Helicobacter pylori Infection
DOI: http://dx.doi.org/10.5772/intechopen.114135 cannot be used in these cases because patients should be on a prolonged course of PPI,
thus endoscopy is usually done to confirm eradication after treatment [16]. py
y
Gastric ulcer carries the risk of underlying malignancy, and therefore retesting
with endoscopy and biopsy is necessary following eradication [16]. This not only
confirms the eradication status with absolute certainty but also allows for the assess-
ment of any underlying risk of malignancy by obtaining a biopsy from the margin of
the ulcer. In cases of gastric ulcer, both before and after treatment biopsy is indicated
to exclude malignancy [16]. However, in places where advanced endoscopy with new
imaging techniques is available, if an ulcer appears benign with regular margins,
repeat endoscopy after eradication may not be necessary [16]. Endoscopy is indicated
after eradication in conditions such as for surveillance of premalignant lesions, early
gastric cancer, familial gastric cancer, and gastric MALT lymphoma. The frequency of
surveillance depends on the underlying conditions [16]. Gastric ulcer carries the risk of underlying malignancy, and therefore retesting
with endoscopy and biopsy is necessary following eradication [16]. This not only
confirms the eradication status with absolute certainty but also allows for the assess-
ment of any underlying risk of malignancy by obtaining a biopsy from the margin of
the ulcer. In cases of gastric ulcer, both before and after treatment biopsy is indicated
to exclude malignancy [16]. Tertiary Care – Medical, Psychosocial, and Environmental Aspects
Author details
Malika Taufiq1* and Maliha Taufiq2
1 Mums Care Hospital, Lusaka, Zambia
2 Medical College, Aga Khan University, Karachi, Pakistan
*Address all correspondence to: drmalika76@gmail.com
© 2023 The Author(s). Licensee IntechOpen. This chapter is distributed under the terms of
the Creative Commons Attribution License (http://creativecommons.org/licenses/by/3.0), Tertiary Care – Medical, Psychosocial, and Environmental Aspects Author details Malika Taufiq1* and Maliha Taufiq2 1 Mums Care Hospital, Lusaka, Zambia 16. Recurrence Several factors have been implicated in the recurrence of H. pylori infections. These factors include coming from a low socioeconomic background (low income),
poor hygiene, dining out in establishments, and undergoing invasive approaches for
diagnosis and treatment [17]. 11 11 © 2023 The Author(s). Licensee IntechOpen. This chapter is distributed under the terms of
the Creative Commons Attribution License (http://creativecommons.org/licenses/by/3.0),
which permits unrestricted use, distribution, and reproduction in any medium, provided
the original work is properly cited. 12 Current Perspective on the Treatment of Helicobacter pylori Infection
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Facet Theory and the Mapping Sentence As Hermeneutically Consistent Structured Meta-Ontology and Structured Meta-Mereology
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Creative Commons: Attribution 4.0 license: Hackett, Paul M ORCID: 0000-0002-9365-8084 (2016) Facet
Theory and the Mapping Sentence As Hermeneutically
Consistent Structured Meta-Ontology and Structured Meta-
Mereology. Frontiers in Psychology, 7.
doi:10.3389/fpsyg.2016.00471 Official URL: http://dx.doi.org/10.3389/fpsyg.2016.00471
DOI: http://dx.doi.org/10.3389/fpsyg.2016.00471
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published: 31 March 2016
doi: 10.3389/fpsyg.2016.00471 PERSPECTIVE Edited by:
Richard Stöckle-Schobel,
Ruhr-University Bochum, Germany Reviewed by:
John G. Holden,
University of Cincinnati, USA
Patrick Mair,
Harvard University, USA *Correspondence:
Paul M. W. Hackett
paul_hackett@emerson.edu An earlier version of this paper (Koval
and Hackett, 2015) was presented at
the 14th international Facet Theory
Conference. Fordham University, New
York, August 2015. An earlier version of this paper (Koval
and Hackett, 2015) was presented at
the 14th international Facet Theory
Conference. Fordham University, New
York, August 2015. Keywords: ontology, mereology, facet theory, mapping sentence, meta-ontology, meta-mereology Specialty section:
This article was submitted to
Theoretical and Philosophical
Psychology,
a section of the journal
Frontiers in Psychology
Received: 09 January 2016
Accepted: 17 March 2016
Published: 31 March 2016 Specialty section:
This article was submitted to
Theoretical and Philosophical
Psychology,
a section of the journal
Frontiers in Psychology Facet Theory and the Mapping
Sentence As Hermeneutically
Consistent Structured
Meta-Ontology and Structured
Meta-Mereology Paul M. W. Hackett* 1 School of Communication, Emerson College, Boston, MA, USA, 2 Department of Philosophy, University of Oxford, Oxford,
UK When behavior is interpreted in a reliable manner (i.e., robustly across different situations
and times) its explained meaning may be seen to possess hermeneutic consistency. In
this essay I present an evaluation of the hermeneutic consistency that I propose may
be present when the research tool known as the mapping sentence is used to create
generic structural ontologies. I also claim that theoretical and empirical validity is a likely
result of employing the mapping sentence in research design and interpretation. These
claims are non-contentious within the realm of quantitative psychological and behavioral
research. However, I extend the scope of both facet theory based research and claims
for its structural utility, reliability and validity to philosophical and qualitative investigations. I assert that the hermeneutic consistency of a structural ontology is a product of a
structural representation’s ontological components and the mereological relationships
between these ontological sub-units: the mapping sentence seminally allows for the
depiction of such structure. INTRODUCTION When thinking about the world around us it is commonplace and may even seem natural
to sub-divide our experiences in attempting to achieve better understanding. The practice
of partitioning research content has a long history dating back to at least the time
of the ancient, classical philosophers, where such well-known examples include ontologies
by Aristotle (1975) and Plato (Harte, 2002). During the subsequent millennia, categorial
ontologies have been developed by a wide range of psychologists and philosophers, each
of who have concerned themselves with attempting to understand the basic components of
human existence (see for example: in psychology, Piaget and Inhedler, 1969, Kelly, 2013;
in philosophy, Chisholm, 1996). Given the multitude of ontologies and other componential
existential models that exist, the question may be asked as to whether a meta-ontology may
be developed that speaks about how ontologies may be understood in structurally theoretical
terms. Moreover, questions may also be posed as to the possibilities of developing a meta-
mereological structure, which explicates the combined relations of the meta-ontology. During Received: 09 January 2016
Accepted: 17 March 2016
Published: 31 March 2016 Edited by:
Richard Stöckle-Schobel,
Ruhr-University Bochum, Germany 3I am using meta-ontology in the sense of theory that underlies a generic
framework for the constitution of interpretative consistency of a research domain,
whilst not imposing an external structure to either the content under investigation
or to the interpretation itself. DEFINING TERMS In the title of this essay I have employed three phrases that qualify
my understanding of the requirements of categorial research
investigations: hermeneutic consistency, structured meta-ontology,
and structured meta-mereology. These expressions have been
carefully selected to emphasize what I believe a qualitative facet
theory approach is able to achieve and an initial review of these
terms will explicate the nature of the ontology/mereology in
which I am interested. In the title of this essay I have employed three phrases that qualify
my understanding of the requirements of categorial research
investigations: hermeneutic consistency, structured meta-ontology,
and structured meta-mereology. These expressions have been
carefully selected to emphasize what I believe a qualitative facet
theory approach is able to achieve and an initial review of these
terms will explicate the nature of the ontology/mereology in
which I am interested. Citation: Hackett PMW (2016) Facet Theory
and the Mapping Sentence As
Hermeneutically Consistent Structured
Meta-Ontology and Structured
Meta-Mereology. Front. Psychol. 7:471. doi: 10.3389/fpsyg.2016.00471 March 2016 | Volume 7 | Article 471 Frontiers in Psychology | www.frontiersin.org Hermeneutically Consistent Structured Meta-Ontology and Meta-Mereology Hackett HERMENEUTIC CONSISTENCY Hermeneutical is an adjective that implicates and focuses
ontologies
as
being
interpretative
tools. Hermeneutically
consistent implies that the ontology I offer is reliable in terms of
the structure and the interpretation of its content. In the usage
of the phrase hermeneutic consistency, hermeneutical refers
to a specific interpretive methodology as understood through
the writing of Heidegger (1962) and Gadamer (2013). These
authors were interested in knowledge and truth and in their
work the phrase hermeneutic consistency refers to the ability to
achieve a coherent explanation of an informational source. Many
other philosophers, especially epistemologists, are interested in
knowledge and truth and the coherence of explanations about
sources of information2. However, Heidegger and Gadamer are
of particular import as it may be claimed that their influence has
spread more widely than some other scholars. For instance, both
Heidegger and Gadamer are commonly cited within sociological,
psychological and perhaps most importantly to this paper, within
research design lecture series and textbooks. Furthermore, the
hermeneutical process is of great importance within disciplines
that seek interpretation of complex events (as an illustration
see: Osborne, 2007; Porter and Robinson, 2011) who provide
introductory accounts of hermeneutical processes in reading
scripture. In the same way, facet theory based interpretations
are also concerned with the interpretative interplay between
an event and those experiencing and attempting to understand
these occurrences. Ontology is the study and formal explication of a domain of
content in terms of its more fundamental or basic categorial
components as these may be understood at this fundamental
level and as their meaning may be further revealed through
consideration of more sub-ordinate, particular, or evident
categorial entities. I use the term meta-ontology to imply that the qualitative
ontology I propose constitutes an ontology about ontologies
rather than being an ontology of a specific or substantive content
area3. My use of this term refers to an ontology of the different,
often instrumentalist, ontologies that different disciplines of
enquiry adopt to characterize and delimit their frameworks. Furthermore, the term structured ontology and structured
mereology respectively bring together the concepts of ontology
and mereology (or the underlying nature of experience) within a
determinate structural template under the definition of ontology
I have provided. The next term in my title is mereology. 1In this paper I present facet theory and the mapping sentence as a
philosophical/qualitative approach to the study of behavior. Criticisms of
inadequacy can be made of analytic systems of formal logic (the mapping sentence
may be seen as one such system) in their difficulty in differentiating meaning
such as those embodied in sarcasm and irony versus sincerity where formally
these may be indistinguishable [see for example the work of Gibbs (e.g., Gibbs
and Colston, 2012) and the collection of writings by (Gibbs and Colston, 2007)].
However, the mapping sentence would address this difference by the inclusion of
elements of sincerity and sarcasm within a content facet of degree of genuineness.
Furthermore, there have been many developments, such as self-organizing systems
and impredicative declarations which are of interest to the development of system
based definition but beyond the scope of this article. The interested reader is guided
toward the writing of Turvey and Moreno (2006).
2This ability is studied or thought about in many disciplines and contexts other
than philosophical ONTOLOGY this essay I provide answers to these questions1, however, I will
initially clarify the precise terms of my exposition. Ontology refers to the basic components underlying nature
of
experience,
and
structured
ontology
explicates
such
understanding within a determinate composition. Ontology
has slightly dissimilar meanings when used within the different
disciplines that have incorporated ontology into part of their
lexicon and way of thinking. For example: in philosophy—
ontology is a branch of metaphysics concerned with the nature
of being; within logic—ontology is the set of entities that a given
theory assumes beforehand; in technology—ontology provides
a systematic explanation of existence; within information and
computer sciences—ontology is the rigorous designation of
existent components (sorts, characteristics) and their inter-
associations. From these definitions it can be seen that to some
extent there are common elements in what ontology is taken
to mean. Ontology may therefore appear to refer to being and
components of existence, which are perhaps instantiated by
a scholar prior to consideration of a content area. Given the
differences in the use of the term ontology I wish to escape
any possible confusion that may arise by providing a precise
definition and understanding of ontology: MEREOLOGY Mereology is concerned with attempts to understand the
relationships between, and implications of, part-to-whole and
part-to-part associations within a categorial system or ontology. Mereology is defined within metaphysics as: “... any theory
of part hood or composition.” (Harte, 2002, p7). However, as
with the term ontology, mereology is understood in slightly
different manners dependent upon the discipline of usage (e.g.,
philosophy, science, logic, mathematics, semantics). I wish to
avoid possibilities of confusion and misinterpretation and I
therefore provide my own definition of mereology as follows: March 2016 | Volume 7 | Article 471 Frontiers in Psychology | www.frontiersin.org 2 Hermeneutically Consistent Structured Meta-Ontology and Meta-Mereology Hackett Mereology is the systematic and explicit investigation, analysis
and resulting understanding of the relationships within a
structured ontology, in terms of the part to part, part to whole,
part to context, part to background, and part to observation
range, relationships. Shye, 1995; Canter, 1985a,b; Shye, 1978; Shye and Amar,
1985; Shye and Elizur, 1994). After having used facet theory
in a traditionally quantitative manner, Hackett (2013, 2014)
has, over the past few years, developed a qualitative facet
theory6. During the course of this brief essay I offer a
qualitative7 facet theory approach as an instantiation of a meta-
ontology and meta-mereology. In this paper I evaluate facet
theory, and its major instrument the mapping sentence, as a
qualitative and philosophical stance toward the understanding of
behavior. A meta-mereology is a mereology that is concerned with the
nature of mereologies rather than the content of any particular
or specific mereology4. Structured meta-mereology implicates
an interest in the configuration of mereological relationships. I
must provide one final definition that applies to my specifications
of both ontology and mereology. On these understandings,
ontologies and mereologies exist where and when: The philosophical and theoretical bases of facet theory along
with qualitative facet theory approach to research design, data
collection and analysis is best understood and reported using the
mapping sentence. A mapping sentence is a formal statement
of a research domain which includes the respondents, sub-
categories of the research content along with the range over
which observations will be made, in the structure of a sentence
written in normal prose. The mapping sentence is both the
major tool of facet theory research design and analysis and
also a series of structural/spatial hypotheses. As Canter (1985b)
says: “... MEREOLOGY a piece of facet research is a process of refinement,
elaboration and validation of a mapping sentence.” (p266): I
will be using a mapping sentence in precisely these terms in
this paper. Philosophically, the mapping sentence is a structural
ontology and in application to any substantive area of research
and understanding may also be seen as a mereological device. Related to the notion of the mapping sentence is that a
mereology is a compositional identity, where composition is
the relation between a whole and its specific parts, in which
parts form the whole and where the whole is nothing more
than its parts: the whole is its parts and parts may only
be understood within the whole (see, Cotnoir and Baxter,
2014). Context
and
background
are
essential
and
inherent
components
of
the
existence
and
realization
of
the
structured ontological/mereological system, where changes
in background and context would result in significant
differences
in
the
structured
ontology/mereology,
and
where the specification of a different range of observations
would significantly alter the content of the structured
ontology/mereology and the nature of knowledge embodied
within such structure. So far I have provided a limit to the scope of my essay
and in the following sections I offer facet theory and the
mapping sentence as a means for achieving a structured
ontology/mereology under the constraints of these definitions. I advance my ontology/mereology under the belief that if a
researcher understands the components of the behaviors of
interest and the interrelationships between these components, a
greater appreciation of the total behavior may result. 5Borg (1978, p65) defined facet theory as: “... a general methodology for
investigation in the social sciences: it provides a general framework for the
precise definition of an universe of observations, which is directly related to both
the specification of the various elements of empirical studies (stimuli, subjects,
responses) and to theories about the structure of those observations.” 6Hackett has carried-out qualitative analyses of specific research domains using
mapping sentences as a framework for the conception and design of research
projects. He has then progressed by analysing qualitative and conceptual data
within a facet theory mind-set to allow theory development. This has required
Hackett to use facet theory as a philosophical perspective that he has taken when
viewing the subject matter of his research into human behavior (Hackett, 2013,
2014). 4I employ term meta-mereology in the same sense as I use meta-ontology (see
footnote 2). QUALITATIVE FACET THEORY AND THE
MAPPING SENTENCE In qualitative facet theory and within a facet theoretical
philosophy two central theses arise from the above definitions of
ontology and mereology: Louis Guttman originated facet theory with an implicitly point
of view that understand human activities and knowledge about
such activities as being formed of discrete components (Guttman,
1947; Levy, 1994). Guttman (1959, p130) defined a facet as
“... a set that is a component of a Cartesian product.” and in
his authoritative text, Canter (1985a, p22) states how a facet
is constituted as a “... labeling of a conceptual categorization
underlying a group of observation.” Facet theory has been defined
as, “a strategy for research in psychology and other sciences that
study complex behavioral systems. Facet Theory centers on the
formalization of research contents and on intrinsic data analysis
for the purpose of discovering stable laws and conducting theory-
based measurements in those sciences”5. When taken together, a specified structured ontology and a
mereological account of this structure form what is known as
a mapping sentence. For any specified area of interest, a mapping sentence provides
a hermeneutically consistent account of a domain of interest. Thus, facet theory and specifically the mapping sentence is
well characterized through the use of the terms structural
ontology and mereology with the explicit intent of developing
hermeneutically consistent knowledge. Facet theory has traditionally been based in quantitative
research approaches and the statistical analysis (e.g., Borg and 7In facet theory the term qualitative has been used to mean a qualitatively arranged
facet rather than a linear or quantitatively ordered facet: This is not the sense of
the word that I will employ. I use qualitative to imply rich observational, non-
numerical information. Subsequently I analyse data to establish reliable and valid
interpretative hermeneutics. March 2016 | Volume 7 | Article 471 Frontiers in Psychology | www.frontiersin.org 3 Hackett Hermeneutically Consistent Structured Meta-Ontology and Meta-Mereology FIGURE 1 | Mapping sentence for Lowe’s four-category ontology. FIGURE 1 | Mapping sentence for Lowe’s four-category ontology. FIGURE 1 | Mapping sentence for Lowe’s four-category ontology. 8Aristotle’s categories are: 1, Substance (o ´υσ´ια); 2, Quantity (πoσ´oν); 3, Quality
(πoι´oν); 4, Relation (πρ´oζ); 5, Place (πo ˜υ); 6, Time (π´oτε); 7, Being-in-a-position
(κε˜ιθαι); 8, Having (˝εχειν); 9, Action (πoιε˜ιν); 10, Affection (π´ασχειν). From
these Categories I developed a mapping sentence for Aristotle’s categorial system
(Hackett, 2014).
9Lowe’s ontology has appeared in several slightly varied iterations all of which Lowe
portrayed as an ontological square. A HERMENEUTICALLY CONSISTENT
TEMPLATE In this paper I am claiming that the mapping sentence is at the
heart of traditional, philosophical and qualitative explorations
employing a facet theory outlook in both exploratory and
confirmatory research. The mapping sentence is the basis
for investigations, structural hypothesis testing and theory
generation and as a stand-alone research approach. Mapping
sentences specify research domains allowing the definition of the
domain’s sub-aspects and sub-aspect interrelationships availing
appreciation of the domain’s content. To further illustrate
a qualitative application of a mapping sentence in Figure 2
I provide a mapping sentence of the theoretical content of
this essay. This qualitative/philosophical mapping sentence
demonstrates the hermeneutic consistency of understanding that
arises from non-numerical research that is organized through
using a mapping sentence. EXAMPLE OF A QUALITATIVE MAPPING
SENTENCE arrangement) of Lowe’s ontology. When Lowe’s ontology is
modeled in a mapping sentence the interplay of elements is
stressed and by clearly explicating a possible mereology of
elements the active role of the reader is also emphasized. Furthermore, the mapping sentence requires the researcher
to consider the nature of the context of the evaluation and
background features that may affect content. In earlier research I have demonstrated the utility of a non-
numerically based facet theory that employs the conceptual rigor
that the mapping sentence has provided in my investigation
of the mereology of Aristotle’s Categories (Aristotle, 1975)8. This mapping sentence offers an account of The Categories that
clearly displays Aristotle’s ontology and uniquely a potential
mereological relationship between the Categories parts-to-parts
and parts-to-whole and in so doing offers further exploration of
Aristotle’s ontology. In figure 1 I provide a mapping sentence for a
more contemporary ontology by Lowe (2007) in his four-category
ontology9. Lowe’s ontology embodies the notion that the world
may be understood as comprising three distinct types of objects,
two kinds of events, two modes and three attributes. Lowe settled
with this structure as he believes that this four-category ontology
provides “a uniquely satisfactory metaphysical foundation for the
natural sciences” (Lowe, 2007 Page 16). TAKE IN FIGURE 1. ABOUT HERE The mapping sentence for Lowe’s ontology in figure 1 offers
a transparent modeling of Lowe’s conceptions of the basics of
existence. Uniquely, the mapping sentence demonstrates not only
the ontology’s structure but also the interplay (or mereological 9Lowe’s ontology has appeared in several slightly varied iterations all of which Lowe
portrayed as an ontological square. 8Aristotle’s categories are: 1, Substance (o ´υσ´ια); 2, Quantity (πoσ´oν); 3, Quality
(πoι´oν); 4, Relation (πρ´oζ); 5, Place (πo ˜υ); 6, Time (π´oτε); 7, Being-in-a-position
(κε˜ιθαι); 8, Having (˝εχειν); 9, Action (πoιε˜ιν); 10, Affection (π´ασχειν). From
these Categories I developed a mapping sentence for Aristotle’s categorial system
(Hackett, 2014). TAKE IN FIGURE 2 ABOUT HERE In this mapping sentence the range facet delimits the substantive
concern of the mapping sentence, which in this case is the
extent to which a mapping sentence structured ontology can March 2016 | Volume 7 | Article 471 Frontiers in Psychology | www.frontiersin.org 4 Hackett Hermeneutically Consistent Structured Meta-Ontology and Meta-Mereology FIGURE 2 | Mapping sentence for the hermeneutic consistency of a mapping sentence. FIGURE 2 | Mapping sentence for the hermeneutic consistency of a mapping sentence. have provided support for claims regarding the potential of
qualitative or philosophical research that is undertaken within
a facet theory framework. I have claimed utility for the use
of a mapping sentence as a purely philosophical outlook when
attempting to understand human experience by offering a
mapping sentence as a philosophically coherent approach to
understanding Lowe’s ontology and as a tool to investigate the
hermeneutical consistency of research. avail a hermeneutically consistent understanding of a content
domain. Returning to the start of the mapping sentence, person
(x) is taken to be any individual reading and understanding
the mapping sentence. Continuing along the sentence, the
combinatorial arrangements of the two content facets are
determinants of the values observed in the range. In this
sentence: the ontology facet specifies the content of the mapping
sentence ontology to be—facets (with sub-divisions of facet
elements); background (which lists background characteristics
of the instantiation of the ontology); range which specifies
the epistemological/characteristics of the observations that
constitute the mapping sentence’s logic. Thus, the mereology
facet characterizes the nature of the relationships that are extant
within the mapping sentence ontology as being either part-to-
part (facet/facet element-to-facet/facet element) or part-to-whole
(facet/facet element-to-mapping sentence). It is my contention that the hermeneutic consistency of a
structural ontology is a product of a structural representation’s
ontological components and the mereological relationships
between these ontological units: the mapping sentence seminally
allows for the depiction of such structure. Finally, I claim
facet theory and mapping sentences form a precise though
flexible framework for the designing research and writing within
philosophical and qualitative psychological research10. CONCLUSIONS The author confirms being the sole contributor of this work and
approved it for publication. I commenced by proposing that understanding a content
domain may result from sub-dividing the domain into relevant
categories. I then noted how facet theory has achieved a
category-based epistemological exposition of many research
areas under a quantitative research rubric. In this paper I 10I would like to thank the associate editor of Frontiers for suggesting that the
facet theory approach may be used in future research to thematically investigate
the philosophy of science and especially the structure of scientific theories. Canter, D. (ed.). (1985a). Facet Theory: Approaches to Social Research. New York,
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Interpretive Theory. Grand Rapids, MI: Wm. B. Eerdmans Publishing Co. Shye, S. (1978). Theory Construction and Data Analysis in the Behavioral Sciences. San Francisco, CA: Jossey-Bass. Shye, S., and Amar, R. (1985). Frontiers in Psychology | www.frontiersin.org REFERENCES “Hermeneutic consistency, structured
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A Review of Energy Management Assessment Models for Industrial Energy Efficiency
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Received: 25 September 2020; Accepted: 29 October 2020; Published: 1 November 2020 Abstract: The necessity to ensure energy efficiency in the industries is of significant importance to
attain reduction of energy consumption and greenhouse gases emissions. Energy management is one
of the effective features that ensure energy efficiency in the industries. Energy management models
are the infancy in the industrial energy domain with practical guidelines towards implementation
in the organizations. Despite the increased interest in energy efficiency, a gap exists concerning
energy management literature and present application practices. This paper aims to methodologically
review the energy management assessment models that facilitate the assessment of industrial energy
management. In this context, the minimum requirements model, maturity model, energy management
matrix model, and energy efficiency measures characterization framework are discussed with
implications. The study concludes with interesting propositions for academia and industrial think
tanks delineating few further research opportunities. Keywords:
energy management; industrial energy efficiency; energy management practices;
assessment model energies energies energies www.mdpi.com/journal/energies Review
A Review of Energy Management Assessment Models
for Industrial Energy Efficiency A S M Monjurul Hasan
and Andrea Trianni *
School of Information, Systems, and Modelling, Faculty of Engineering and IT, University of Technology Sydney,
81 Broadway, Ultimo 2007, Australia; asmmonjurul.hasan@uts.edu.au
* Correspondence: andrea.trianni@uts.edu.au
Received: 25 September 2020; Accepted: 29 October 2020; Published: 1 November 2020 Energies 2020, 13, 5713; doi:10.3390/en13215713 agement Assessment Models
ciency
*
ulty of Engineering and IT, University of Technology Sydney,
hasan@uts.edu.au
2020; Published: 1 November 2020
ency in the industries is of significant importance to
eenhouse gases emissions. Energy management is one
ciency in the industries. Energy management models
n with practical guidelines towards implementation
nterest in energy efficiency, a gap exists concerning
ication practices. This paper aims to methodologically
dels that facilitate the assessment of industrial energy
uirements model, maturity model, energy management
res characterization framework are discussed with
sting propositions for academia and industrial think
unities.
energy efficiency; energy management practices;
st entities for consuming energy [1], is responsible for
p-rising of energy expenses, stringent environmental
aped increased demand to the reduction of energy
ustries [3]. In this context, ensuring energy efficiency
strial processes that must be addressed as a priority.
tation of energy management practices can provide
e optimum usage of energy resources maintaining the
e energy costs [4–6].
eing developed to endorse energy efficiency in the
ction of greenhouse gas emissions, and productivity
fficiency still remains unattained [9,10]; with low
easures [11,12] because of certain barriers [13,14],
otential.
There are multiple studies conducted at
using the barriers to adopt energy efficiency in the
are also found towards energy-efficient technology
fficiency gap has been conferred, keeping the relevance
it has also incorporated behavioral issues [24].
e mostly studied through theoretically or conceptually,
d in an empiric way [25]. Academic studies have been
archers about energy management practices and their agement Assessment Models
ciency
*
ulty of Engineering and IT, University of Technology Sydney,
hasan@uts.edu.au
2020; Published: 1 November 2020
ency in the industries is of significant importance to
eenhouse gases emissions. Energy management is one
ciency in the industries. Energy management models
n with practical guidelines towards implementation
nterest in energy efficiency, a gap exists concerning
ication practices. This paper aims to methodologically
dels that facilitate the assessment of industrial energy
uirements model, maturity model, energy management
res characterization framework are discussed with
sting propositions for academia and industrial think
unities. energy efficiency; energy management practices;
st entities for consuming energy [1], is responsible for
p-rising of energy expenses, stringent environmental
aped increased demand to the reduction of energy
ustries [3]. In this context, ensuring energy efficiency
strial processes that must be addressed as a priority. tation of energy management practices can provide
e optimum usage of energy resources maintaining the
e energy costs [4–6]. eing developed to endorse energy efficiency in the
ction of greenhouse gas emissions, and productivity
fficiency still remains unattained [9,10]; with low
easures [11,12] because of certain barriers [13,14],
otential. There are multiple studies conducted at
using the barriers to adopt energy efficiency in the
are also found towards energy-efficient technology
fficiency gap has been conferred, keeping the relevance
it has also incorporated behavioral issues [24]. e mostly studied through theoretically or conceptually,
d in an empiric way [25]. Academic studies have been
archers about energy management practices and their 1. Introduction The industrial sector, being one of the largest entities for consuming energy [1], is responsible for
30% of total carbon emission [2]. Further, the up-rising of energy expenses, stringent environmental
restrictions, and fossil fuel depletion have shaped increased demand to the reduction of energy
consumption and its associated costs in the industries [3]. In this context, ensuring energy efficiency
is one of the significant mainstays of the industrial processes that must be addressed as a priority. Energy efficiency gains through the implementation of energy management practices can provide
multiple benefits to an organization ensuring the optimum usage of energy resources maintaining the
desired energy productivity level and reduce the energy costs [4–6]. The energy management programs are being developed to endorse energy efficiency in the
industries for facilitating energy savings, reduction of greenhouse gas emissions, and productivity
benefits [7,8]. However, industrial energy efficiency still remains unattained [9,10]; with low
implementation rates of energy efficiency measures [11,12] because of certain barriers [13,14],
although research has shown its immense potential. There are multiple studies conducted at
local, regional, national, and multinational focusing the barriers to adopt energy efficiency in the
industries [15–19]. On the contrary, the drivers are also found towards energy-efficient technology
adoption by several studies [20–22]. The energy efficiency gap has been conferred, keeping the relevance
on technical aspects and appliances [23], whilst it has also incorporated behavioral issues [24]. Energy management and energy services are mostly studied through theoretically or conceptually,
whilst energy management practices are studied in an empiric way [25]. Academic studies have been
conducted regionally and beyond by many researchers about energy management practices and their Energies 2020, 13, 5713; doi:10.3390/en13215713 2 of 21 Energies 2020, 13, 5713 characterization [15,26–28]. Energy management practices, as well as energy services, are perceived as
significant explanations, and few efforts are paid to depict them including the assessment model to
facilitate industrial think tank focusing particular set of actions for improved energy management [24]. It is notable to mention that research mainly acquainted the idea of an “extended energy efficiency gap”,
expressing the gap abide by technical as well as managerial components. In addition, a vast portion of
unexplored market potential namely “energy service gap” exists because of high operating cost at the
industrial application phase [29], even though energy services speak for a favorable market-centric
resolution for improved energy efficiency [30]. 1. Introduction So far, the avenues between integration of energy
management with production systems are unexplored. Further, energy management into industrial
decision-making process is not discussed thoroughly till now. Therefore, it is imperative to explore
the domain of energy management to support industrial decision-makers pointing to the specified
actions which are required to minimize the energy management lagging aspects, still keeping mind the
multi-dimensional context and complexity of industrial energy management systems [31,32]. Given the introductory context, the paper aims to methodologically review the energy management
assessment models that facilitate the assessment of industrial energy management. Notably, this study
does not consider energy generation part and confines its focus to energy management framework only
to help the industrial decision-making process covering energy consumption aspects in the industries. This study is novel considering the fact that there has not been any study focusing on energy
management 4.0 in the industrial decision-making process and comprehends the energy management
framework to the best of authors’ knowledge. In this study, we have worked to synthesize this gap in
the greater interest of academia. By doing the review, we want to highlight future research avenues
having nexus with energy management and industrial energy efficiency. Interestingly, all of the
present research gaps fall into the big area, which is energy management 4.0 in industrial decision
making. On another note, this study would help the industrial managers and engineers by figuring
out improvement options in their energy management activities and supply chain system. In addition,
the available options for policymakers to address energy management regulations are also incorporated
in this study. The rest of this paper is designed as follows: an introduction to the energy management concept is
presented in Section 1. Section 2 describes the methodology. Section 3 provides the descriptive results of
reviewing the literature on energy management assessment model. Subsequently, this paper concludes
with explaining and incorporating the results in Section 4. Section 5 presents the concluding remarks. 2. Methodology A systematic and rigorous review process was conducted in this paper. The primary focus of such
reviews is to point out the related available studies established on pre-formulated research queries
to synthesize the conclusion based on the evidence [33]. It is notable to mention that the systematic
review features substantial leverages contrast to conventional narrative approaches of literature work. The conventional review does not apprehend formal methodological approaches, whilst the systematic
review incites to minimize research biases through the adoption of search strategies, preordained inquiry
string, and inclusion and elimination criterion [33]. Moreover, the comprehensive documentation
nature of review enhances the clarity of review as well as facilitates subsequent replication [34]. In this paper, the relevant literature search methodology comprised of scientific literature sources,
mainly the “Scopus” and “Web of Science” as both of the sources are well accepted in academia
for their research quality and reliability [35]. We checked the online databases indexed in “Scopus”
and “Web of Science” to identify the articles based on our keyword. In this research, the selected
keywords to sort out the literature are “Energy Management”, “Industry”, “Energy Management
Model”, “Energy Management Practices”, and “Energy Efficiency”. Nonetheless, there was no specific
starting timeframe for searching the literature in the database, though attempts were made to consider
the recent researches. Table 1 presents the selection basis of the literature review. 3 of 21 Energies 2020, 13, 5713 Table 1. Selection basis of the literature review. Table 1. Selection basis of the literature review. Heading
Remark
Research domain
Energy; Engineering; Management
Search string
Industrial Energy Management; Energy management
Practice; Energy Management Framework
Publication Type
The academic journals, conference proceedings, and book
chapters. Working papers are not considered due to their
review process state and reliability issue [36]. The included
publications are Elsevier, Springer, IEEE Xplore, MDPI,
Taylor & Francis, John Wiley & Sons, and Emerald. Availability
Available online
Area
Industry
Relevance
Articles articulate energy management; energy efficiency
proceedings at the institutional perspective
Time
Focus on the recent researches Each of the selected articles has been checked manually for content analysis in stage 2, the “screening”
process. During the screening process, expulsion criteria that are followed in this research are presented in
Table 2. Articles were discarded in this stage based on the criterion EXC 1, EXC 2. In stage 3, a backward
review was conducted to reconsider relevant articles based on our selected keywords. management and energy mana
very critical and decisive to the
3.1. Energy Management Definition any concept related to energy management and its framework additional resolutions and aspects
were also introduced that were not considered in the initial phase. 3. Results and Analysis
3.1. Energy Management Definition
Defining energy management is significant when it comes to the point at energy management
modelling or energy system practices implementation. Energy management concept is specified
by many studies that incorporate multiple arenas. The prime areas covered by multiple studies to
define energy management are energy consumption, strategic aspect, the involvement of managerial
perspective, and people relevancy [25]. Defining energy management is significant when it comes to the point at energy management
modelling or energy system practices implementation. Energy management concept is specified by
many studies that incorporate multiple arenas. The prime areas covered by multiple studies to define
energy management are energy consumption, strategic aspect, the involvement of managerial
perspective, and people relevancy [25]. The German Federal Environment Agency defined energy management as the inclusion of
planned and execution of actions to ensure predefined performance by a minimum amount of energy
input [37]. B.L. Capehart has characterized the term energy management as the proficient and
effective usage of energy towards maximization of profits and increasing reasonable positions [38]. O’Callaghan et al., defined the energy management as the application of resources in regards of
supply, conversion, and utilization which integrates monitoring, measurement, archiving, critical
examination and analyzation, control, and rerouting of energy as well as material flows through the
The German Federal Environment Agency defined energy management as the inclusion of
planned and execution of actions to ensure predefined performance by a minimum amount of energy
input [37]. B.L. Capehart has characterized the term energy management as the proficient and
effective usage of energy towards maximization of profits and increasing reasonable positions [38]. O’Callaghan et al., defined the energy management as the application of resources in regards of supply,
conversion, and utilization which integrates monitoring, measurement, archiving, critical examination
and analyzation, control, and rerouting of energy as well as material flows through the systems for
ensuring minimal energy usage and achieve meaningful goals [39]. To define energy management,
Bunse et al. focused on the inclusion of control, supervision, and improvement activities towards
energy efficiency [6]. On the contrary, Ates et al. strengthened on the combination of techniques,
activities, and managerial processes that leads to reduce energy cost and anthropogenic emissions [40]. One of the studies by Abdelaziz et al. 2. Methodology The following stage
consists of the exclusion of articles based on the criterion EXC 2, EXC 3, EXC 4, EXC 5, EXC 6, and EXC
7. Finally, the last step of methodology replicates the content analysis of selected articles. The entire
methodological steps are illustrated in Figure 1. In the phase of analyzing the content, it was essential to distinguish between energy management
and energy management assessment framework/model. Therefore, the situation was very critical and
decisive to the inclusion of such specification in this study. Nonetheless, discarding any concept related
to energy management and its framework additional resolutions and aspects were also introduced that
were not considered in the initial phase. Table 2. Exclusion criterion of the literature. Exclusion Heading
Remark
EXC 1
The article published not in English
EXC 2
The article uses “Energy management” term only in title
and does not incorporate in any energy management
framework or model in an elaborated form
EXC 3
The article uses “Energy management” only as a part of the
future research direction or future perspective
EXC 4
The article uses “Energy Management” just as a cited term
EXC 5
Articles deals only with drivers, barriers to energy
management practices in the industries
EXC 6
Availability of full texts
EXC 7
Working papers Table 2. Exclusion criterion of the literature. 4 of 21 Energies 2020, 13, 5713
E
i
13 Energies 2020, 13, x FOR PEER REVIEW
4 of 23
Figure 1. The methodological steps followed in the research. Identification
•Identifying relevant journal and conference articles indexed in “Web of Science” and
“Scopus”. The journal articles identified in this stage were 335. Screening
•Articles were eliminated due to EXC 1, EXC 2. The discarded number of of articles
were 54. The number of remaining articles for further consideration was (335-54)= 281. Backward
Review
•Reviewing the previous literature for reconsideration based on the keywords of the
research. Screening
•Articles were eliminated based on exclusion criterion (presented in Table 2). The
number of excluded articles were 281 at this stage. The number of remainning article
was (281-189)= 92. Content
Analysis
•Analysis of the articles identified manually related to research context
Figure 1. The methodological steps followed in the research. g
Figure 1 The methodological steps followed in the research
Identification
•Identifying relevant journal and conference articles indexed in “Web of Science” and
“Scopus”. The journal articles identified in this stage were 335. 2. Methodology Screening
•Articles were eliminated due to EXC 1, EXC 2. The discarded number of of articles
were 54. The number of remaining articles for further consideration was (335-54)= 281. Backward
Review
•Reviewing the previous literature for reconsideration based on the keywords of the
research. Screening
•Articles were eliminated based on exclusion criterion (presented in Table 2). The
number of excluded articles were 281 at this stage. The number of remainning article
was (281-189)= 92. Content
Analysis
•Analysis of the articles identified manually related to research context
Figure 1. The methodological steps followed in the research. •Identifying relevant journal and conference articles indexed in “Web of Science” and
“Scopus”. The journal articles identified in this stage were 335. Identification Screening •Reviewing the previous literature for reconsideration based on the keywords of the
research. Backward
Review •Articles were eliminated based on exclusion criterion (presented in Table 2). The
number of excluded articles were 281 at this stage. The number of remainning article
was (281-189)= 92. •Articles were eliminated based on exclusion criterion (presented in Table 2). The
number of excluded articles were 281 at this stage. The number of remainning article
was (281-189)= 92. Screening Content
Analysis Figure 1. The methodological steps followed in the research. Figure 1. The methodological steps followed in the research. Energies 2020, 13, 5713 Energies 2020, 13, 5713 Energies 2020, 13, 5713 In academic literature, energy management is portrayed as a holistic combination of applying
resources, conversion, and application of energy [16,20,25,32]. The system involves checking, auditing,
recording, scrutinizing, and more importantly controlling the energy flows to ensure the minimum
consumptions of energy but to achieve maximum energy productivity [16,42]. Academicians have
pointed some of the minimal prerequisites for implementation and operation of energy management
in the industries [27,40,41,43,44]. Table 3 illustrates the requirements toward energy management with
specifications whether the requirements are considered full, partly, or not under consideration. Table 3. Minimal prerequisites for energy management in the industries. This table is adopted from
Schulze et al. [32]. Minimum Prerequisite
Abdelaziz
et al. [41]
Christoffersen
et al. [44]
Thollander and
Ottosson [27]
McKane
et al. [43]
Ates and
Durakbasa [40]
Long-term strategic plan;
inclusion of energy policy;
energy saving targets.
Energy activities by dedicated
responsibilities and actions
×
×
×
Acquaintance of energy
management team led by the
energy manager
×
×
Policies and proceedings
×
×
Energy audit to explore
energy-saving features
×
×
×
Planning and implementation
of an explicit energy-saving
program
Identification of key
performance indicators
×
×
×
×
Meter and monitoring of
energy consumption
×
×
Energy reporting
×
×
×
Top management commitment
×
×
×
×
Employee engagement in
energy management activities
×
Abbreviations: (Full Consideration); (Partial Consideration); × (Not Considered). Table 3. Minimal prerequisites for energy management in the industries. This table is adopted from
Schulze et al. [32]. Minimal prerequisites for energy management in the industries. This table is adopted from Abbreviations: (Full Consideration); (Partial Consideration); × (Not Considered). It becomes discernible by analyzing the minimum requirements for energy management from
Table 3 that the sets of minimum requirements elucidated in the studies contrast in the number of
elements as well as conformation of the individual features. In addition, it shows indistinctness
on the conclusiveness of the list of minimum requirements whether it is suitable to describe a fully
developed energy management. By analyzing earlier contributions on the topic, we can note the
lack of a comprehensive conceptual framework about energy management. management and energy mana
very critical and decisive to the
3.1. Energy Management Definition promoted energy management focusing on energy optimization
strategy that incorporates compelling the energy demand [41]. A comprehensive definition of energy
management has been proposed by Schulze et al. that incorporates all necessary energy management
elements and energy management practices in the industries [32]. 5 of 21 Energies 2020, 13, 5713 Therefore, in this study,
we respond to this research gap by complying a review of academic journal publications in the area of
industrial energy management and use its results to propose future research avenues to explore further. Energies 2020, 13, 5713 6 of 21 3.2. Approaches to Energy Management Models There are research streams which are considered in academia as well as the industries to assess
the energy management models. The streams can be categorized as “Minimum requirements”,
“Maturity models”, and “Energy management matrixes” [25]. Furthermore, there is assessment
tool namely “Energy Management Measures Characterization Framework”, so to shape the energy
management aspects accordingly”. This is practice based, therefore basing on energy management
practices with characteristics. 3.2.1. Minimum Requirements The ISO 50001 standard that deals with energy management issues is incorporated at the first
stream and thus apprehends guidelines to enable energy management system [45]. Enabling the
organizations towards energy efficiency is the primary purpose of ISO 50001 Energy Management
System standard. The standard is reviewed and published by the ISO/TC 301 Technical Standardization
Committee, Energy Management, and Energy Saving in 2018 [45]. The protocol has a high level of
hierarchical structure consists of ten chapters with a homologous architecture. The ISO 50001 standard
is a consistent improvement framework which consists of “Plan-Do-Check-Act” at organizational
practices. Table 4 presents the phases that are comprehended at ISO 50001 Energy Management System
standard. However, it does not apprehend the critical assessment of the enterprises’ effectiveness for a
taken initiative of particular energy management practice. In addition, the initial stream incorporates
primary endeavor to evaluate energy management, maintaining the limit of analysis [40,44]. Table 4. The continual phases of ISO 50001 Energy Management System standard [45]
Phase
Remark
Plan
To apprehend the organizational context; incorporation of
energy policy; incorporation of energy management team;
consideration of actions towards risks and opportunities;
conduct of energy review; identification of significant
energy uses and establishment of energy performance
indicators; energy baseline; objectives and energy targets;
necessary action plans to improve energy performance in
accordance with the organization’s energy policy. Do
Implementation of the action plans; operation and
maintenance controls, and communication; ensuring
competence in energy domain i.e., energy performance in
design and procurement. Check
Monitor; quantify; analyzation; evaluation; audit and
conducting management review of energy performance
as well as energy management system. Act
Activities to address non-conformities and continuation
for improving energy performance. Table 4. The continual phases of ISO 50001 Energy Management System standard [45]. 3.2.2. Maturity Models [56,57].
3.2.4. Energy Efficiency Measures (EEM) Characterization Framework 3.2.4. Energy Efficiency Measures (EEM) Characterization Framework
The EEM characteristics are delved by the fourth research stream [58]. The energy efficiency
measures characterization framework is important to formulize in the context of information sharing
both for the policy and decision-makers about energy efficiency measures. Thanks to improved
knowledge and information on industrial energy efficiency measures. Indeed, the policymakers
could have enhanced support to develop the operative policies for endorsing energy efficiency at the
industries. In addition, the improved knowledge on energy efficiency measures characteristics can
articulate in-depth comprehension of the bottlenecks that hindering the implementation of energy
ffi i
[59] I d
d
hi i
i
i
f
f
l
i
d
li
k
The EEM characteristics are delved by the fourth research stream [58]. The energy efficiency
measures characterization framework is important to formulize in the context of information sharing
both for the policy and decision-makers about energy efficiency measures. Thanks to improved
knowledge and information on industrial energy efficiency measures. Indeed, the policymakers
could have enhanced support to develop the operative policies for endorsing energy efficiency at the
industries. In addition, the improved knowledge on energy efficiency measures characteristics can
articulate in-depth comprehension of the bottlenecks that hindering the implementation of energy
efficiency processes [59]. Indeed, this is an interesting fact for resolution and policy makers. efficiency processes [59]. Indeed, this is an interesting fact for resolution and policy makers. Fleiter et al. exhibited detailed and thorough narratives of characterizations that facilitated
understandings of the endorsement process for EEMs [58]. The framework encompasses twelve
diverse features of energy efficiency measures which are emanated from the field of technical, relative
advantage, and informational perspective. Worrell et al. characterized and grouped the energy
efficiency measures into multiple attributes such as waste, emission, operation and maintenance,
y p
g
p
y
Fleiter et al. exhibited detailed and thorough narratives of characterizations that facilitated
understandings of the endorsement process for EEMs [58]. The framework encompasses twelve
diverse features of energy efficiency measures which are emanated from the field of technical,
relative advantage, and informational perspective. Worrell et al. characterized and grouped the energy
efficiency measures into multiple attributes such as waste, emission, operation and maintenance,
productivity, working environment, among others, where the secondary benefits are listed [60]. On the
contrary, Trianni et al. devised a framework to explore energy management practices [59]. 3.2.2. Maturity Models This second stream solicits a systematic perspective for assessing energy management in the
organization [8] that includes the analysis for the requisite steps to enact energy management system [46]. Continuous improvement options are one of the significant features of maturity model. Therefore,
the maturity model is accepted and popular in academia as well as industries since the development of
the capability maturity model (CMM) [47–49]. The maturity models help the institutional enterprises
surmount the austerity and enhance the quality by measuring institutional maturity based on particular
or multiple domains with the help of predefined rules [50,51]. However, the maturity models are single
dimensioned that focus either on objects maturity or process maturity, whilst the process maturity
levels are dominant than the object-based model [52]. In one of the studies, Bojana et al. presented the 7 of 21
e ,
rity, Energies 2020, 13, 5713
y
the maturity mod maturity stages of energy management at activity levels [53]. Figure 2 exhibits the levels considered in
maturity models for energy and utility management. studies, Bojana et al. presented the maturity stages of energy management at activity levels [53]. Figure 2 exhibits the levels considered in maturity models for energy and utility management. Figure 2. The levels in maturity models for energy and utility management (Source: [54]). Initial
Managed
Defined
Quantitatively
Managed
Optimized
Figure 2. The levels in maturity models for energy and utility management (Source: [54]). Defined Figure 2 The levels in maturity models for energy and utility management (Source: [54])
Figure 2. The levels in maturity models for energy and utility management (Source: [54]). g
3 2 3 E
M
M
i
3.2.3. Energy Management Matrixes 3.2.3. Energy Management Matrixes
The energy management matrixes are incorporated with the third stream [55,56], which confers
multiple similarities with the maturity model. It offers an insight into the present approach to energy
issues in a company and helps the management to improve energy efficiency by integrating feedback. It also shows the substantial improvement potential in energy efficiency that is achievable by
technical activity alone. However, the application of the energy management matrix in a wider range
of industrial organizations has acknowledged manifold activities towards improvement of energy
management practice. In addition, it puts the hitherto isolated technologically-based attempts to
improve energy efficiency in a more effective management framework, often for the first time. The
high standpoint from an analytical perspective, maturity concept conversion into a sophistication
level along with a self-appraisal approach based on organization’s perspective are the common points
of energy matrixes with maturity models. Hence, no additional benefits are provided from these
models in terms of approaches and aspects considered for reasoning. However, introducing
assessment models have brought an amelioration that incorporates detailed activity list considered
as energy management practices, whilst critical factors have not been addressed for evaluation
The energy management matrixes are incorporated with the third stream [55,56], which confers
multiple similarities with the maturity model. It offers an insight into the present approach to energy
issues in a company and helps the management to improve energy efficiency by integrating feedback. It also shows the substantial improvement potential in energy efficiency that is achievable by technical
activity alone. However, the application of the energy management matrix in a wider range of industrial
organizations has acknowledged manifold activities towards improvement of energy management
practice. In addition, it puts the hitherto isolated technologically-based attempts to improve energy
efficiency in a more effective management framework, often for the first time. The high standpoint
from an analytical perspective, maturity concept conversion into a sophistication level along with a
self-appraisal approach based on organization’s perspective are the common points of energy matrixes
with maturity models. Hence, no additional benefits are provided from these models in terms of
approaches and aspects considered for reasoning. However, introducing assessment models have
brought an amelioration that incorporates detailed activity list considered as energy management
practices, whilst critical factors have not been addressed for evaluation [56,57]. [56,57]. 3.2.4. Energy Efficiency Measures (EEM) Characterization Framework Minimum
requirements [56,57].
3.2.4. Energy Efficiency Measures (EEM) Characterization Framework An inclusive
view on energy efficiency measures integrating the recent applicable perspectives is encompassed
in this framework for industrial decision-makers. The framework has inferred in specifying energy
alongside the environmental and financial aspects. Moreover, the impact on production system,
including the application aspects and interaction with other systems of energy efficiency measures
are also considered in the framework. Another noteworthy feature of the framework is the inclusion
of corporate involvement, which is important for industrial decision-makers and policy delegates. Moreover, the inclusion of the attribute set related to non-energy benefits is one of the salient features
that has been neglected in the earlier characterization framework. Nonetheless, analytical factors
of energy management activities are not portrayed comprehensively. Lung et al. affirm about the
impact of additional savings and productivity benefits stemming from energy efficiency initiatives 8 of 21 Energies 2020, 13, 5713 resulting in more compellingly. The authors focused on the methodology to characterize the attributes
of productivity benefits as well as ancillary savings into a payback forecasting framework [61]. Another model has been proposed in a contemporary study by Trianni et al. in the domain of
characterization framework to assess industrial energy management, focusing on the benchmarking
of energy management practices [25]. In this model, three elements have been considered that are
energy management practice lists followed by specific baseline for benchmarking the performances
and optimal threshold adoption in the assessment. The notable aspects of this model are the energy
management practice adoption evaluation and more comprehensiveness output compared to the other
models. More importantly, it features elaborate energy management approaches and capabilities
assessment to an indistinct evaluation of energy management practices. On the contrary, Sorrell [62]
and Benedetti et al. [63] have considered three-dimensional classification framework focusing to energy
service contracts. The framework of Sorrell is customer perspective based and consisted of “Scope”,
“Depth”, and “Finance” dimension. Benedetti et al. considered “Scope”, “Intangibility of the Contract”,
and “Degree of Risk”. g
The synopsis of the existing management assessment models is presented in Table 5. 9 of 21 Energies 2020, 13, 5713 y management assessment models. The table is an aggrandized approach of Trianni et al. [25]. Narration
Remark
Reference
cy, energy saving goals
arding energy-saving projects
gy efficient purchases, specific
ty and tasks. Functioning
ecially the employees by
cating. This model consider the energy management as a
comprehensive management system. [56,57].
3.2.4. Energy Efficiency Measures (EEM) Characterization Framework Focused on policy,
energy saving goals and specific energy saving projects. However, the model does not integrate the energy manager
concept. Furthermore, there is no clear guideline about top
or mid-level management support to achieve energy
savings. Though, involvement of employee to energy
saving related work are suggested. [44]
e basis for instructions. bility; policy; legitimate concern
nergy performance index; energy
ergy management blueprint;
usness; communication;
sition; operation and control;
nalysis; compliance evaluation
; in-house audit of the energy
, corrective as well as
vernance; management review. ISO 50001 incorporates nineteen characteristics in the
framework. Precisely, management commitment and
energy manager are also inclined to the model. Moreover,
the framework integrates the employee involvements and
documentation and records for further assessment. [45]
ments from the (27)’s set by
oceedings; inclusion of dedicated
This model is an extended version of Christoffersen et al. [44]. The model integrates energy metering, energy policy,
energy manager, saving target and saving projects focusing
on energy. [40] Table 5. Synopsis of the existing energy management assessment models. The table is an aggrandized approach of Trianni et al. [25]. Model Narration Model Narration Category This model consider the energy management as a
comprehensive management system. Focused on policy,
energy saving goals and specific energy saving projects. However, the model does not integrate the energy manager
concept. Furthermore, there is no clear guideline about top
or mid-level management support to achieve energy
savings. Though, involvement of employee to energy
saving related work are suggested. Significant features: energy policy, energy saving goals
(quantitative) or aspirations regarding energy-saving projects
and their implementation. Energy efficient purchases, specific
allotment of energy responsibility and tasks. Functioning
engagement of stakeholders, specially the employees by
apprising, persuading, and educating. “Plan-Do-Check-Act” cycle is the basis for instructions. Preconditions: management liability; policy; legitimate concern
and obligations; energy audit; energy performance index; energy
baseline; energy targets, and energy management blueprint;
proficiency, training and consciousness; communication;
archiving; energy services acquisition; operation and control;
monitoring, measurement and analysis; compliance evaluation
maintaining the legal necessities; in-house audit of the energy
management system; aberration, corrective as well as
precautionary action; archive governance; management review. Alteration of the merest requirements from the (27)’s set by
adding the metering of major proceedings; inclusion of dedicated
energy manager at the industry. 10 of 21 10 of 21 Energies 2020, 13, 5713 Table 5. Conts. Remark Model Narration Category
Model Narration
Remark
Reference
Maturity Models
Five stages: preliminary, arrange, delineate, managed in
quantitative form and reformed; Novel process avenues are
regulated towards progress focusing on environmental aspect;
Four maturity phases: practice enactment, standardization of
practice, performance management and recurring phase for
improvement. The model used Capability Maturity Model Integration
(CMMI) as a reference framework and extended to
environmental management context. It comprised of
particular procedures for energy as well as resource
management. No clear guideline about dedicated energy
manager. [54]
Instructions to attain improved energy efficiency and amenability
with energy management standards especially ISO 50001. Energy
management actions are categorized into five maturity phases
subsequent to the PDCA cycle. The framework adapts manifold energy management
practices based on PDCA cycle. Notably, top management
support is incorporated in the framework. Energy
management roles are characterized. However, no clear
indication about energy manager inclusion in the process. [64]
Five levels: Emerging, Define, Integration, Optimization and
Novelty; four sections on the basis of PDCA cycle, 16 pillars, and
63 sub-pillars. The model allows 5 attribution promulgation for
each sub-pillar to evaluate the maturity. Energy management review along with action plan are
integrated to the framework. Model Narration In addition, competence
building feature is also included. [65]
Primary features for the energy consumption management
keeping alignment to ISO 50001. Five phases: initial, intermittent,
planning, supervisory and optimal. 5 dimensions that are
portrayed as requisite for success: consciousness, information,
and expertise (utmost significant); methodological proposition;
energy performance management and archiving system;
institutional architecture; alignment with strategy. The tool is not incorporated with inclusion of energy
manager. [8]
Incorporation with ISO 50001; knowledge base creation for
self-assessment along with monitoring and improvement. The levels are depicted for each ISO 50001 process instilled
by Eric et al. [54]. The assessment tool includes top management
commitment, and energy manager appointment with other
manifold energy management practices. [53]
Salient features are the assessment of compelling factors for
energy management adoption, contribution towards a better
understanding of suitable energy management configuration
with the help of evaluation of maturity level. The model considers inclusion of energy manger, precisely
a dedicated energy management team. In addition, top
management support is integrated with the considered
attributes in the model. [46]
Incorporation of qualitative metrics; assessment model implies
on PDCA cycle; inclusion of SWOT analysis tool, incorporation
of global energy management team and external peers. Incorporates their application specific purposes which are
descriptive, prescriptive, and comparative. Features with
manifold energy management practices along with energy
manager. [66] Category Five stages: preliminary, arrange, delineate, managed in
quantitative form and reformed; Novel process avenues are
regulated towards progress focusing on environmental aspect;
Four maturity phases: practice enactment, standardization of
practice, performance management and recurring phase for
improvement. Instructions to attain improved energy efficiency and amenability
with energy management standards especially ISO 50001. Energy
management actions are categorized into five maturity phases
subsequent to the PDCA cycle. Five levels: Emerging, Define, Integration, Optimization and
Novelty; four sections on the basis of PDCA cycle, 16 pillars, and
63 sub-pillars. The model allows 5 attribution promulgation for
each sub-pillar to evaluate the maturity. Salient features are the assessment of compelling factors for
energy management adoption, contribution towards a better
understanding of suitable energy management configuration
with the help of evaluation of maturity level. Incorporation of qualitative metrics; assessment model implies
on PDCA cycle; inclusion of SWOT analysis tool, incorporation
of global energy management team and external peers. 11 of 21 Energies 2020, 13, 5713 11 of 21 Table 5. Conts. EEMs
characterization
framework Model Narration Remark Model Narration Category
Model Narration
Remark
Reference
Consists of three features: (1) energy efficiency features (2)
energy efficiency maturity levels; (3) implementation method
which is accustomed from ZED scheme especially for SMEs. Seven dimensions: management obligation, arrangement and
procedure, compliance of regulation and fiscal enticements,
archiving system, product and procedure innovation, in-house
communication, and ethos. Consists of nineteen characteristics. Total number of nineteen energy efficiency characteristics
are integrated in the model. In addition, management
commitment is segregated into two sections in the form of
strategic priority and energy policy. [67]
Energy
Management
Matrixes
Five levels of energy management matrixes to address six
institutional aspects that are policy, organization, motivation,
information scheme, marketing, and financing. Top management support is fully integrated into the
framework under policy section. Energy managerial role
included in organizational structure. [68]
Five levels of energy management matrixes to assess six
institutional issues that are energy management scheme;
organization; staffinspiration; tracking, supervision and
reporting systems; staffconsciousness/training and promotion,
and financing. Energy manager feature is integrated with a proposition of
organizational structure. Moreover, energy management is
considered comprehensively in this framework. [55]
Five levels of energy management matrixes to assess six
institutional issues which are policy or specific guidelines,
coordinating, training, evaluation of performance,
communication, and financing. Valuation model exploring the
subsequent aspects reflected as energy management practice:
policy and legislation, energy blueprint, organizational
formation; regulation; acquisition strategy, financing scheme,
observation, and analysis of energy consumption, setting of goal;
identification of possible options; staffinvolvement and training;
operational process; communications. The Carbon Trust guidelines comprised of five aspects. Inclusion of dedicated energy manager is not integrated to
this model. However, the model incorporates senior
management commitment to enhance energy efficiency
related initiatives. [56] 12 of 21 12 of 21 Energies 2020, 13, 5713 Table 5. Conts. Table 5. Conts. on
Remark
Reference
es considered as energy
appointment,
energy policy; collection
lishment of yardstick or
hnical perspective and
e scope, improvement
technical procedures and
ion; formation of a
g, capacity building,
nt of result, recapitulation
nition, and receiving
The ENERGY STAR guideline clearly emphasizes on
appointment of energy director with dedicated energy team. In addition, the model looks to establish baselines for
measuring energy performance. [57]
ed. Each characteristic are
haracter “Relative
te of return, introductory
nefits of non-energy. 4. Discussion
Energies 20 The energy management frameworks were mainly researched to adopt energy management
practices at the technical levels in the industries. However, the reviewed papers emphasized the energy
management system, ISO 50001, and PDCA cycle, while some studies suggested holistic approaches
towards industrial energy efficiency. 4. Discussion
The energy management frameworks were mainly researched to adopt energy management
practices at the technical levels in the industries. However, the reviewed papers emphasized the
energy management system, ISO 50001, and PDCA cycle, while some studies suggested holistic The framework proposed by Christoffersen et al. was stood out on the Danish industries and
emphasized on multiple factors, mostly energy policy, goals and capstone projects aimed at energy
savings. Regulation, external relations, company characteristics, and organizational internal condition
are the main out-layers of the model to frame the energy management. However, the company size and
energy intensity are two factors that can be considered to categorize the industries to apply or analyze
the model [44]. The main features proposed by Christofferen et al. align with ISO 50001: 2011 standard
though this model has been replaced by ISO 50001: 2018 [58]. The earlier model encompassed energy
management system implementation based on PDCA cycle and enlisted few prerequisites that include
mainly management liability, policy, energy audit, energy performance indexing, energy management
blueprint, documentation, and so forth. One of the major changes in the recent model is the PDCA cycle
modification. “Checking” was the center in the earlier version, whilst “Leadership” became the focus of
all cycle components. Figure 3 represents the revised PDCA cycle of ISO 50001:2018. In the minimum
requirement segment, the model proposed by Ates et al. comprehended conventional streams towards
energy management. One of the significant features is the inclusion of energy manager, whilst ISO
40001 (environmental permit) also act as an enabling feature along with ISO 50001 [40]. energy management system, ISO 50001, and PDCA cycle, while some studies suggested holistic
approaches towards industrial energy efficiency. The framework proposed by Christoffersen et al. was stood out on the Danish industries and
emphasized on multiple factors, mostly energy policy, goals and capstone projects aimed at energy
savings. Regulation, external relations, company characteristics, and organizational internal
condition are the main out-layers of the model to frame the energy management. However, the
company size and energy intensity are two factors that can be considered to categorize the industries
to apply or analyze the model [44]. Model Narration er is attributed by
gap among core
cter “Information context”
planning and execution
nd field wise
One of the salient features of this framework is inclusion of
non-energy benefits. Energy manager is not integrated into
the framework. [58]
payback time, application
ce stream and energy
n is attributed by waste
n. Production is attributed
, and operation and
attributes are energy
mentation easiness, success
corporate level, distance
rity. Interaction-related
ct effects. Corporate involvement is one of the notable attributes and
considered as significant for industrial decision-makers. The need for analyzing energy efficiency measures as per
different perspectives is highlighted; precisely having the
aspects in grouped for providing more inclusive view on
the pertinent outlooks distinguishing the energy efficiency
measures. [59] Remark Model Narration Category Model exploring the succeeding features considered as energy
management practice: energy director appointment,
incorporation of energy team, apply of energy policy; collection
of information and management, establishment of yardstick or
threshold, analysis, assessing from technical perspective and
energy audits; exploring and setting the scope, improvement
option estimation, goal setting; define technical procedures and
targets, roles and resources determination; formation of a
communication plan, awareness raising, capacity building,
inspire, trail and monitor; measurement of result, recapitulation
of action plan; maintain internal recognition, and receiving
external appreciation. Three main characteristics are considered. Each characteristic are
divided into sub-divisions. The first character “Relative
advantage” is attributed by internal rate of return, introductory
expenses, reimbursement time, and benefits of non-energy. “Technical context” the second character is attributed by
modification type, impact opportunity, gap among core
processes, and Lifetime. The last character “Information context”
is attributed by transaction expenses, planning and execution
knowledge, Dissemination progress, and field wise
applicableness. Economic characterization consists of payback time, application
costs. Energy is attributed with resource stream and energy
saving. Environmental characterization is attributed by waste
minimization and emission contraction. Production is attributed
by productivity, working environment, and operation and
maintenance. Implementation related attributes are energy
saving strategy, types of action, implementation easiness, success
probability, community engagement in corporate level, distance
among key processes, and audit regularity. Interaction-related
characterization is attributed by indirect effects. 13 of 21 Energies 2020, 13, 5713 13 of 21 4. Discussion
Energies 20 In addition, there is very 14 of 21 Energies 2020, 13, 5713 little contribution on the risk management and opportunities of energy efficiency from an integral
and strategic point of view, including the planning and control of product lines, process design,
projects, and business approaches [69]. Notably, the fruitful operation of the energy management
system requires the integrated deployment of planned, tactical, and operational levels that align the
business culture with sustainable attainment. In this context, the vision that the organization plans to
form should be linked to energy efficiency strategy with organization’s survival plan in the market. Additionally, it is necessary to make explicit reference to newly adapted technical features through peer
to peer energy management platform for optimizing the integration of energy management system
component with the variable energy demand [70,71]. Moreover, an integrated perspective to control of
operational features of each process are required to explore linked to energy efficiency [69]. little contribution on the risk management and opportunities of energy efficiency from an integral
and strategic point of view, including the planning and control of product lines, process design,
projects, and business approaches [69]. Notably, the fruitful operation of the energy management
system requires the integrated deployment of planned, tactical, and operational levels that align the
business culture with sustainable attainment. In this context, the vision that the organization plans to
form should be linked to energy efficiency strategy with organization’s survival plan in the market. Additionally, it is necessary to make explicit reference to newly adapted technical features through peer
to peer energy management platform for optimizing the integration of energy management system
component with the variable energy demand [70,71]. Moreover, an integrated perspective to control of
operational features of each process are required to explore linked to energy efficiency [69]. In the energy management maturity model segment, the model proposed by Ngai et al. based on
capability maturity model integration (CMMI), an extension of capability maturity model incorporated
five levels according to the behavioral exhibition of the industries [54]. The levels are determined by
performance area of key processes [72]. The achievement goals of key process areas must be specified
for individual level for further actions. Notably, the propositions of CMM framework has been applied
at multiple process enhancement programs in order to achieve the desired quality in the production
system [73]. 4. Discussion
Energies 20 One limitation of this model is inadequate implementation time, having only one factory
for consideration. However, the authors have affirmed the acceptability of the model because of prior
implementation of management practices. On the contrary, Antunes et al. emphasized the PDCA cycle to
design the energy management framework [64]. Additionally, the authors implied the model with ISO
50001 and incorporated energy management practices also. Notable to mention that Finnerty et al. also
designed the framework based on the PDCA cycle, keeping on focus on energy management practices [66]. The model proposed by Introna et al. is comprised of five dimensions and enables the feature
of self-evaluation for the industries towards energy management practices. The dimensions are
characterized by identifying the necessary elements in energy management consumption segment of
the industries [8]. On the contrary, Jovanovi´c et al. focused on ISO 50001 processes as well as PDCA
phases, keeping the knowledge base in the model EMMM50001 [53]. The EMMM50001 establishes
the relation to EUMMM maturity levels, maintaining ISO 50001 specifications and PDCA phases. Notably to mention that EMMM50001 links the CMMI criteria, also maintaining the ISO 50001. It can be observed that the majority of the maturity models emphasized on similar type of
characteristics and areas to evaluate the energy management in an organization by a systematic set of
commendations. However, the narrated models demand more time and resources to perform as per
their characterization. In addition, looking at the scientific literature, all of the frameworks studied to see
the requirements for providing a continuous development path following the PDCA approach and ISO
50001. Notably, few of the maturity models incorporate the implication of dedicated energy manager
and top management support. In contrast, Antunes et al. [64] affirm on top management support
whilst not integrating the energy manager in the framework. The framework by Introna et al. [8]
also did not complied with the energy manager. Nonetheless, Jovanovi´c and Filipovi´c [53] and Finnerty
et al. [66] considered top management support along with the energy manager in their framework. Gordic’ et al. applied the energy management matrixes model in the Serbian car manufacturer
industries and critically analyzed the existing energy management system with the model [55]. 4. Discussion
Energies 20 The main features proposed by Christofferen et al. align with ISO
50001: 2011 standard though this model has been replaced by ISO 50001: 2018 [58]. The earlier model
encompassed energy management system implementation based on PDCA cycle and enlisted few
prerequisites that include mainly management liability, policy, energy audit, energy performance
indexing, energy management blueprint, documentation, and so forth. One of the major changes in
the recent model is the PDCA cycle modification. “Checking” was the center in the earlier version,
whilst “Leadership” became the focus of all cycle components. Figure 3 represents the revised PDCA
cycle of ISO 50001:2018. In the minimum requirement segment, the model proposed by Ates et al. comprehended conventional streams towards energy management. One of the significant features is
the inclusion of energy manager, whilst ISO 40001 (environmental permit) also act as an enabling
feature along with ISO 50001 [40]. Figure 3. The “Plan-Do-Check-Act” cycle adopted in ISO 50001: 2018 (Source: [45]). Figure 3. The “Plan-Do-Check-Act” cycle adopted in ISO 50001: 2018 (Source: [45]). Figure 3 The “Plan-Do-Check-Act” cycle adopted in ISO 50001: 2018 (Source: [45])
Figure 3. The “Plan-Do-Check-Act” cycle adopted in ISO 50001: 2018 (Source: [45]). Looking at the minimum requirement focused model, it is observed that all the energy
management initiatives are not integrated into the frameworks. Christoffersen et al. [44] considered
energy management as a comprehensive management system. However, the model does not
integrate the energy manager concept. Furthermore, there is no clear guideline about top or mid-level
management support to achieve energy savings. Though, the involvement of employee to energy-
Looking at the minimum requirement focused model, it is observed that all the energy management
initiatives are not integrated into the frameworks. Christoffersen et al. [44] considered energy
management as a comprehensive management system. However, the model does not integrate the
energy manager concept. Furthermore, there is no clear guideline about top or mid-level management
support to achieve energy savings. Though, the involvement of employee to energy-saving related
works are suggested. Nonetheless, The ISO 50001 model is a significant protocol [69] along with
the proposition by Ates and Durakbasa [40], manifold aspects are still to be explored regards of
operational activities in the industrial energy management domain. For instance, the principles of
sustainability and integral management need to be presented at the protocol. 4. Discussion
Energies 20 Notably to
mention that the energy management matrixes models proposed by Gordic’ et al., Carbon Trust and
Energy Star encompass all key areas to assess the energy management practices in the model, with having
few modifications at the individual version. On the contrary, Fleiter et al. [58] and Trianni et al. [52] emphasized on a characterization based
model where both of the models are incorporated with specific attributes. The characterization scheme
has some implications on policy design and assessment. However, formalization of the groups with
categorized attributes enables the option towards relevant aspects identifying the energy efficiency
measures. In addition, Trianni et al. contend a comprehensive scenario on EEMs focusing on the relevant
aspects of industrial energy management [52]. One of the critical factors, “corporate involvement” 15 of 21 Energies 2020, 13, 5713 for industrial decision-makers is also implied, hence allowing additional feature and an increase in
the applicability of the model. In another proposed framework, Trianni et al. incorporated energy
management practice-based approach. However, the authors acknowledge more compatible space
for the SMEs within the model, as SMEs are sought to be entitled to more attention, considering their
cumulative energy consumption percentile [74]. In a recent study, Tina et al. persuade the significance
of SMEs and the policy implications in the peripheral of the industrial energy sector [74]. Referring to
the SMEs, Prashar [67] proposes an energy efficiency maturity assessment framework that emphasizes
SMEs. Notably, the author argues that the common energy efficiency framework approach does
not facilitate fully to the SMEs; hence, a customized maturity framework is significant. The author
considered steel re-rolling mill sector of India as the contextual sphere for the proposed framework. Few of the studies on characterization the energy efficiency measure focuses on financial features. Notably to mention that these models do not frame the energy efficiency measures comprehensively,
rather offer some framework without characterizing the energy efficiency measures in-depth. In one
of the studies by Pye and McKane, they state that quantification of the accumulated benefits of energy
efficiency scheme supports the enterprises perceive the monetary opportunities of EEMs financing [5]. The energy savings features act not as the singular primary driver for the industrial decision process;
hence, the authors persuade that energy savings be viewed as a factor of the holistic approach towards
energy efficiency programs. 4. Discussion
Energies 20 Skumatz studied the methods to find out the attributes of EEMs and
established the scheme to measure both of the positive and negative secondary benefits stemming from
industrial energy efficiency schemes [75,76]. On the contrary, Mills and Rosenfeld provided a framework
to understand multiple benefits of energy efficiency initiatives and grouped the attributes into the better
interior environment, noise lessening, savings of labor and time, improved supervision of procedure,
convenience, water savings and waste reduction, and benefits due to downsizing of equipment [77]. The majority of studies on energy efficiency measures, benefits, and initial characterization
frameworks propose few interesting reflections. However, a lack of consistency on the attributes
grouping within existing categories from the methodological perspective is observed. It is found that
the same attributes are grouped in different categories by different researchers. Moreover, the attributes
are categorized and then aggregated again within other segments by different researcher. For instance,
“reduced noise” and “improved indoor environment” are framed in two different categories in [77],
whereas “reduced noise level” as categorized in “working environment” segment. On the other
note, the decision-making process is a grey area keeping mind about the stakeholders. Nonetheless,
the earlier characterization framework did not incorporate the energy efficiency measure implications
in a comprehensive way. To be precise, the inclusion of non-energy benefits is not incorporated into
the characterization framework. Notably, the inclusion of non-energy features in the modeling factors
would double the cost-effective potential for energy-efficiency enhancement, likened to an analysis
eliminating those benefit [60]. However, few attributes (e.g., improved air quality, better worker safety,
reduction of noise level, and improved working situation) are there in the characterization framework,
which are difficult to quantify [76]. Therefore, speculation is required to articulate the benefits into a
comparable cost figure, and hence the assessment turns out to be rather subjective [60]. The study by Ngai et al. [54] features energy management with particular process areas in the
manufacturing industries. In this study, few guidelines are offered to conduct analysis for organizational
maturity improvement in terms of energy along with the management of utility resources. However,
the integration of energy management into production process has not been complied comprehensively. This is a significant avenue that needs be to address with utmost attention in future studies considering
the technical implications offered by Industry 4.0. 5. Concluding Remarks and Future Research Avenues The paper attributes a review of research works on the energy management model for energy
management practices in the industries. Multiple models have been compiled and structured,
maintaining the narrations. Moreover, the energy management frameworks were synthesized emanate
from the findings in order to facilitate energy management in the industries by offering necessary
benchmarks to the industrial experts. The review findings show that the narrated models can support an
organization to assess energy management and incorporate insightful contribution to energy efficiency
initiatives. Nonetheless, some of the studies did not comply with a full methodological description
and exhibited shorter model validation. In addition, a gap exists between the theoretical concept and
practical implementation of energy management and its practices. Precisely, majority approaches
remain unsuccessful in replicating and scope of actions distinct in energy management due to the
certain barriers [27,66,85]. Moreover, most of the models have looked the energy management as a single unit function, whilst it
is a combination of multi-dimensional approaches with the involvement of several functional units in
the industries. Let us not forget about the multi-dimensional operational activities in the industries
which are conjugal part with energy management. Notably, multi-dimensional approaches are critical
to support the process and operational oriented program [86]. Therefore, a comprehensive operational
approach should be considered by integrating all the relevant energy flows. It infers to all forms of
energy, including externally supplied energy sources as well as internal energy flows. Interestingly,
relating the energy management into the operational framework integrates the resource efficiency also at
the manufacturing level. The raw or auxiliary material consumption might be of interest, considering the
direct and indirect impact on energy and resource efficiency in the manufacturing process. Moreover,
keeping mind about the non-static nature of energy consumption, the dynamic consumption feature
might unveil manifold resource optimization aspects [87]. Unfortunately, the integration of energy management into operational activities have been little
explored. It becomes even more imperative while we look to adopt Industry 4.0 keeping in mind about
the manifold complex technical features consist of Internet of Things (IoT), big data, cloud computing,
and so on in the industrial plants. Many scholars predict that the exponential progress in the promises
of manifold technical features offered by Industry 4.0 might affect the production activities in the
industries inclusively. 4. Discussion
Energies 20 Notable to mention here, is that increasing the
efficiency at the production processes is one of the salient features of Industry 4.0 [78]. The deployment
of smart machinery offers diverse benefits which primarily includes manufacturing productivity and
waste reduction [79]. Therefore, it is worth observing the energy management characteristics linked
with production process through the lens of Industry 4.0. Energies 2020, 13, 5713 16 of 21 16 of 21 Nonetheless, energy management towards industrial energy efficiency has been widely
discussed in academia, and several barriers are still persistent in the energy management domain. The identification of barriers is important because it hampers or slows down the adoption of energy
efficiency measures [80]. Several studies have addressed the barriers which cover energy-intensive
industries to SMEs and include regional, national, and transnational perspectives [15,26,27,81–84]. However, most comprehensive studies focusing on energy management have been discussed without
really looking at the integration of energy management into production and operation management. An imperative avenue, therefore, lies to be further explored in future within this research domain. 5. Concluding Remarks and Future Research Avenues In addition, there are high chances of modification in the traditional industrial
actions that cover the processing of elements and material, grinding, and assemble/ dismantle. This is
emphasized in Industry 4.0 concept and its implementation, where we pursue to pool the common
features with the enormous potential of digital technology [88]. However, it is understood as a
necessary incremental approach aimed at further optimizing the energy system without seeking to
disrupt it in principle. In the energy efficiency domain, the energy management and its practices
have already influenced the production scenario in a broader aspect, and this inclination should
remain as long as we allow the nexus between Industry 4.0 and energy efficiency. On the other hand,
energy productivity investments in present as well as the recent technologies must be conveyed through
the implementation of energy management and its practices [89]. Energy management practices and
energy services are acknowledged as fundamental solutions; the diminutive effort is being paid in
characterizing them [24]. Notably, assessment models for supporting the industrial decision-makers Energies 2020, 13, 5713 17 of 21 emphasizing detailed activities for better energy management is deficient. Therefore, it is imperative
to consider the energy management in multiple aspects keeping mind about the complex nature of
industrial energy system [31]. Interestingly, energy management has implications on asset maintenance, e.g., on maintenance
procedures. As energy management includes the control of energy-consuming devices to optimize
energy consumption, manual toggling on and offdevices depending on requirement is a rudimentary
custom of energy management. The initiation of mechanical and electrical equipment (e.g., timers for
programmed toggling, bimetallic strip thermostat, pneumatic and electrical transmission system,
and so on) provided means for early energy management schemes in the form of automatic temperature
control. Nowadays, the inclusion of direct digital control in energy management has retrofit benefits
that allow device monitoring linked to maintenance procedure, thanks to energy management and
its practices. The comprehensive data recommend that while energy management does improve
the accuracy and response of a system in the industries, the energy management routines facilitate
partially asset maintenance [90]. It infers to monitoring or log building equipment performance
while consuming the energy resulting increasing magnitude of all benefits covering maintenance and
cost avoidance benefit. Unfortunately, much of the energy management studies have bypassed this
retrofit fact while focusing on the energy management framework. Author Contributions: Conceptualization, A.S.M.M.H. and A.T.; methodology, A.S.M.M.H. and A.T.; formal analysis,
A.S.M.M.H. and A.T.; investigation, A.S.M.M.H. and A.T.; writing—original draft preparation, A.S.M.M.H. and A.T.;
writing—review and editing, A.S.M.M.H. and A.T.; visualization, A.T.; supervision, A.T. All authors have read and
agreed to the published version of the manuscript. References 2020,
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248, 119263. [CrossRef] 7. Sola, A.V.H.; Mota, C.M.M. Influencing factors on energy management in industries. J. Clean. Prod. 5. Concluding Remarks and Future Research Avenues So far, the integration of energy
management with asset management has not been widely explored, and several questions remain
unanswered at present. Therefore, more research needs to be undertaken to fit the asset maintenance
into energy management framework in a comprehensive way. In addition, the narrated models have little explored the sustainability feature integrated with
energy efficiency, pointing to the optimization of resource utilization [91]. We must consider the
paradigm that allows industrial energy management effective for the companies. In this context,
it would be certainly interesting to visualize the energy management through Industry 4.0 technologies
and solutions, may contribute to improved sustainability performances of the companies. If Industry
4.0 is expected to unveil enormous directions not only to energy management but also the sustainability
field, the challenge definitely lies on the integrational aspects with energy–industry–sustainability
nexus. Therefore, the future research avenues should reflect the energy management framework
complying the diverse directions and encompassing the operational management, Industry 4.0 along
with sustainability features. Author Contributions: Conceptualization, A.S.M.M.H. and A.T.; methodology, A.S.M.M.H. and A.T.; formal analysis,
A.S.M.M.H. and A.T.; investigation, A.S.M.M.H. and A.T.; writing—original draft preparation, A.S.M.M.H. and A.T.;
writing—review and editing, A.S.M.M.H. and A.T.; visualization, A.T.; supervision, A.T. All authors have read and
agreed to the published version of the manuscript. Funding: This research received no external funding. Conflicts of Interest: The authors declare no conflict of interest. Nomenclature
EMP
Energy Management Practice
EEM
Energy Efficiency Measure
ESM
Energy Saving Measure
SME
Small- and Medium-sized Enterprise
GHG
Greenhouse Gases
CMM
Capability Maturity Model
PDCA
Plan-Do-Check-Act
CMMI
Capability Maturity Model Integration
EMMM50001
ISO 50001-based Energy Management Maturity Model
ISO
International Organization for Standardization
EnMS
Energy Management System
EUMMM
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(CC BY) license (http://creativecommons.org/licenses/by/4.0/).
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ANALISIS UKURAN PERUSAHAAN DAN PERTUMBUHAN ASET TERHADAP STRUKTUR MODAL PERBANKAN UMUM PEMERINTAH DI BURSA EFEK INDONESIA
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JEMASI Vol.13 No.2, Jul-Des 2017, hal. 182-196 JEMASI Vol.13 No.2, Jul-Des 2017, hal. 182-196 ABSTRACK This study aims to determine the effect of firms and asset growth on capital
structure government general banking in Indonesia Stock Exchange. The problem in this
research how to influence firm size and asset growth on capital structure government
general banking in BEI? Data analysis, autocorrelation, multicolinearity and
heterocedasticity test. The population is the entire company government general banking
in BEI as many as 4 companies, with the selected sample of 4 companies through the
sampling census. The results showed firm size and asset growth have influence on capital
structure government general banking in Indonesia Stock Exchange (BEI). Keyword: Firm Size, Asset Growth, Capital Structure ABSTRAK Penelitian ini bertujuan untuk mengetahui pengaruh ukuran perusahaan dan
pertumbuhan aset terhadap struktur modal perbankan umum pemerintah di Bursa Efek
Indonesia. Permasalahan dalam penelitian ini bagaimana pengaruh ukuran perusahaan
dan pertumbuhan aset terhadap struktur modal perbankan umum pemerintah di BEI? Model analisis data dengan multiple regresion melalui uji asumsi klasik yaitu uji
normalitas data, autokorelasi, multikolinearitas dan uji heterokedastisitas. Populasi yaitu
seluruh perusahaan perbankan umum pemerintah di BEI sebanyak 4 perusahaan, dengan
sampel terpilih sebanyak 4 perusahaan melalui sensussampling. Hasil penelitian
menunjukkan bahwa ukuran perusahaan dan pertumbuhan aset mempunyai pengaruh
terhadap struktur modal perbankan umum pemerintah di Bursa Efek Indonesia (BEI). Oleh:
Emma Lilianti
Fakultas Ekonomi Universitas PGRI
Jalan Jenderal Ahmad Yani Lorong Gotong Royong Palembang Oleh:
Emma Lilianti
Fakultas Ekonomi Universitas PGRI
Jalan Jenderal Ahmad Yani Lorong Gotong Royong Palembang PENDAHULUAN Keberadaan sebuah perusahaan tidak hanya melakukan kegiataan yang sifatnya
individual. Perusahaan perlu terus mengembangkan bisnisnya dari segi jenis produk dan
besarnya skala perusahaan. Untuk itu perusahaanharus mampu bersaing dalam dunia
usaha,misalnya dengan membuat inovasi barupadaproduknyasehingga meningkatkan
tingkat penjualan. Perusahaan perlu melakukan perluasan usaha, meningkatkan kualitas 182 JEMASI Vol.13 No.2, Jul-Des 2017, hal. 182-196 sumber daya manusia, dan lainnya. Untuk melakukan semua itu dibutuhkan dana yang
sangat besar. Pemenuhan kebutuhan dana dapat dilakukan dengan pendanaan
internal maupun eksternal. Sumber dana internal, yaitu sumber dana yang dibentuk atau
dihasilkan sendiri di dalam perusahaan, misalnya dana yang berasal dari keuntungan
yang tidak dibagikan atau laba yang ditahan didalam perusahaan. Makin besar dana
intern yang berasal dari laba ditahan akan semakin memperkuat posisi keuangan
perusahaan dalam menghadapi kesulitan keuangan diwaktu-waktu mendatang. Laba
ditahan ini dapat digunakan oleh perusahaan sebagai cadangan untuk menghadapi
kerugian yang timbul dimasa datang, untuk melunasi hutang perusahaan, untuk
menambah modal kerja atau pun untuk ekspansi perusahaan di masa datang. Selain sumber dana dari internal, sumber dana yang lain adalah sumber eksternal,
yaitu sumber dana yang berasal dari tambahan penyertaan modal pemilik atau penerbitan
saham baru, penjualan obligasi, dan kredit dari bank. Penetapan sumber dana dianggap
penting karena masing-masing sumber dana tersebut memiliki tingkat risiko yang
berbeda-beda. Untuk itu manajer keuangan diharapkan mampu menerapkan pemilihan
alternatif sumber dana yang paling tepat. Dalam hal ini, perusahaan perlu
mempertimbangkan apakah dananya dipenuhi dari modal sendiri, hutang, atau
kombinasi keduanya. Penggunaan dana yang berasal dari hutang maupun ekuitas akan
membantu perusahaan dalam pengembangan perusahaan. Bank merupakan lembaga perantara keuangan dimana rata-rata orang sering
berinteraksi,Mishkin (2012:9). Salah satu hal yang penting yang dihadapi manajer
keuangan adalah bagaimana seharusnya perusahaan mendapatkan dana untuk aktiva,
apakah meminjam dengan menggunakanhutang atau menjual saham, Atmajaya (2014
:8). Bank juga merupakan pengumpul dana dan penyalur kredit berarti bank dalam
operasinya mengumpulkan dana kepada SSU dan menyalurkan kredit kepada DSU,
Hasibuan (2013:2). Tuntutan terhadap perusahaan/industri sektor perbankan semakin besar dan luas,
perusahaan/perbankan diharapkan tidak hanya mementingkan kepentingan manajemen
dan pemilik modal (investor dan kreditor) tetapi juga karyawan, konsumen serta
masyarakat. Perusahaan mempunyai tanggung jawab sosial terhadap pihak-pihak di luar
manajemen dan pemilik modal. Terkadang perusahaan melalaikannya dengan alasan 183 JEMASI Vol.13 No.2, Jul-Des 2017, hal. 182-196 bahwa mereka tidak memberikan kontribusi terhadap kelangsungan hidup perusahaan. Bank
adalah
pengumpul
dana
dan
penyalur
kredit
berarti
bank
dalam
operasinyamengumpulkan dana kepada SSU dan menyalurkan kredit kepada DSU,
Hasibuan (2012:2). Penelitian Seftianne dan R. PENDAHULUAN Handayani berjudul faktor-faktor yang mempengaruh
istruktur modal pada perusahaan publik sector manufaktur menemukan bahwa ukuran
perusahaan dan pertumbuhan perusahaan berpengaruh signifikan terhadap faktor modal. Yovin, D. dkk. menyatakan pertumbuhan aset mempengaruhi Struktur Modalpada
Perusahaan Foodsand Beverages yang Terdaftar di Bursa Efek Indonesia, sedangkan
ukuran perusahaan tidak berpengaruh signifikan. Selanjutnya penelitian Manopo dkk
mengemukakan ukuran perusahaan dan pertumbuhan aset mempengaruhi Struktur Modal
Perbankan yang Go Publik di BEI. Berdasarkan latar belakang penelitian di atas,
rumusan masalah dalam penelitian adalah bagaimana pengaruh ukuran perusahaan dan
pertumbuhan aset terhadap struktur modal Bank Umum Pemerintah di Bursa Efek
Indonesia? Pengertian Struktur Modal Copeland dan Weston (2010) mengungkapkan keputusan untuk memilih sumber
pembiayaan merupakan keputusan bidang keuangan yang paling penting bagi
perusahaan. Sumber pembiayaanatau sumber pedanaan suatu perusahaan dapat dilihat di
sisi pasiva dari neraca perusahaan sedangkanpenggunaan dana dapat di lihat pada sisi
aktiva dari neraca perusahaan. Aset yang dimilikiperusahaan menunjukkan penggunaan
bersih dari dana sedangkan hutang dan modal sendirimencerminkan sumber dananya
(Husnan, 2011). Struktur modal adalah komposisi ekuitas dan pinjaman dalam
pembiayaan proyek. Komposisiekuitas dan pembiayaan proyek akan menghasilkan biaya
modal rata-rata yang berbeda apabilakomposisinya berbeda. Untuk itu, pembahasan
tentang struktru modal mnenjadi penting karena tidaksaja menyangkut biaya modal yang
harus dibayar kembali oleh investor, tetapi menjadi barometerkeuntungan. Pembahasan
mengenai teori struktur modal ini banyak dilakukan oleh Modiglani danMiller dalam
kaitan rencana titik optmila dari komposisi ekuitas dan pinjaman yang akan 184 JEMASI Vol.13 No.2, Jul-Des 2017, hal. 182-196 menghasilkan keuntungan kamsimal. Keuntungan maksimal disini diasumsikan pada
tingkat IRR konstan, Yusgiantoro (2010: 145) Faktor-Faktor yang Mempengaruhi Struktur Modal Copeland dan Weston (2010) mengungkapkan penentuan struktur modal perlu
mempertimbangan hal-hal yaitu, tujuan perusahaan, tingkat leverage, kemampuan dana
intern, pemusatan pemilikan dan pengendalian suara, batas kredit, besarnya perusahaan,
pertumbuhan aset perusahaan, stabilitasearnings, biaya modal sendiri, biaya hutang, tarif
pajak, perkiraan tingkat inflasi dan kemampuan dana. Faktor-faktor yang berpengaruh
dalam pengambilan keputusan struktur modal adalah: 1. Stabilitas penjualan. Perusahaan dengan penjualan yang relatif stabil dapat lebih aman
memperoleh lebih banyak pinjaman dan menanggung beban tetap yang lebih tinggi
dibandingkan dengan perusahaan yang penjualannnya tidak stabil. 1. Stabilitas penjualan. Perusahaan dengan penjualan yang relatif stabil dapat lebih aman
memperoleh lebih banyak pinjaman dan menanggung beban tetap yang lebih tinggi
dibandingkan dengan perusahaan yang penjualannnya tidak stabil. 2. Struktur aset. Perusahaan yang asetnya sesuai untuk dijadikan jaminan kredit
cenderung lebih banyak menggunakan banyak utang. Aset multiguna yang dapat
digunakan oleh banyak perusahaan merupakan jaminan yang baik, sedangkan aset
yang hanya dapat digunakan untuk tujuan tertentu tidak begitu baik untuk dijadikan
jaminan. 3. Leverage operasi. Jika hal-hal lain tetap sama, perusahaan dengan leverage operasi
yang lebih kecil cenderung lebih mampu untuk memperbesar leverage keuangan
karena ia akan mempunyai risiko bisnis yang lebih kecil. 4. Tingkat pertumbuhan. Jika hal-hal lain tetap sama, perusahaan yang tumbuh dengan
pesat harus lebih banyak menggunakan modal eksternal. Lebih jauh lagi, biaya
pengambangan untuk penjualan saham biasa jauh lebih besar daripada biaya untuk
penerbitan surat utang, yang mendorong perusahaan untuk lebih banyak
mengandalkan utang. Namun, pada saat yang sama perusahaan yang tumbuh dengan
pesat sering menghadapi ketidakpastian yang lebih besar, yang cenderung mengurangi
keinginannya untuk menggunakan utang. 5. Profitabilitas. Seringkali pengamatan menunjukan bahwa perusahaan dengan tingkat
pengembalian yang tinggi atas investasi menggunakan utang yang relatif kecil. 6. Pajak. Bunga merupakan beban yang dapat dikurangkan untuk tujuan perpajakan, dan
pengurangan tersebut sangat bernilai bagi perusahaanyang terkena tarif pajak yang
tinggi. Karena itu makin tinggi tarif pajak perusahaan, makin besar manfaat
penggunaan utang. 7. Pengendalian. Pengaruh utang lawan saham terhadap posisi pengendalian manajemen
dapat mempengaruhi struktur modal. Apabila manajemen saat ini mempunyai hak
untuk mengendalikan perusaahaan tetapi sama sekali tidak diperkenankan untuk
membeli saham tambahan, mereka mungkin akan memilih utang untuk pembiayaan
baru. Di lain pihak, manajemen memutuskan untuk menggunakan ekuitas jika kondisi
keuangan perusahaan sangat lemah sehingga penggunaan utang dapat membawa
perusahaan pada risiko kebangkrutan, karena jika perusahaan jatuh bangkrut, para 185 JEMASI Vol.13 No.2, Jul-Des 2017, hal. 182-196 manajer tersebut akan kehilangan pekerjaan. Faktor-Faktor yang Mempengaruhi Struktur Modal Tetapi, jika utangnya terlalu kecil mereka
akan menghadapi risiko pengambilalihan. Teori Struktur Modal Agency Theory, teoriini dikemukakan oleh Michael C. Jensen dan William H. Meckling pada tahun 1976. Jensen dan William (dalam Horne dan Wachowicz,
2007:482) berpendapat bahwa manajemen merupakan agen dari pemegang saham,
sebagai milik perusahaan. Para pemegang saham berharap agen bertindak atas
kepentingan mereka sehingga mendelegasikan wewenang kepada agen. Telah diketahui
bahwa para manajer mungkin memiliki tujuan pribadi yang bersaing dengan tujuan
memaksimalkan kekayaan pemegang saham. Manajer diberi kekuasaan oleh para pemilik
perusahaan, yaitu pemegang saham untuk membuat keputusan dimana hal ini
menciptakan potensi konflik kepentingan yang dikenal sebagai teoriagensi (Brigham dan
Houston, 2011:26). Menurut pendekatan ini, struktur modal disusun sedemikian rupa
untuk mengurangi konflik antar berbagai kelompok kepentingan (Mamduh, 2015:91). Penyebab konflik antara manajer dengan pemegang saham berkaitan dengan aktivitas
pencarian dana dan bagaimana dana tersebut diinvestasikan. Menurut teori ini, semakin
tidak stabil pendapatan perusahaan dan semakin besarnya profitabilitas mengalami
kebangkrutan, maka masalah yang berhubungan dengan hutang semakin besar. Trade-off Theory, teori ini mengasumsikan bahwa struktur modal perusahaan
merupakan hasil trade-off dari keuntungan pajak dengan menggunakan hutang dengan
biaya yang akan timbul sebagai akibat penggunaan hutang tersebut (Sartono,2010). Esensitrade- off theory dalam struktur modal adalah menyeimbangkan manfaat dan
pengorbanan yang timbul sebagai akibat penggunaan hutang. Sejauh manfaat lebih
besar, tambahan hutang masih diperkenankan. Apabila pengorbanan karena penggunaan
hutang sudah lebih besar, maka tambahan hutang sudah tidak diperbolehkan. Teori
ini menjelaskan sebuah perusahaan yang struktur modalnya tanpa menggunakan hutang
dengan keseluruhan menggunakan hutang adalah perusahaan yang dalam keadaan buruk. Perusahaan tanpa menggunakan hutang dalam modalnya akan membayar pajak yang
lebih besar daripada perusahaan yang menggunakan hutang. Hal tersebut akan
mempengaruhi nilai perusahaan. Nilai perusahaan dengan menggunakan hutang akan
lebih besar dibanding perusahaan tanpa menyertakan hutang dalam modalnya. 186 JEMASI Vol.13 No.2, Jul-Des 2017, hal. 182-196 Perusahaan dengan modal keseluruhan hutang dikatakan buruk karena dalam setiap
hutang terdapat bunga hutang yang dibayarnya. Dengan keseluruhan hutang dalam
modal perusahaan, dalam setiap keuntungan perusahaan tersebut akan menggunakan
labanya untuk membayar bunga. Tentu keadaan tersebut tidak menguntungkan bagi
sebuah perusahaan. Perusahaan dapat melakukan perhitungan mengenai struktur modal
optimal dengan mempertimbangkan peningkatan nilai perusahaan dan biaya yang akan
muncul. Pecking Order Theory, teori ini disebut sebagai pecking order karena teori ini
menjelaskan mengapa perusahaan akan menentukan hierarki sumber dana yang paling
disukai. Komponen Struktur Modal Komponen yang menjadi penyusunan dalam komposisistrukturmodalterdiridari
hutang jangka panjang, saham biasa, saham preferen dan laba ditahan. Liabilitas tidak
lancer adalah k e w a j i b a n y a n g j a n g k a waktunya adalah panjang umumnya
lebih dari sepuluh tahun (Sartono,2010:238). Hutang jangka panjang ini pada umumnya
digunakan untuk membiayai perluasan perusahaan (ekspansi) atau modernisasi dari
perusahaan. Komponen-komponen hutang jangka panjang ini terdiri dari: (a) Hutang
hipotik adalah bentuk hutang jangka panjang yang dijamind engan aktiva tidak bergerak
(tanah dan bangunan), (b) Obligasi adalah sertifikat yang menunjukan pengakuan bahwa
perusahaan meminjam uang dan menyetujui untuk membayarnya kembali dalam jangka
waktu tertentu. Pelunasan atau pembayaran kembali obligasi dapat diambil dari
penyusutan aktiva tetap yang dibelanjai dengan pinjaman obligasi tersebut dan dari
keuntungan. Teori Struktur Modal Secara ringkas teori tersebut menyatakan bahwa (Brealey dan Myers dalam
Husnan, (2011:3): (a) Perusahaan menyukai internal financing (pendanaan dari hasil
operasi perusahaan), (b) Perusahaan mencoba menyesuaikan rasio pembagian dividen
yang ditargetkan, dengan berusaha menghindari perubahan pembayaran dividen secara
drastis, (c) Kebijakan dividen yang relatif segan untuk diubah, disertai dengan
fluktuasi profitabilitas dan kesempatan investasi yang tidak bias diduga, mengakibatkan
bahwa dana untuk investasi, meskipun pada kesempatan yang lain, mungkin kurang. Apabila dana hasil operasi kurang dari kebutuhan investasi, maka perusahaan akan
mengurangi saldo kas untuk menjual sekuritas yang dimiliki, dan (d) Apabila
pendanaan dari luar (eksternal financing) diperlukan, maka perusahaan akan
menerbitkan sekuritas yang paling aman terlebih dahulu yaitu dimulai dengan penerbitan
obligasi, kemudian diikuti oleh sekuritas, baru akhirnya apabila masih belum
mencukupi, saham baru diterbitkan. AsymmetricInformation Theory atau ketidaksamaan informasi menurut
Brigham dan Houston (2011:35), adalah situasi dimana manajer memiliki informasi
yang berbeda (yang lebih baik) mengenai prospek perusahaan dari pada yang dimiliki
investor. Keadaan ini memungkinkan para manajer menggunakan informasi yang
diketahuinya untuk mengambil keputusan, khususnya keputusan pendanaan perusahaan. Dalam asymmetric information theory, menjelaskan bahwa ukuran perusahaan
berpengaruh terhadap lebih tertutup atau terbukanya perusahaan untuk membagi
informasi kepada pihak luar. Perusahaan kecil menganggap bahwa membagi informasi
kepada pihak pemberi pinjaman atau modal membutuhkan biaya yang besar. Hal ini 187 JEMASI Vol.13 No.2, Jul-Des 2017, hal. 182-196 menghambat penggunaan pendana an eksternal dan meningkatkan kecenderungan bagi
perusahaan kecil untuk menggunakan modal perusahaan. SignalingTheory, menurut Brigham dan Houston (2011:39), signal atau isyarat
adalah suatu tindakan yang diambil manajemen perusahaan yang memberi petunjuk bagi
investor tentang bagaimana manajemen memandang prospek perusahaan. Perusahaan
dengan prospek yang menguntungkan akan mencoba menghindari penjualan saham,
termasuk penggunaan hutang yang melebihi target struktur modal yang normal. Perusahaan dengan prospek yang kurang menguntungkan akan cenderung untuk menjual
sahamnya. Pengumuman emisi saham oleh suatu perusahaan umumnya merupakan
suatu isyarat (signal) bahwa manajemen memandang prospek perusahaan tersebut
suram. Apabila suatu perusahaan menawarkan penjualan saham baru, lebih sering dari
biasanya, maka harga saham akan menurun, karena menerbitkan saham baru berarti
memberi isyarat negative yang kemudian dapat menekan harga saham sekalipun prospek
perusahaan cerah. Berdasarkan rumusan masalah di atas, maka kerangka pemikiran dalam penelitian: Hipotesis Penelitian Hipotesis Penelitian
Berdasarkan kerangka pemikiran diatas, peneliti merumuskan hipotesis sebagai berikut :
H1 : Ukuran perusahaan berpengaruh positif terhadap struktur modal pada Bank Umum
Pemerintah di BEI. H2 :Pertumbuhan Asetberpengaruh positif terhadap struktur modal pada Bank Umum
Pemerintah di BEI. H3 : Ukuran perusahaan dan pertumbuhan aset terhadap struktur modal pada Bank
Umum Pemerintah di BEI. p
Berdasarkan kerangka pemikiran diatas, peneliti merumuskan hipotesis sebagai berikut :
H1 : Ukuran perusahaan berpengaruh positif terhadap struktur modal pada Bank Umum
Pemerintah di BEI. H2 :Pertumbuhan Asetberpengaruh positif terhadap struktur modal pada Bank Umum
Pemerintah di BEI. H3 : Ukuran perusahaan dan pertumbuhan aset terhadap struktur modal pada Bank
Umum Pemerintah di BEI. Tabel 1. Definisi Operasional Variabel
Variabel
Definisi
Indikator
Proksi
Ukuran
Perusahaan
X1
Ukuran atau besarnya asset yang dimiliki
perusahaan.Variabel ukuran perusahaan
dalam penelitian ini diukur dengan
menggunakan nilai logaritma natural (Ln)dari
total aset
1. Aset lancar
2. Aset tetap
LOG Total Aset
Pertumbuha
n Aset
X2
selisih antara jumlah aset periode ini dengan
periode sebelumnya dibandingkan dengan
aset periode sebelumnya
1. Aset t
2. Aset t-1
G = Aset t −Aset t −1
Aset t −1
Struktur
Modal
(Y)
Rasio ini menunjukan perbandingan antara
jumlah liabilitas tidak lancar dan liabilitas
lancar yang diberikan para kreditur terhadap
jumlahmodalsendiriyang diberikanolehpemilik
perusahaan
1. Liabilitas
Lancar
2. Liabilitas tidak
Lancar
3. Ekuitas
DER = Total Liabilitas
Total Ekuitas
Sumber: Copeland dan Weston (2010) Kerangka Pemikiran Berdasarkan rumusan masalah di atas, maka kerangka pemikiran dalam penelitian: 188 JEMASI Vol.13 No.2, Jul-Des 2017, hal. 182-196 H1
H2
H3
Gambar 1. Kerangka Pemikiran
Struktur Modal
Ukuran Perusahaan
Pertumbuhan Aset Ukuran Perusahaan Struktur Modal Pertumbuhan Aset H3
Gambar 1. Kerangka Pemikiran H3
Gambar 1. Kerangka Pemikiran Gambar 1. Kerangka Pemikiran Hipotesis Penelitian Populasi dan Sampel Populasi dalam penelitian ini adalah 4 perusahaan sektor perbankan yang terdapat di
BEI. Teknik Sampel yang digunakan sampling jenuh/sensus adalah teknik penentuan 189 JEMASI Vol.13 No.2, Jul-Des 2017, hal. 182-196 sampel bila semua anggota populasi digunakan sebagai sampel. Hal ini sering dilakukan
bila jumlah populasi relatif kecil, kurang dari 30 sampel. sampel bila semua anggota populasi digunakan sebagai sampel. Hal ini sering dilakukan
bila jumlah populasi relatif kecil, kurang dari 30 sampel. Tabel 2. Sampel Penelitian
No
Kode
Nama Emiten
1
BBTN
PT. Bank Tabungan Negara (persero) Tbk
2
BBRI
Pt. Bank Rakyat Indonesia (persero) Tbk
3
BBNI
PT. Bank Negara Indonesia (Persero) Tbk
4
BMRI
PT. Bank Mandiri (Persero) Tbk
Sumber: http://idx.co.id Tabel 2. Sampel Penelitian HASIL PENELITIAN DAN PEMBAHASAN
Hasil Penelitian Hasil perhitungan ukuran perusahaan, pertumbuhan aset dan struktur modal perbankan
umum pemerintah tahun 2011 s.d 2015 adalah sebagai berikut: Tabel.3. Tabel.3. Perhitungan size perusahaan,Growth aset dan struktur modal perbankan umum
pemerintah di BEI Tahun 2011 s.d 2015
Bank
Tahun
Log Aset
Pertumbuhan Aset
Struktur Modal
BNI
2011
8,476
0,030
6,90
2012
8,523
0,115
6,66
2013
8,587
0,161
7,11
2014
8,620
0,077
5,59
2015
8,634
0,035
5,81
BRI
2011
8,813
0,140
8,43
2012
8,741
0,152
7,50
2013
8,797
0,136
6,89
2014
8,904
0,281
7,21
2015
8,888
0,036
6,57
BTN
2011
7,950
1,044
11,77
2012
8,048
1,254
9,87
2013
8,118
1,274
10,35
2014
8,160
1,102
10,84
2015
8,193
1,079
11,22
Mandiri
2011
8,742
0,106
7,81
2012
8,803
0,152
7,31
2013
8,865
0,153
7,26
2014
8,932
0,166
7,16
2015
8,961
0,069
6,90
Sumber: www.idx.co.id, diolah Tahun 2017 Perhitungan size perusahaan,Growth aset dan struktur modal perbankan umum
pemerintah di BEI Tahun 2011 s.d 2015 190 JEMASI Vol.13 No.2, Jul-Des 2017, hal. 182-196 Tabel.4 Hasil Uji Normalitas Data Hasil Uji Normalitas Data
Size.Firm
Growth.Aset
DER
N
20
20
20
Normal Parametersa,b
Mean
8,5878
,3781
7,9580
Std. Deviation
,32366
,46361
1,82590
Most Extreme Differences
Absolute
,182
,376
,249
Positive
,139
,376
,249
Negative
-,182
-,226
-,124
Kolmogorov-Smirnov Z
,814
1,683
1,114
Asymp. Sig. (2-tailed)
,521
,007
,167
Sumber: Hasil pengolahan data dengan SPSS versi 22, Tahun 2017 Dari tabel 4 menunjukkan bahwa nilai Asymp Sig. (2-tailed) dari ukuran
perusahaan sebesar 0,521, pertumbuhan aset sebesar 0,007, dan struktur modal sebesar
0,167. Nilai Asymp Sig. (2-tailed) tersebut > 0,05, maka dapat diambil kesimpulan
bahwa variabel pertumbuhan perusahaan dan ukuran perusahaan serta struktur modal
secara statistik telah terdistribusi secara normal dan layak digunakan sebagai data untuk
penelitian. Hasil Uji Asumsi Klasik Pengujian jenis ini digunakan untuk menguji asumsi, apakah model regresi yang
digunakan dalam penelitian ini layak atau tidak, uji asumsi klasik terdiri atas: Hasil Uji Normalitas Data Uji normalitas bertujuan untuk menguji apakah dalam model regresi, variabel
pengganggu atau residual memiliki distribusi normal atau tidak. Uji normalitas data
dilakukan dengan uji One-Sample Kolmogrov-Smirno Test dengan bantuan software
SPSS 22. Berikut hasil dari pengujian normalitas dapat dilihat pada tabel dibawah ini:
Tabel.4 Tabel.5
Hasil Uji Autokorelasi Dari tabel 5 tertera nilai DW sebesar 1,935 dengan demikian nilai DW berada
antara (1,55 sampai 2,46), maka dapat disimpulkan bahwa tidak terjadi masalah
autokorelasi dalam penelitian ini. Hasil Uji Multikolinearitas Hasil Uji Multikolinearitas
Model
Collinearity Statistics
Tolerance
VIF
1
(Constant)
Size.firm
,238
4,193
Growth.aset
,238
4,193
Sumber: Hasil pengolahan data dengan SPSS versi 22 Dari tabel 5 dapat dilihat bahwa nilai VIF dari model analisis pada penelitian ini
<10 dan nilai tolerance > 0,10. Nilai VIF ukuran perusahaan dan pertumbuhan aset
sebesar 4.193 dan nilai tolerance ukuran perusahaan dan pertumbuhan asetsebesar0,238,
maka dapat disimpulkan bahwa tidak terjadi multikolonieritas pada penelitian ini. Hasil Uji Multikolinearitas Pengujian ini dilakukan untuk menguji ada tidaknya kolerasi antara sesama variabel
independen yang ada dalam model regresi dengan melihat tolerance dan Variance
inflation Factor (VIF). Nilai tolerance yang rendah sama dengan VIF yang tinggi
(karena VIF = 1/tolerance). Berikut hasil pengujian dapat dilihat pada tabel dibawah ini: Hasil Uji Autokorelasi Uji autokorelasi bertujuan untuk menguji apakah dalam suatu model regresi linear ada
korelasi antara kesalahan pengganggu pada periode t-1 (sebelumnya). Pengujian ini
dilakukan dengan uji Durbin-watson testdengan bantuan SPSS 22. Berikut hasil
pengujian dapat dilihat pada tabel dibawah ini: 191 JEMASI Vol.13 No.2, Jul-Des 2017, hal. 182-196 Tabel.5
Hasil Uji Autokorelasi
Model
R
R Square
Adjusted R
Square
Std. Error of the
Estimate
Durbin-Watson
1
,915a
,837
,817
,78052
1,935
Sumber: Hasil pengolahan data dengan SPSS versi 22, Tahun 2017 Tabel 6. Hasil Uji Multikolinearitas Hasil Uji Model Analisis Regresi linier berganda, yaitu metode statistik yang digunakan untuk mengetahui
pengaruh variabel terikat terhadap variabel bebas, dapat dilihat pada tabel berikut ini: 192 JEMASI Vol.13 No.2, Jul-Des 2017, hal. 182-196 Tabel 7
Hasil Uji Regresi Linear Berganda Tabel 7
Hasil Uji Regresi Linear Berganda
Model
Unstandardized Coefficients
Standardized
Coefficients
B
Std. Error
Beta
1
(Constant)
6,305
9,993
Size.firm
,033
1,133
,006
Growth.aset
,622
1,791
,320
Sumber: Hasil pengolahan data dengan SPSS versi 22 Dari tabel diatas dapat disusun persamaan regresi linier berganda sebagai berikut: Y = 6,305 + 0,033 X1 + 0,622 X2 Y = 6,305 + 0,033 X1 + 0,622 X2 sarkan model regresi ini terlihat bahwa : Berdasarkan model regresi ini terlihat bahwa : Berdasarkan model regresi ini terlihat bahwa : a. Konstanta sebesar 6,305 menunjukan bahwa jika variabel independen (ukuran
perusahaan dan pertumbuhan aset) dianggap konstan (bernilai nol) maka struktur
modal akan tetap ada sebesar 6,305. a. Konstanta sebesar 6,305 menunjukan bahwa jika variabel independen (ukuran
perusahaan dan pertumbuhan aset) dianggap konstan (bernilai nol) maka struktur
modal akan tetap ada sebesar 6,305. b. Koefisien regresi adalah sebesar 0,033 artinya apabila ukuran perusahaan mengalami
kenaikan sebesar satu satuan maka akan menyebabkan struktur modal meningkat
sebesar 0,033 satuan. c. Koefisien regresi pertumbuhan aset adalah sebesar 0,622 artinya apabila pertumbuhan
aset mengalami kenaikan sebesar satu satuan maka akan menyebabkan struktur modal
meningkat sebesar 0,622 satuan. Hasil Uji Hipotesis
a. Hasil Uji Hipotesis F Hasil Uji Hipotesis a. Hasil Uji Hipotesis F Uji Simultan (Uji F) digunakan untuk menguji pengaruh variabel ukuran perusahaan
dan pertumbuhan aset terhadap struktur modal. Tabel 8. Hasil Uji Hipotesis F
Model
Sum of Squares
Df
Mean Square
F
Sig. 1
Regression
52,988
2
26,494
43,489
,000a
Residual
10,357
17
,609
Total
63,344
19
Sumber: Hasil pengolahan data dengan SPSS versi 22 Tabel 8. Hasil uji F menunjukkan bahwa nilai sig F sebesar 0,000 < sig α 0,05 artinya terdapat
pengaruh ukuran perusahaan dan ukuran perusahaan terhadap struktur modal perbankan
umum pemerintah di BEI, artinya H0 ditolak. 193 JEMASI Vol.13 No.2, Jul-Des 2017, hal. 182-196 Tabel.9
Hasil Uji koefisien t Tabel.9
Hasil Uji koefisien t
Model
t
Sig. 1
(Constant)
,631
,536
Size.firm
,029
,057
Growth.aset
1,580
,000
Sumber: Hasil pengolahan data dengan SPSS versi 22 Hasil Uji koefisien t j
Model
t
Sig. 1
(Constant)
,631
,536
Size.firm
,029
,057
Growth.aset
1,580
,000
Sumber: Hasil pengolahan data dengan SPSS versi 22 Model
t
Sig. 1
(Constant)
,631
,536
Size.firm
,029
,057
Growth.aset
1,580
,000
Sumber: Hasil pengolahan data dengan SPSS versi 22 Dari Tabel 9 variabel ukuran perusahaan menunjukkan nilai sig t sebesar 0,057 <
sig α = 0,05 dan variabel pertumbuhan aset menunjukkannilaisig t sebesar 0,000≤ sig α
= 0,05. Maka H0 ditolak dan Ha diterima, artinya terdapat pengaruh ukuran perusahaan
dan pertumbuhan aset secara parsial terhadap struktur modal perbankan umum
pemeerintah di BEI. b. Uji Koefisien Regresi (Uji t) Uji koefisien regresi digunakan untuk melihat tingkat signifikan masing-masing
koefisien regresi. Uji koefisien regresi digunakan untuk melihat tingkat signifikan masing-masing Tabel.9
Hasil Uji koefisien t KESIMPULAN Hasil uji F menunjukkan bahwa nilai sig F sebesar 0,000< sig α 0,05 artinya terdapat
pengaruh ukuran perusahaan dan pertumbuhan aset terhadap struktur modal perbankan
umum pemerintah di BEI. Hasil uji t menunjukkan ukuran perusahaan dengan nilai sig t
sebesar 0,057< sig α = 0,05 dan variabel pertumbuhan aset menunjukkan nilai sig t
sebesar 0,000 ≤ sig α = 0,05. Maka H0 ditolak dan Ha diterima, artinya terdapat pengaruh
ukuran perusahaan dan pertumbuhan asset secara parsial terhadap struktur modal
perbankan umum pemerintah di BEI. Pembahasan Hasil penelitian menunjukkan hasil bahwa secara bersama-sama dan parsial ukuran
perusahaan dan pertumbuhan aset berpengaruh signifikan terhadap struktur modal
perbankan umum pemerintah di BEI. Hasil temuan ini mendukung penelitian Manopo
dkk. (2011) yang menyatakan bahwa ukuran perusahaan mempengaruhi secara signifikan
perbankan umum pemerintah. Dalam setiap penggunaan sumber dana baik dari modal
sendiri atau modal asing, pasti mempunyai biaya modal yang berbeda-beda dan tingkat
risiko yang berbeda pula. Setiap perusahaan baik perusahaan besar ataupun kecil pasti
akan menggunakan sumber dana yang lebih aman terlebih dahulu (pendanaan secara
internal), daripada menggunakan sumber dana dari luar. Selain itu, didukung dengan
kondisi ekonomi yang tidak stabil mengakibatkan setiap perusahaan memiliki kebijakan
masing-masing dalam menentukan struktur modalnya. Perusahaan besar dapat dengan
mudah untuk menganalisis pasar modal, akan lebih mudah tergabung dan memahami
pasar modal dan efek-efek yang diperjualbelikan. Kemudahan dalam mengakses pasar
modal membuktikan bahwa perusahaan memiliki fleksibilitas dan kemampuan untuk
mendapatkan dana yang dibutuhkan. Semakin besar suatu perusahaan maka 194 JEMASI Vol.13 No.2, Jul-Des 2017, hal. 182-196 kecenderungan penggunaan dana eksternal juga akan semakin besar karena semakin
besar peluang untuk melakukan ekspansi perusahaan dan peningkatan jumlah produk. Hasil
pengujian
regresi
menunjukkan
bahwa
pertumbuhann
aset
berpengaruhsignifikan terhadap struktur modal. Bertentangan dengan penelitian
Sansoethan (2015) yang menyatakan bahwa pertumbuhan aset tidak berpengaruh
terhadap struktur modal. Pengaruh positifyang ditemukan dalam penelitian ini
menunjukkan berarti semakin tinggi pertumbuhan aset maka struktur modal semakin
tinggi. Sebaliknya pertumbuhan asset tidak berpengaruh signifikan terhadap struktur
modal, berarti bahwa perubahan peningkatan maupun penurunan suatu asset yang
diperoleh perusahaan setiap waktu tidak akan mempengaruhi pihak manajemen dalam
pengambilan keputusan pendanaan dalam rangka pemenuhan kebutuhan dana
perusahaan. Hasil penelitian in itidak sesuai dengan pecking ordertheory yang
menyatakan bahwa perusahaan dengan tingkat pertumbuhan aset yang tinggi akan
melakukan ekspansi dengam cara menggunakan dana eksternal berupa hutang. Juga
menurut signaling theory, perusahaan dengan tingkat pertumbuhan aset yang tinggi
cenderung menggunakan tingkat hutang yang lebih besar dalam struktur modal. Hasibuan Malayu S.P. 2007. Dasar Dasar Perbankan, Penerbit Bumi Aksara Jakarta Copeland, Rhomas. E dan J. Fred Weston. (2011). Manajemen Keuangan. Edisi
Kedelapan. Julid 2:Binarupa Aksara DAFTAR PUSTAKA Brigham, E.F. dan J.F. Houston. (2010). Fundamentals of Financial Management. 8th
ed.Harcourt College Publishers. Orlando. Terjemahan H. Wibowo. 2006. Manajemen Keuangan. Edisi Kedelapan. Erlangga.Jakarta. Copeland, Rhomas. E dan J. Fred Weston. (2011). Manajemen Keuangan. Edisi
Kedelapan. Julid 2:Binarupa Aksara Copeland, Rhomas. E dan J. Fred Weston. (2011). Manajemen Keuangan. Edisi
Kedelapan. Julid 2:Binarupa Aksara Hasibuan Malayu S.P. 2007. Dasar Dasar Perbankan, Penerbit Bumi Aksara Jakarta sibuan Malayu S.P. 2007. Dasar Dasar Perbankan, Penerbit Bumi Aksara Jakarta 195 JEMASI Vol.13 No.2, Jul-Des 2017, hal. 182-196 Husnan, S.(2011). Manajemen Keuangan Teori dan Penerapan. Edisi Keempat. BPFE. Yogyakarta. Mamduh, M.H.(2015).Manajemen Keuangan Internasional. BPFE. Yogyakarta. Manopo, Fimber, Widy. (2013). Faktor-Faktor yang Mempengaruhi Struktur Modal
Perbankan yang Go Publik di BEI. Jurnal EMBA Vol.1 (3) Juni 2013. Hal:653-663 Mishkin Frederic S. (2012).Ekonomi Uang, Perbankan,dan Pasar Keuangan. Indeks Sansoethan, Kusuma Dithya. (2015) Faktor-Faktor yang Mempengaruhi Struktur Modal
Pada Perusahaan Makanan dan Minuman. Jurnal Ilmu & Riset Akuntansi Vol 5 (1)
Januari 2015. Hal: 9-31 Seftianne dan R.Handayani. (2011). Faktor-faktor yangMempengaruhi Struktur Modal
pada Perusahaan Publik Sektor Manufaktur. Jurnal Bisnis dan Akuntansi 13 (1):
39-56. Sartono, Agus. (2010). Manajemen Keuangan Teori dan Aplikasi. Edisi Ke-Empat. Yogjakarta: BPFE. Yovin, D. dan N. P.S. Suryantini. (2012). Faktor-faktor yang Berpengaruh terhadap
Struktur Modal pada Perusahaan Foods and Beverages yang Terdaftar di Bursa
Efek Indonesia. E-Jurnal Manajemen Universitas Udayana 1 (2) 196
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Leadership Discourses of Keyae in Islamic Boarding School
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Research, Society and Development
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Research, Society and Development
ISSN: 2525-3409
ISSN: 2525-3409
rsd.articles@gmail.com
Universidade Federal de Itajubá
Brasil Research, Society and Development
ISSN: 2525-3409
ISSN: 2525-3409
rsd.articles@gmail.com
Universidade Federal de Itajubá
Brasil Research, Society and Development
ISSN: 2525-3409
ISSN: 2525-3409
rsd.articles@gmail.com
Universidade Federal de Itajubá
Brasil PDF generated from XML JATS4R by Redalyc
Project academic non-profit, developed under the open access initiative Leadership Discourses of Keyae in Islamic
Boarding School Discursos de liderança de Keyae no internato islâmico
Discursos de liderazgo de Keyae en el internado islámico Salamet salametsal29@gmail.com
STKIP PGRI Sumenep, Indonesia
hp://orcid.org/0000-0002-1411-5576
Arqom Kuswanjono kuswanjonoarqom@gmail.com
Gajah Mada University, Indonesia
hp://orcid.org/0000-0001-6592-478X
Ridwan Ahmad Sukri ridwansukriah@gmail.com
Gajah Mada University, Indonesia
hp://orcid.org/0000-0002-6250-1834 Abstract: is study is aimed to discuss the discourse of Keyae in Pesantren (Islamic
Boarding School) and its relevance toward Islamic values in Madura, especially. Aerward, this study is conducted by involving the participators in Annuqayah Islamic
Boarding School, Guluk-Guluk, Sumenep which is assumed to be representative, and
have relevance in protecting Islamic values in Madura. e data which is obtained
based on Michel Foucault’s discourse analysis. e reason to choose the theory aims
to understand the conditions that supporting the emergence of leadership discourse of
Keyae, form and its operational, discontinue and relational, archeology of leadership
discourse, and reveal or analyze critics on leadership discourses of Keyae in Madura,
specifically in social mechanism. erefore, based on the analysis, this study shows that
leadership of Keyae in Islamic Boarding School in Madura is not merely as an agent of
religious movement. However, it is as social, politic, culture, economic, and education
transformations. Redalyc: https://www.redalyc.org/
articulo.oa?id=560662202001 Keywords: discourse analysis, Islamic boarding school, Keyae, Madura. Resumo: Este estudo tem como objetivo discutir o discurso das Escolas de Internação
Islâmica e sua relevância para os valores islâmicos em Madura, especialmente. Posteriormente, este estudo é realizado envolvendo os participantes do Annuqayah
Islamic Boarding School, Guluk-Guluk, Sumenep, que é considerado representativo e
tem relevância na proteção dos valores islâmicos em Madura. Os dados obtidos são
baseados na análise do discurso de Michel Foucault. A razão para escolher a teoria
visa compreender as condições que sustentam a emergência do discurso de liderança de
Keyae, forma e sua operacional, descontinua e relacional, arqueologia do discurso de
liderança, e revelar ou analisar críticas sobre discursos de liderança de Keyae em Madura,
especificamente em mecanismo social. Portanto, com base na análise, este estudo mostra
que a liderança do internato islâmico em Madura não é apenas um agente do movimento
religioso. No entanto, é como transformações sociais, políticas, culturais, econômicas e
educacionais. Palavras-chave: análise do discurso, internato islâmico, Keyae, Madura. Resumen: Este estudio tiene como objetivo discutir el discurso de Keyae en Pesantren
(Colegio de Internos Islámico) y su relevancia para los valores islámicos en Madura,
especialmente. PDF generated from XML JATS4R by Redalyc
Project academic non-profit, developed under the open access initiative Leadership Discourses of Keyae in Islamic
Boarding School This work is licensed under Creative Commons Attribution 4.0 International. Research, Society and Development, vol.
8, no. 11, 2019 Research, Society and Development, vol.
8, no. 11, 2019
Universidade Federal de Itajubá, Brasil
Received: 05 July 2019
Revised: 04 August 2019
Accepted: 06 August 2019
Published: 24 August 2019
DOI: https://doi.org/10.33448/rsd-
v8i11.1380
Redalyc: https://www.redalyc.org/
articulo.oa?id=560662202001 Redalyc: https://www.redalyc.org/
articulo.oa?id=560662202001 1. Introduction e term Keyae basically used as honor title for an expert in Islamic
religion given by Madura societies. e term then developed not
only for the leader of Islamic Boarding School, but there are some
categories such as Keyae as Islamic Boarding School leaders, Keyae as
teacher for reading Koran which is mostly known as Keyaji and Keyae
as paranormal (performing medication using supernatural or spiritual
power). However, the general and mostly known by Madura society is
Keyae as Islamic Boarding School leader which has important roles in
spreading Islamic religion in Madura. Keyae in Indonesian religion discourse is more emphasizing as leader in
Islamic Boarding School as educated Muslim and humiliate his/her life
only for Allah, as well as spreading and deepen religion lesson through
Islamic classic book sources or Islamic education activity traditionally
(Dhofir, 1982: 55-56). Besides Keyae, another term that used for calling
Keyae is Ulama (Dirdjosanjoto, 1999: 20). In the strategic position in social dynamics, Keyae has the same position
with educated people and rich people in such society (Turmudi, 2004:
1). However, the central position of Keyae as religion, social, and politic
leader (in the government structure) in Indonesia has been performed
since kingdom era (Dirdjosantoso in Ummatin, 2002: 30). Basically, the position of Keyae in Madura is given position by genetic
factor. Hence, this genetic factor becomes primary discourse concern for
Keyae leadership. Moreover, the existence of Keyae and Islamic Boarding
School cannot be separated, since Islamic Boarding School is a place
where Keyae spreading Islamic religion and perform their leadership. e influence of Keyae is not merely in religion, but also as agent
in cultural strengthen in society. Further, Keyae also stand for informal
leader who has strong power in its community, even, most of Keyae in
Madura are being politic figure. It is also happened in Madura society in
which Keyae has role as guidance for the society. e phenomenon of Keyae in Islamic Boarding School describe how
powerful Keyae is, so therefore Keyae will have double roles and has
attractiveness to discuss and trace from various perspective. For Madura society, Keyae became a role model and central position to
complain about any issues faced by them. Almost all the problems faced
by the people in Madura, is assumed that it would be easy to resolve when
asking for guidance from Keyae. PDF generated from XML JATS4R by Redalyc
Project academic non-profit, developed under the open access initiative Leadership Discourses of Keyae in Islamic
Boarding School Posteriormente, este estudio se lleva a cabo involucrando a los
participantes en el internado islámico Annuqayah, Guluk-Guluk, Sumenep, que se
supone representativo, y tiene relevancia en la protección de los valores islámicos en
Madura. Los datos que se obtienen en base al análisis del discurso de Michel Foucault. La 1 Research, Society and Development, 2019, vol. 8, no. 11, ISSN: 2525-3409 / 2525-3409 razón para elegir la teoría tiene como objetivo comprender las condiciones que apoyan
la aparición del discurso de liderazgo de Keyae, su forma y su operativa, discontinua y
relacional, arqueología del discurso de liderazgo, y revelar o analizar críticos sobre los
discursos de liderazgo de Keyae en Madura, específicamente en mecanismo social Por lo
tanto, según el análisis, este estudio muestra que el liderazgo de Keyae en el internado
islámico en Madura no es simplemente un agente del movimiento religioso. Sin embargo,
se trata de transformaciones sociales, políticas, culturales, económicas y educativas. Palabras clave: análisis del discurso, internado islámico, Keyae, Madura. 1. Introduction us, many personal issues and internal
conflicts between communities are solved through Keyae intervention. 2 Salamet, et al. Leadership Discourses of Keyae in Islamic Boarding School From Foucault point of view, the phenomenon of Keyae leadership in
Madura should be understood from relations power which dominates it. Further, Foucault (in Bertens, 2001: 307-319) explain that power exist
everywhere, since power is one dimension from relation, absolute, and
do not depend on human awareness. However, power is seen merely as a
strategy. e strategy exist everywhere and including system, regulation,
and structure. Power do not comes from outside, rather, it is determine
the structure, regulation, and relation from inside which is making all
things possibly happened. As referred to Forcault perspective, Keyae leadership in Madura is in
line with the discourse, then discourse and power will always relational. Keyae leadership in Islamic Boarding School in this context can be defined
as power that is understood as regulation system and normalization
societies life. Keyae view as leadership that is not hierarchy, meanwhile it
is spread and operational in social mechanisms. Regarding to explanation of the roles of Keyae in Madura, this study
is intended to discuss leadership discourse of Keyae and its relevance
toward Islamic values in Madura especially in Islamic Boarding School
using Michael Foucault perspective. e leadership discourse mostly
discussed based on history side. Yet, there is no discussion from Michel
Foucault archaeology and genealogy. e archaeology is quite different
with idea history. At least, there are four principal which differs between
archaeology analyses with history. Firstly, archaeology do not discuss
about thinking and representation in discourses. Rather, archaeology
is more discussing on discourse as practical based on its regulation. Secondly, archaeology do not try to look for linier or gradual correlation
between discourses, but try to search the characteristic of the discourse. irdly, archaeology do not discuss about individual concern or ouveres. Archaeology concerns on the types of discursive practical which is relating
to the individual ouvere. Fourthly, archaeology does not investigate
discourse but it is more concern on arrested systematic as discourse object
(Ritzer, 2003: 72). Meanwhile, genealogy analysis in reading phenomenon of Keyae
Islamic Boarding School leadership in Madura will try to see how the
relation of leadership in dominate, control, and lead the society. 1. Introduction Hence,
from the explanation, the leadership phenomenon of Keyae in Islamic
Boarding School in Madura will be discussed from the perspective of
Michel Foucault theory. PDF generated from XML JATS4R by Redalyc
Project academic non-profit, developed under the open access initiative PDF generated from XML JATS4R by Redalyc Research, Society and Development, 2019, vol. 8, no. 11, ISSN: 2525-3409 / 2525-3409 Research, Society and Development, 2019, vol. 8, no. 11, ISSN: 2525-3409 / 2525-3409 e Archaeology of Knowledge basically reflects Foucault’s intuitive
thinking, which tries to change the research methodology with
speculative improvisation, yet still based on facts. Foucault completes
the archeology approach as tool to test and understand complex social
phenomenon through the way it is produced. Further, Foucault also underline four principals of archeologist
method that can be summarize as follow: 1. Archaeology is not trying to define thinking, representation,
description or image, themes, pre occupation either implicit or explicit in
discourse. Meanwhile, it is trying to explain discourse itself which should
be obligate the certain regulations. 1. Archaeology is not trying to define thinking, representation,
description or image, themes, pre occupation either implicit or explicit in
discourse. Meanwhile, it is trying to explain discourse itself which should
be obligate the certain regulations. 2. Archeology is not trying to discuss continuity and insensible
transition in discourse, rather it is discuss the specification to show
regulation set behind. 3. Archeology is not aiming to discuss enigmatic point in which
individual and society is influence each other. Further, it is also not a
sociology, psychology, or anthropology creation, but it is merely focus
with the determining regulation types to discursive practical. g
g
p
p
4. Archeology is not trying to restore what being thought, hoped,
purposed and desired by human expressed in discourse. It is more concern
on systematic description about discourse object. e way Foucault thinking show that archeology approach basically a
field to investigate discourse, especially power that regulate and produce
discourse. Walshaw (2007: 9) dealing with this concern, explain that
archeology place discourse as field object. In its application, archeology approach should view the observed
subject as not merely psychological, sociological, or anthropological
subject, rather it is discursive subject. Wherever a discourse and the
subject are found, hence the field to investigate archeology is found as well. Aerward, in recognizing discourse, it is not enough only by tracking the
talk and written. e systematic practical and determined regulation to
organize the way people talk and act should be the concern as well. In this case, archeology should be view beyond the surface of the
subject. For instance, religious texts are the surface. Individual should be
tracking in discursive system, applicable rules, and power, hence the text
can be acknowledged and practiced broadly by adherents of such religion. PDF generated from XML JATS4R by Redalyc
Project academic non-profit, developed under the open access initiative 1. Archeology and Genealogy Method in Michel Foucault’
Discourse Analysis Foucault using archaeology concept to differ the approach regarding with
history, especially hermeneutic which is generally need understanding in
discourse basic or scheme clarification subjective meaning. Moreover, it
is dealing with the difference between any kinds of history model which
has causal or superficial characteristic. 3 3 Research, Society and Development, 2019, vol. 8, no. 11, ISSN: 2525-3409 / 2525-3409 All of these things will be closely related to the analysis of discourse,
especially by involving episteme, archives, power, and discourse itself. As for genealogy method is still continuous part of archeology method
proposed by Foucault. rough this method, Foucault tries to connect
discourse with daily practice which useful for testing and understanding
how the subject is formed as discursive or real in the same condition. Foucault (1977: 139-140) explains further: “Genealogy is gray, meticulous and patiently documentary. It operates on a field
of entangled and confused parchments, on documents that have been scracthed
over and recopied many times... genealogy retrieves an indipensable restraint: it
must record the singularity of events outside any monotonous finality; it must 4 Salamet, et al. Leadership Discourses of Keyae in Islamic Boarding School seek them in the most unpromising places, in what we tend to feel is without
history–in sentiments, love, conscience, instincts; it must be sensitive to their
recurrence, not in order to trace the gradual curve of their evolution but to
isolate the different scenes where they engaged in different roles. Finally genealogy
must define even those instances when they are absent, the moment when they
remained unrealized… Genealogy requires patience and a knowledge of details,
and it depends on a vast accumulation of source material.” Genealogy basically focuses on daily activities and tries to explain
statements in society but more concern on the power. Genealogy
introduces power through history of present, how the statements are
processed, and concentrate in the use of archaeology strategically to
answer any kind of problems that appeared in society. is approach is actually important to reveal power and determine
discourse meaning, and the aims which taken for granted by the subject. Walshaw (2007: 14) explains genealogical analyses as a tool to explore
the interaction of power and knowledge within the practices and social
structures of education. Moreover, it uses as highlight the profound
influence of discourse on shaping everyday life in education. Genealogy
analysis makes people possibly to observe relation between the power and
knowledge in practical and social structural that will be formed everyday
life. At first glance, there is no significant difference between archeology
and genealogy method in its application, since both of the method
should be run together. PDF generated from XML JATS4R by Redalyc
Project academic non-profit, developed under the open access initiative Research, Society and Development, 2019, vol. 8, no. 11, ISSN: 2525-3409 / 2525-3409 However, Smart (in Mills, 2003: 25) reveals
the difference between archeology and genealogy method in which
archaeology is directed in the analysis about rules of the unconscious
from formation which organize the emergence of discourse in human
science. Meanwhile, genealogy analysis is try to open the emergence of
human’s knowledge, conditions of existence, which are closely related to
technology or certain powers contained in social practice. erefore, these two approaches or analysis are two sides of one coin. Nevertheless, in its practice, as stated by Mills (2003: 25), the two
methodologies can be difference method. Archeology can give people a
snippet, a slice in the existing discourse, while genealogy focuses on the
process aspects of the network of discourses. p
p
Foucault (1980a: 85) also argues as follow: “...if we were to characterise it in two terms, then “archaeology” would be the
appropriate methodology of [the] analysis of local discursivities, and “genealogy”
would be the tactics whereby, on the basis of the descriptions of these local
discursivities, the subjected knowledges which were thus released would be
brought into play.” en, based on Foucault’s explanation, archeology can be used as
method to analysis local discourse, whereas genealogy can be used as tactic
genealogy which based on the local discourses description. 5 Research, Society and Development, 2019, vol. 8, no. 11, ISSN: 2525-3409 / 2525-3409 Research, Society and Development, 2019, vol. 8, no. 11, ISSN: 2525-3409 / 2525-3409 PDF generated from XML JATS4R by Redalyc
Project academic non-profit, developed under the open access initiative 2. Analysis and Discussion In the analysis of Foucault’s model discourse analysis, the leadership of
Keyae in Annuqayah Islamic Boarding School can be viewed as discourse
formed through a long historical journey. is leadership discourse is
involving many factors and other discourses in the forming process
start from society development of the cultural complexion, the existence
of Islam and its influence on the values and beliefs of society, to the
subjective role of cross-generation Keyae who continue to confirm their
leadership discourse in the community itself. us, in this case, following the Foucault’s analysis flow, there will be
several things that can be reviewed from Keyae leadership as follow: PDF generated from XML JATS4R by Redalyc 3.1. Discursive Formation of Keyae Leadership in Annuqayah Islamic
Boarding School in Madura Leadership discourse not merely seen as language of leadership, or
definitive explanation, yet it is more than that. Leadership discourse
means it covering the way people interpret the existence of Keyae, the
perspective of people in their behavior and attitude toward Keyae. In the reality, the leadership of Keyae in Annuqayah Islamic Boarding
School is acknowledged by Madura society due to the support of several
subjects as like Keyae Syarqawi as the foundation of ideological and
pedagogical in Annuqayah Islamic boarding school, the generation of
relatives who also became Keyae who ran the Islamic Boarding School and
continued to preach, the santri of various teaching classes who attended
the Annuqayah Islamic Boarding School. ese subjects are united in the
form of teaching activity, teaching books, religion doctrine, togetherness
and others. Seeing into its history, the leadership of Keyae nowadays, is not
separated from the roles of the Keyae. e Keyae has fight in practical
religion preaching to the society. In addition, the existence of Keyae
Syarqawi and other generations, has successfully make their existence
as the main knowledge authority or a person who master the religious
matters in its application in all aspect of society. When the authority is successfully obtained and continuously existing
and forming in the teaching activity and daily interaction, then the role
of Keyae is not merely concern on solving society’s problems based on
Islamic values, but it is also as main preference to attitude, behavior, and
good life model as thought by Keyae to its society. e authority in the scientific field and the understanding of Islamic
teachings are increasingly reinforced by the establishment of religious
education institutions in the form of Annuqayah Islamic boarding
schools. e presence of Annuqayah Islamic Boarding School is not only
reinforces their scientific legitimacy, but also binds the community's need
for education for their children. e presence of an Islamic boarding
school educational institution besides being an affirmation of Keyae’s
title, which generally in Madurese society is considered as a person who 6 Salamet, et al. Leadership Discourses of Keyae in Islamic Boarding School has scientific qualifications and has santri, can also be a place where Keyae
build the Islamic discourse he wants. e utterances of Keyae which
manifested in the form of texts, documents, and discourse, in further
has successfully affirming the leadership discourse of Keyae in society,
especially Annuqayah Islamic Boarding School in Madura. 3.1. Discursive Formation of Keyae Leadership in Annuqayah Islamic
Boarding School in Madura is process then called as discursive formation of leadership Keyae
in Annuqayah Islamic Boarding School. e reason of successfulness
of formation discursive is supported by religious and feudalistic society
culture in which religion is assumed as the most important thing in life. Moreover, the Islamic figure as like Keyae is the one who is worthy to
be glorified (in the high position of society, even above the nobleman
position and government officials). In traditional and feudal society, the statements which based on
religion doctrine will be more eased to get acknowledgement from society
rather than utterances that contain of ideologies. In this case, when the
Keyae in the Anuuqayah Islamic Boarding School successfully acquiring
trust and recognition of the community in terms of religious authority or
interpretation of religious texts, hence they will also be easier to display
their presence as leaders in other aspects of life. e formation of leadership discourse of Keyae in Annuqayah Islamic
Boarding School basically has same Keyae leadership as like in other
regions as long as the supporting discursive system factors are the same. However, the result of leadership discourse can be different, especially
because each individual who plays a role in it, is also has a different
understanding of what he wants to build. But, when discourse begins to
form, then the people or individuals, who are bound in it, are actually
no longer able to freely speak and believe other statements that do not
conform to the existing discourse. When the discourse is formed, it
does not stop dialogue and development (production) in itself, whether
through conflict between statements, internal and external exclusion,
which in practice has moved quietly and controls the way of thinking of
the subjects. A belief or perspective built on established discourse will be difficult
to change, unless there is a certain dispersion and pause (discontinuity
of discourse), which usually starts from a subject that is more able to
take distance from existing realities, or when conflicts occur between
different statements and not succeeded in being suppressed by the existing
power. In other words, discursive formation is not a container or a passive
process. ere is a process of interaction, dialogue, conflict, and exclusion
in it, which all contribute to the level of establishment of a discourse in the
community, including the leadership of the Keyae of Annuqayah Islamic
Boarding School. 3.2. PDF generated from XML JATS4R by Redalyc
Project academic non-profit, developed under the open access initiative PDF generated from XML JATS4R by Redalyc 3.1. Discursive Formation of Keyae Leadership in Annuqayah Islamic
Boarding School in Madura Episteme and Leadership Archive of Annuqayah Sumenep Islamic
Boarding School Keyae Keyae’s leadership discourse is not only formed by a discursive process
but also formed through the process in deciding the right and proper 7 Research, Society and Development, 2019, vol. 8, no. 11, ISSN: 2525-3409 / 2525-3409 statements to be distributed or spread to public. Focault explained that
discourse works with collecting and debating some statements in order to
take and produce a proper statement as a compromise result to become
an applicable authentic standard in society. Episteme, in the context
of Keyae’s leadership discourse of Annuqayah Islamic Boarding School,
refers to a complex set that summarize various relationship between
statements, religious teachings, or Islamic scientific knowledge and life
ethic. is leadership function is most visible in certain time, such as in
the first period of Annuqayah Islamic Boarding School’s Keyae or the
period in which Keyae had succeed in establishing education locality and
the rules that underlined the production of statements, teachings, and
developed scientific knowledge at that time. Meanwhile, archive refers to
the valid rules set in a certain period, especially on the boundaries between
what can be made as a statement and what form of statement produced by
society. ese boundaries are valid for both society as the consumer and
Keyae as the producer. y
p
Every leadership period has its own episteme and archive that differ
from one period and other. However, in Annuqayah Islamic Boarding
School, discourse is built by the first Keyae and has not undergo the
essential transformation, except the institutional development needed
to accommodate the need and education. e episteme and archive
of the first Keyae period in Annuqayah Islamic Boarding School is
still limited and narrow due to the Islamic discourse that still not yet
complex. e way people thought, act, or expressed their cultural identity
is not what it is like nowadays. A harder challenge will be faced by
the next generation in which they will not only charged to defend the
old leadership discourse but also charged on how to anticipate and
accommodate further discourses. Defending a discourse is an effort to build new episteme and archive for
society, along with strengthening the existed Keyae’s leadership discourse. PDF generated from XML JATS4R by Redalyc
Project academic non-profit, developed under the open access initiative 3.1. Discursive Formation of Keyae Leadership in Annuqayah Islamic
Boarding School in Madura Building episteme and archive is surely a complex effort since it is not
merely a process in denying statements which considered as inappropriate
with the religious understanding and interpretation but on how to
accommodate various statements and perspectives that newly developed
in society. Keyae should be able to formulate statement and documented
it in the form of text in religious teaching taught in Islamic Boarding
School or Communal Quran Reciting based on the religious ideology,
either in the group of Keyae itself or general public. e educational institution of Annuqayah Islamic Boarding School
has significant role since it becomes the place for Keyae to produce
statements, teachings and/or religious interpretative texts taught to
santri and society around. Santri will continue the Islamic discourse
and wider the discourse itself. Moreover, Annuqayah Islamic Boarding
School in its continuity, has become the authoritative institution that
have legitimation to validate between proper and improper statements. A proper statement will become the learning source and be documented
in the form of book, text or document to spread to public. rough this
way, Islamic Boarding School institution has played its role on Keyae’s 8 Salamet, et al. Leadership Discourses of Keyae in Islamic Boarding School leadership and its influence in society. e process in producing and
denying statements by making authentic religious standard is the effort in
creating the boundaries for santri and society to issued statements outside
the existed ideological narration. In this case, every subject within the
episteme and archive of Keyae leadership was slowly formed to have the
way of thought, to behave, to run the religious ritual and even to live based
on the validity standard that has been created. e unwritten boundaries and rules that appeared from the discursive
are were not only interfere the occurrence of other narration that
unsuitable with the desire of powerful authority, but also limit the
freedom of thought and creativity of the main subjects in the discursive
authority circle. In other words, boundaries and rules that managed the statement
productivity within Keyae’s leadership discourse are valid for every subject
that involved, including Keyae, teacher of Annuqayah Islamic Boarding
School, santri, and society around Annuqayah Islamic Boarding School
itself. us, what should be done by the next generation is to justify the
discursive assumptions that have been built before. PDF generated from XML JATS4R by Redalyc
Project academic non-profit, developed under the open access initiative PDF generated from XML JATS4R by Redalyc 3.1. Discursive Formation of Keyae Leadership in Annuqayah Islamic
Boarding School in Madura Nevertheless, in a certain context, the transformation on Keyae’s
leadership generation in Annuqayah Islamic Boarding School is similar
to Foucault’s analysis that open the probability on discursive interlude
in which some new statements can occur by taking the whole different
form of the old statement. e existed discourse also can get counterwork
within, if it is cannot be anticipated, it will create new Keyae’s leadership
discourse in Annuqayah Islamic Boarding School. is new discourse will
colorize the new Keyae’s leadership period along with discursive episteme
and archive in Annuqayah Islamic Boarding School and society around it. 3.3. Authenticity Statements and Regime of Kyai Annuqayah Sumenep
Islamic Boarding School Leadership 3.3. Authenticity Statements and Regime of Kyai Annuqayah Sumenep
Islamic Boarding School Leadership Statements that occurred within the discursive room, either in the form of
utterance, teachings, da’wah, or daily speech, is the main element to form
a discourse. For instance, Keyae’s leadership. e more the leadership is
being talked in society, then it will create a discourse on Keyae’s leadership
along with shaping a certain community. However, it should be noted
that in discursive room, not all people can utter their statements or
make their statements accepted and recognized by other people. Some
statements delivered by certain parties will be more acceptable and
recognizable with authenticity value rather than the statements issued by
other subjects. Discourse, through existing episteme and archive, will give
a structure based on the uttered statements and the condition in which
the statements can be considered as right and proper to then distribute
and spread to society. When Keyae delivers the materials on religiosity and character value of
life ethic, the utterance or statements issued by Keyae will be considered
as authentic statements and the guidance for society to pursue their life. Keyae’s statements have become the discourse since it is already covered 9 9 Research, Society and Development, 2019, vol. 8, no. 11, ISSN: 2525-3409 / 2525-3409 various things as a guidance. Similar to Foucault’s argumentation that
discourse could replace the individual role in filtering the statements. is
called as statement exclusion that happen in both internal and external
discursive environment. e role of Keyae is not only becoming the source
of statements production but also the authority in filtering the statements
in society. 3.1. Discursive Formation of Keyae Leadership in Annuqayah Islamic
Boarding School in Madura In its practice, Annuqayah Islamic Boarding School Keyae is
the legal source for society since they can ask about the laws related to
religious things, whether it is obligatory or not, or it is forbid by religion
or not. Referring to Foucault, there are four internal procedures for statements
exclusion that appeared in discursive room, namely; (1) commentary; (2)
the author; (3) discipline; and (4) rarefactions. ese four procedures
can be drawn in Annuqayah Islamic Boarding School Keyae’s leadership
discourse as; e first is commentary. Commentary is a statement issued
by a certain subject, such as Keyae, that acceptable by other subjects,
(santri or society), to be talked, discussed, and/or practiced in a certain
act as a comment to existing statement. Commentary is functioned as
a determination and, in some contexts, as an explanation on what has
been intended by Keyae for santri and other subjects who received the
statements. It then leads to the boundaries for other interpretations
on the existing statement. e commentary that has been uttered and
distributed will become the filter for other statements that unsuitable
with Keyae’s statements. e second is the author. Keyae is the author when he produces a
certain statements even it is a mere material, in the beginning, which not
yet collected in the form of text, document, or book. Keyae is considered
as the authoritative subject to produce right or authentic statements then
if there is a differentiation between one statement and another, it can be
considered as something that connect each other. In other cases, Keyae’s
statement can be the law and authentic standard that make Keyae difficult
to issue the opposite statement. Keyae, as the author, is presenting a
certain boundary for statement that he built. e third is discipline. Keyae’s statement on something that determine
his leadership in general environment is oen limit to his expertise. Other Keyae’s statements in his daily interaction can be measured again
for its authenticity when his statement has no relation or do not based
on the religious teaching. Keyae had limitation that could exclude the
statements within his expertise. Nevertheless, in Annuqayah Islamic
Boarding School, Keyae’s statements, even for problem which not related
with religion, is oen have similar value with his religious statements. e fourth is rarefactions. According to Foucault, rarefactions is a
limitation on who and who does not has the right to speak. PDF generated from XML JATS4R by Redalyc
Project academic non-profit, developed under the open access initiative 3.1. Discursive Formation of Keyae Leadership in Annuqayah Islamic
Boarding School in Madura In the
context of Annuqayah Islamic Boarding School, those who have right
to speak and represent Keyae as the leader of his institution is teachers
or Keyae’s relatives. While santri have different limit when they appear
in society. Santi are becoming the subject that considered good to speak
and represent Keyae in public since they received direct teachings and
informations from Keyae. 10 Salamet, et al. Leadership Discourses of Keyae in Islamic Boarding School Besides the internal exclusion, the external exclusion is also built. According to Foucault the external exclusion has three elements; (1)
taboo; (2) mad and sane; and (3 true and false. ese three elements were
worked as below; e first is taboo. In a society, it oen finds a rule or value that
limit the discussion on something that considered can damage the moral
structure, change the behavior, and even harmful for others. A belief on
things that inappropriate or taboo to be talked is the form of external
exclusion in society. In Annuqayah Islamic Boarding School Keyae’s
leadership discourse, taboo has role as a law that limits the occurrence of
improper statements to be uttered. One of the examples is the criticism
on Keyae’s leadership and his role in society. is attitude is considered as
an abuse toward the noblest figure in society. is rule can be the external
exclusion that effective enough to limit the discourse or statements, also
to strengthen the discourse of Keyae’s leadership in society. e second is mad and sane. e term mad and sane, according to
Foucault, are pointed to the clinical history and how Western treat people
outside the normality boundary (people with mental health disorder). ese people can be categorized as people who had different arguments or
perspectives with society in general. In the context of Annuqayah Islamic
Boarding School Keyae’s leadership discourse, the distinction between
normal and abnormal can be found on how society treat people who does
not have similar understanding with Keyae in religious interpretation. is distinction appeared along with the discourse on Keyae’s leadership
and his role as a leader in spiritual and other aspects in society. erefore,
people within the Islamic Boarding School environment who have
different view toward Keyae will end up as a public gossip material. PDF generated from XML JATS4R by Redalyc
Project academic non-profit, developed under the open access initiative PDF generated from XML JATS4R by Redalyc 3.4. Power relation and production of Annuqayah Islamic Boarding School
Keyae’s Leadership Discourse 3.4. Power relation and production of Annuqayah Islamic Boarding School
Keyae’s Leadership Discourse e other important point in discourse analysis by Foucault is there is
always certain power relation appeared on a discourse. An established
discourse is mean to strengthen the authority of a certain parties against
the other party by controlling the statements or discourse developed
within the society. Discourse can control which one is the proper
statement and which one is not. is probably happen when there is
a certain party that has power or authority. It means that the final
destination of a discourse is the society hegemony which dismissed them
from conflict that could damage the harmony. Authority is not only seen
as a physical power or the availability of a certain sources, but also the
ability to control the authenticity as the most essential basic for human
to act. e ability to control the authenticity is becoming the main power
to a discourse that developed in society. Keyae’s leadership discourse in Annuqayah Islamic Boarding School
also has certain authorities, including the scientific authority, religious
understanding, leadership characterization and also the Islamic Boarding
School institution as an authoritative to produce statements or Islamic
discourses for society. Referring to Foucault analysis, the authority within
Keyae’s leadership discourse of Annuqayah Islamic Boarding School in
Sumenep is not centered on the figure of Keyae or Islamic Boarding
School institution. e authorities within the discursive room are plural
and connected one and another. Similar to Foucault’s argument that
it is a set of relation spread to whole society classes. Foucault claimed
that authority as something that not fully repressive and coercive but
productive. Repressed authority will create opposition in the form of
new action and thought from society as a way to adapt with repressive
condition. In other words, even if Keyae and/or Islamic Boarding School
institution along with other figures around is becoming the authoritative
parties, but their authorities are not accepted in absolute way by society. If the teachings are pressing them or making them uncomfortable with
their life, then conflict will be occurred. Authority is not something
acceptable but something that could be managed continuity. If Keyae is
not managing his Islamic Boarding School anymore, then the authority
that he had can be erased slowly and changed to another authority. PDF generated from XML JATS4R by Redalyc
Project academic non-profit, developed under the open access initiative 3.1. Discursive Formation of Keyae Leadership in Annuqayah Islamic
Boarding School in Madura Statements which issued by people who considered as improper to be
heard should be guided in order to have the same point of view of the
general society in viewing Keyae. e third is true and false. e distinction between true and false is
usually involved the institution role or certain party that considered of
having authority to define or decide between the true and false of the
statements. In the context of Annuqayah Islamic Boarding School Keyae’s
leadership discourse, the authority in defining whether the statement
is true or false was under the Islamic Boarding School institution
itself, especially the subjects with certain scientific legitimation within,
including Keyae, teachers and/or people that came from the same
circle. Keyae and educational institution of Islamic Boarding School
are supporting each other. Keyae can manifest various statements as
his teaching materials which transmitted to santri, and the educational
institution of Islamic Boarding School can confirmed Keyae’s authority
through the establishment of educational practices. Both have authorities
to support each other in defining which one is the right and proper
statement and which one should be spread in society. e statements that appeared and formed an Islamic discourse
have strengthen the Keyae’s role and authority as a leader in either
educational institution of Islamic Boarding School or society around. 11 Research, Society and Development, 2019, vol. 8, no. 11, ISSN: 2525-3409 / 2525-3409 us, the statements that occurred nowadays has appeared as an authentic
affirmation and/or support on Keyae’s leadership discourse and his
role. In addition, the absent of conflict on Keyae’s statements showed
that Keyae’s leadership discourse has an established discourse in society. However, this condition may change if the occurrence of other different
statements has giving another point of view on how society view on the
existence of Keyae. PDF generated from XML JATS4R by Redalyc 3.4. Power relation and production of Annuqayah Islamic Boarding School
Keyae’s Leadership Discourse e
relation which built between Keyae and educational institution of Islamic
boarding school is not as simple as dominative relation. e society’s
obedience toward Keyae’s statement is not resulted by the repressive effort 12 Salamet, et al. Leadership Discourses of Keyae in Islamic Boarding School by the Keyae. In its practice, Keyae is not preaching religious teachings
in both coercive and repressive way, such as punish people who do not
follow his teachings, because it will lead to rejection by society. e society
obedience is the accumulation from many factors, start from cultural
characteristic of a society, Keyae’s attempt to spread the statements based
on religious dalil or postulate. e authority within Annuqayah Islamic Boarding School Keyae can
be the basic law toward what was done by society. is can only be
happened because of the acceptance and recognition by the society itself. However, the acceptance and recognition by society also becomes a part
controlled by the existing discourse. PDF generated from XML JATS4R by Redalyc
Project academic non-profit, developed under the open access initiative 4. Conclusion Dealing with the analyisis and discussion section, this article is hoped to
give a good conribution to the Madura society in which they are able to
know the roles of Keyae besides as the leader of Islamic Boarding School. g
Aerwards, based on the analysis on Keyae’s leadership discourse, it can
be concluded as below: 1. Keyae’s leadership is a complex discourse since it consists of many
factors and individual subject within. Keyae is not the single actor in
discursive room, but stand on the authority circle to give authentic
statements that should be accepted by society. 2. Keyae’s leadership discourse that developed in society, especially
Annuqayah Islamic Boarding School, Sumenep, is the result of a complex
process in formulating certain statements. ese statements related to the
role of Keyae and culture in society, which accepted and recognized by
society, until create its own legitimation on related Keyae as the one who
had authority to deliver some statements in society. 3. Keyae’s leadership discourse has become the rules to control the
way society thought, act and behave toward Keyae, also the way they
understand about Islamic teaching and the application in daily activity. For society within and around Annuqayah Islamic Boarding School,
Sumenep, the discursive rules and limitations were working with the way
that oen hard to be noticed. For instance, society without any kind of
forces from Keyae had strengthen the authenticity of Keyae’s statements
and had no courage to issued their own statements because they feel that
they had no right to issue a statement. 4. Keyae’s leadership discourse in Annuqayah Islamic Boarding School
had been established through a long process, therefore it is hard to
transform related to society’s assumption on Keyae or Islamic Boarding
School. e discursive transformation could probably happen when there
is condition that support the transformation, such as the changing of
leadership generation, society’s point of view on new intervention values
in society, and others that showed new discursive that is more powerful
to be spread in public. 13 Research, Society and Development, 2019, vol. 8, no. 11, ISSN: 2525-3409 / 2525-3409 From the points that has been described above, the researcher suggest
that for the future research can analyze or observe the role of Keyae in
other regions, since the existence of Keyae in Indonesia is not merely exist
in the Madura. References Basyuni, Ison. 1985. “Dakwah Bil Hal Gaya Pesantren”. M. Dawam Raharjo
(ed), Pergulatan Dunia Pesantren. Jakarta: P3M. Bertens, Kees. 2001. Filsafat Barat Kontemporer. Jakarta: Gramedia Pustaka
Utama. Dhofier, Zamakhsari. 1982. Tradisi Pessantren; Studi Tentang pandangan
Hidup Kiai. Jakarta: LP3ES. Dirdjosanjoto, Pradjarta. 1999. Memelihara Umat: Kiai Pesantren-Kiai
Langgar di Jawa. Yogyakarta: LKiS. Effendy, Bisri. 1990. Annuqayah: Gerak Transformasi Sosial di Madura. Jakarta:
P3M. Foucault, Michel. 1972. e Archaeology of Knowledge. New York: Pantheon
Books. Foucault, Michel. 1977. Discipline and Punish; e birth of the Prison. Terj. Alan
Sheridan. London-Worcester: Billing and Sons. Foucault, Michel. 1980a. “Prison Talk, Interview by J. Brochier”, in C. Gordon
(ed). Power/Knowledge: Selected interview and Other Writings 1972-1977. New York: Pantheon Books. pp. 37-54. Khusyairi, Akhmad. 1989. “Agama, Orientasi Politik, dan Kepemimpinan Lokal
di Antara Orang-Orang Madura”, dalam Huub de Jonge (ed), Agama,
Kebudayaan dan Ekonomi. Jakarta: Rajawali Press. Madaniy, A. Malik. 1981/1982. Pola Motivasi Berhaji di Kalangan Masyarakat
Madura. Jakarta: Proyek Peningkatan Sarana Pendidikan Tinggi
Departemen Pendidikan dan Kebudayaan. Mansumoor, Iik Arifin. 1990. Islam in an Indonesia World Ulama of Madura. Yogyakarta: Gadjah Mada Press. Mills, Sara. 2003. Michel Foucault. London dan New York: Routledge. Pribadi, Yanwar. 2013. Religious Networks In Madura; Pesantren, Nahdlatul
Ulama and Kiai as the Core of Santri. Vol. 51. No. 1, Al-Jami'ah. Ritzer, George. 2003. Teori Sosial Postmodern. Jogjakarta: Kreasi Wacana. Turmudi, Endang. 2004. Perselingkuhan Kiai dan Kekuasaa. Yogyakarta: LKiS. Ummatin, Khoiro. 2002. Perilaku Politik Kiai. Yogjakarta: Pustaka pelajar. Walshaw, Margaret. 2007. Working with Foucault in education. Rotterdam:
Sense Publishers. Percentage contribution of each author in the manuscript Salamet - 40%
Arqom Kuswanjono - 30%
Ridwan Ahmad Sukri - 30% Salamet - 40%
Arqom Kuswanjono - 30%
Ridwan Ahmad Sukri - 30% Salamet - 40%
Arqom Kuswanjono - 30%
Ridwan Ahmad Sukri - 30% 14
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Rapidly Improving High Light and High Temperature Tolerances of Cyanobacterial Cell Factories Through the Convenient Introduction of an AtpA-C252F Mutation
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ORIGINAL RESEARCH
published: 08 April 2021
doi: 10.3389/fmicb.2021.647164 Specialty section: Specialty section:
This article was submitted to
Microbiotechnology,
a section of the journal
Frontiers in Microbiology Keywords: cyanobacteria, Synechococcus elongatus PCC 7942, ATP synthase, sucrose, high temperature and
high light tolerances Received: 29 December 2020
Accepted: 22 February 2021
Published: 08 April 2021 Shanshan Zhang1,2,3, Sini Zheng1,2,4, Jiahui Sun1,2,3, Xuexia Zeng1,2,4, Yangkai Duan1,2,
Guodong Luan1,2* and Xuefeng Lu1,2,3,5,6* 1 Key Laboratory of Biofuels, Qingdao Institute of Bioenergy and Bioprocess Technology, Chinese Academy of Sciences,
Qingdao, China, 2 Shandong Provincial Key Laboratory of Synthetic Biology, Qingdao Institute of Bioenergy and Bioprocess
Technology, Chinese Academy of Sciences, Qingdao, China, 3 College of Life Science, University of Chinese Academy
of Sciences, Beijing, China, 4 College of Life Science and Technology, Central South University of Forestry and Technology,
Changsha, China, 5 Dalian National Laboratory for Clean Energy, Dalian, China, 6 Laboratory for Marine Biology
and Biotechnology, Qingdao National Laboratory for Marine Science and Technology, Qingdao, China INTRODUCTION With resource shortages and environmental pollution issues becoming increasingly prominent,
photosynthetic biomanufacturing provides important options for the green and sustainable
production of biofuels and biochemicals (Melis, 2009; Lu, 2010). Cyanobacteria are potential
photosynthetic platforms and have been successfully engineered for production of multiple natural
and non-natural products (Oliver and Atsumi, 2014). To put cyanobacterial photosynthetic
biomanufacturing technology into practice, high light and high temperature tolerances would be
important properties of the cyanobacterial cell factories, aiming to facilitate stable growth and
production under stressful conditions during scaled outdoor cultivations (Luan and Lu, 2018). To improve high light and high temperature tolerances of cyanobacterial cells, complex genetic Keywords: cyanobacteria, Synechococcus elongatus PCC 7942, ATP synthase, sucrose, high temperature and
high light tolerances Rapidly Improving High Light and
High Temperature Tolerances of
Cyanobacterial Cell Factories
Through the Convenient Introduction
of an AtpA-C252F Mutation Shanshan Zhang1,2,3, Sini Zheng1,2,4, Jiahui Sun1,2,3, Xuexia Zeng1,2,4, Yangkai Duan1,2,
Guodong Luan1,2* and Xuefeng Lu1,2,3,5,6* Edited by:
Tian Zhang,
Wuhan University of Technology,
China Photosynthetic biomanufacturing is a promising route for green production of biofuels
and biochemicals utilizing carbon dioxide and solar energy. Cyanobacteria are important
microbial platforms for constructing photosynthetic cell factories. Toward scaled outdoor
cultivations in the future, high light and high temperature tolerances of cyanobacterial
chassis strains and cell factories would be determinant properties to be optimized. We
proposed a convenient strategy for rapidly improving high light and high temperature
tolerances of an important cyanobacterial chassis Synechococcus elongatus PCC 7942
and the derived cell factories. Through introduction and isolation of an AtpA-C252F
mutation, PCC 7942 mutants with improved high light and high temperature tolerances
could be obtained in only 4 days with an antibiotics-free mode. Adopting this strategy,
cellular robustness and sucrose synthesizing capacities of a PCC 7942 cell factory were
successfully improved. Reviewed by:
Lei Chen,
Tianjin University, China
Jinjin Diao,
Washington University in St. Louis,
United States *Correspondence:
Guodong Luan
luangd@qibebt.ac.cn
Xuefeng Lu
lvxf@qibebt.ac.cn Citation: Zhang S, Zheng S, Sun J, Zeng X,
Duan Y, Luan G and Lu X (2021)
Rapidly Improving High Light
and High Temperature Tolerances
of Cyanobacterial Cell Factories
Through the Convenient Introduction
of an AtpA-C252F Mutation. Front. Microbiol. 12:647164. doi: 10.3389/fmicb.2021.647164 April 2021 | Volume 12 | Article 647164 Frontiers in Microbiology | www.frontiersin.org 1 AtpA-C252F Facilitates Rapid Phenotype Improvement Zhang et al. engineering strategies have been explored and adopted to modify
or to update the native stress-response protective systems or the
photosystems. For example, overexpression of specific heat shock
proteins improved high temperature tolerance of cyanobacterial
cells (Chaurasia and Apte, 2009; Su et al., 2017), and reduction
of light harvesting antenna led to improved tolerances to high
light stress (Kirst et al., 2014). However, implementations of these
strategies rely on antibiotic resistance selection based on genetic
manipulations and require long-term cultivations and passages
for isolation of the homozygous mutant, and the entire cycle
would usually take several weeks. consisting of transformation, initial screening, and rescreening. As shown in Figure 1, plasmids carrying tailored AtpA
fragments would be transformed into PCC 7942 to induce
homologous recombination. During the initial screening step,
mutant cells obtaining the AtpA-C252 mutagenesis would
survive under the selective conditions and form colonies
on the agar plates. To exclude false positive results and to
confirm the tolerant phenotypes of the mutants, the colonies
obtained from the initial screening step would be streaked
and cultivated on fresh agar plates under the same selective
conditions. The final colonies would be collected for further
assays and evaluations. Synechococcus elongatus PCC 7942 (PCC 7942 for short) is a
widely used cyanobacterial chassis strain and has been engineered
to be cell factories for producing dozens of chemicals, including
ethanol (Deng and Coleman, 1999), 2,3-butanediol (Oliver et al.,
2013), isobutyraldehyde (Atsumi et al., 2009), ethylene (Sakai
et al., 1997), acetone (Chwa et al., 2016), 1-butanol (Lan and Liao,
2011), isopropanol (Kusakabe et al., 2013), 2-methyl-1-butanol
(Shen and Liao, 2012), 1,2-propanediol (Li and Liao, 2013),
sucrose (Ducat et al., 2012), hexose sugars (Niederholtmeyer
et al., 2010), free fatty acid (Ruffing and Jones, 2012), and 3-
hydroxypropionic acid (Lan et al., 2015). Moreover, PCC 7942
is a critical platform to explore mechanisms and strategies for
optimizing stabilities and efficiency of photosynthetic carbon
fixation (Su et al., 2017; Ungerer et al., 2018; Yu et al., 2018). Rapid Isolation of PCC 7942 Mutants
Carrying the AtpA-C252F Mutation y
g
p
Among the four AtpA-C252 mutations endowing PCC 7942
with improved tolerances to high light and high temperature
(Lou et al., 2018), we selected AtpA-C252F for proof-of-concept
of the proposed strategy in this work. A plasmid carrying an
AtpA-C252F gene fragment (termed as pSS18 in Figure 1)
was constructed and transformed into PCC 7942 cells, and
another plasmid carrying wild-type (WT) AtpA was used as a
control. PCC 7942 tolerant transformants appeared on BG11
agar plates after only 48 h of cultivation in the selective
conditions with high light and high temperature. More than
1,000 transformants were obtained on the screening plate of
PCC 7942 (transformed with pSS18, AtpA-C252F), whereas no
transformants appeared on PCC 7942 transformed with pSS3
(AtpA WT). Phenotypes of the transformants were further
checked by re-screening under the same conditions, and 23
randomly selected transformants (from the initial screening step)
all survived in the rescreening step. We further collected the 23
transformants (after the two-round selection) for AtpA sequence
analysis, and the Sanger sequencing results revealed all of the
strains carrying the AtpA-C252F mutation, indicating that the
tolerances to high light and high temperature were endowed
by the targeted mutagenesis. In addition, the sequencing
results showed that all the mutants carrying the AtpA-C252F
mutation existed as homozygous (as shown in Supplementary
Figure 1), indicating that the significant growth advantages
caused by the AtpA-C252F facilitated effective segregation of the
mutated chromosomes. Previously,
we
have
demonstrated
that
specific
point
mutations in FOF1 ATP synthase α subunit (AtpA), converting
the 252nd amino acid from cysteine to any of the four conjugated
amino
acids
(tyrosine/phenylalanine/tryptophan/histidine),
could endow PCC 7942 cells with high temperature and
high light resistances (Lou et al., 2018). Inspired by this, we
proposed a convenient strategy for rapidly improving high
light and high temperature tolerances of PCC 7942 derived cell
factories by targeted mutagenesis of AtpA-C252. Compared
with previously reported approaches, this new strategy has
two potential advantages. First, the direct stress selection (with
high light and high temperature) process would eliminate the
dependence on introducing and screening antibiotics markers
in the recombinant strains. Second, the growth advantages
of the desired transformants would reduce the time required
for cultivation and segregation. For proof-of-concept, we
successfully isolated the PCC 7942 mutant strains with improved
high light and high temperature tolerances that could be obtained
in only 4 days in an antibiotics-free mode. Rapid Isolation of PCC 7942 Mutants
Carrying the AtpA-C252F Mutation In addition, cellular
robustness and sucrose synthesizing capacities of a previously
constructed PCC 7942 cell factory were significantly optimized,
increasing the sucrose productivities by nearly onefold. High light and high temperature tolerances of the isolated
mutants were further evaluated by liquid cultivation in column
photobioreactors. As shown in Figure 2A, the growth of
the PCC 7942 mutants carrying the AtpA-C252F mutation
was similar to that of the control under normal conditions
(30◦C and 50 µmol photons/m2/s). While in a stressful
environment (44◦C and 400 µmol photons/m2/s), the mutant
strain exhibited significantly improved adaptabilities compared
with the WT control and maintained rapid growth (Figure 2B). WT cells of PCC 7942 could not survive or grow facing
the environmental stress, whereas OD730 of the AtpA-C252F
mutant cells reached up to 7 with a significantly improved
growth rate compared with when cultivated in normal conditions
(30◦C and 50 µmol photons/m2/s). The results indicated that Citation: Thus,
the improvement of the efficiency and effects on engineering PCC
7942 high light and high temperature tolerances will be of broad
and important biotechnological significance. Overview To facilitate rapid mutagenesis of AtpA-C252 and effective
isolation of the mutants, we designed a three-step procedure, April 2021 | Volume 12 | Article 647164 Frontiers in Microbiology | www.frontiersin.org 2 AtpA-C252F Facilitates Rapid Phenotype Improvement Zhang et al. FIGURE 1 | Procedures for rapid isolation of high light and high temperature tolerant PCC 7942 mutants by introduction of the AtpA-C252F mutation. FIGURE 1 | Procedures for rapid isolation of high light and high temperature tolerant PCC 7942 mutants by introduction of the AtpA-C252F mutation. FL130 was transformed with the pSS18 plasmid (AtpA-
C252F) to confirm the feasibility and effectiveness of our
strategy
when
adopted
on
cell
factories. Following
the
described
procedures,
we
successfully
isolated
high
light
and
high
temperature
tolerant
transformants
of
FL130
(Figure 3A). The final isolated and verified FL130 mutant
(AtpA-C252F) was termed as SZ41, which was able to grow
under the conditions of 45◦C with 300 µmol photons/m2/s
illumination (Figure 3B). the mutant strain of PCC 7942 obtained through the rapid
isolation process displayed significantly improved capacities to
tolerate and utilize strong illuminations even when cultivated at
high temperatures. AtpA-C252F Mutagenesis Rapidly
Improves High Light and High
Temperature Tolerances and Sucrose
Production Rates of a PCC 7942 Cell
Factory When cultivated under normal conditions of 30◦C and
100 µmol photons/m2/s, growths FL130 and SZ41 show minor
differences (Figure 3C, FL130-NTL and SZ41-NTL), and the
sucrose production reached up to 1,835 and 2,025 mg/L in
8 days, respectively (Figure 3D, FL130-NTL and SZ41-NTL). The slight increase of total carbon fixation (the sum of biomass
and sucrose) in SZ41 might result from an increased oxygen
evolution rate (Figure 4A), indicating that the introduction of
AtpA-C252F brought in benefits on the overall efficiency or We further adopted this strategy to engineer a sucrose
synthesizing cyanobacterial cell factory. Previously, we have
introduced an Escherichia
coli sourced sucrose permease
CscB into PCC 7942 to facilitate the secretory production
of sucrose under salts stress and overexpressed the native
sucrose-phosphate synthase Sps to enhance sucrose synthesis
(Duan et al., 2016; Qiao et al., 2018). The final strain April 2021 | Volume 12 | Article 647164 Frontiers in Microbiology | www.frontiersin.org 3 AtpA-C252F Facilitates Rapid Phenotype Improvement Zhang et al. FIGURE 2 | Effect of the AtpA-C252F mutation on cellular growth and tolerances of PCC 7942. Growth of the PCC 7942 strain with or without the AtpA-C252F
mutation in liquid BG11 medium at 30◦C with 50 µmol photons/m2/s illumination (A) and at 44◦C with 400 µmol photons/m2/s illumination (B). Error bars indicate
standard deviations (n = 3). FIGURE 3 | Effects of the AtpA-C252F mutation on growth, tolerance, and sucrose synthesis of a PCC 7942 derived cell factory. (A) Tolerant transformants (with the
AtpA-C252F mutation) of FL130 on BG11 agar plates after 2 days of cultivation under high light and high temperature conditions (45◦C with 300 µmol photons/m2/s
illumination). (B) FL130 and the derived SZ41 strain (FL130-AtpA-C252F) grown on BG11 plates at 45◦C with 300 µmol photons/m2/s illumination. (C) Cell growth
of FL130 and SZ41 under normal (NTL, 30◦C with 100 µmol photons/m2/s illumination) and stressful (HTL, 40◦C with 400 µmol photons/m2/s illumination)
conditions as measured by OD730. (D) Extracellular sucrose production of FL130 and SZ41. NaCl (150 mM) and IPTG (0.1 mM) were added to the BG11 medium
(C D) Error bars indicate standard deviations (n ≥3) Statistical analysis was performed by using Student’s t test (*p
0 05) FIGURE 2 | Effect of the AtpA-C252F mutation on cellular growth and tolerances of PCC 7942. AtpA-C252F Mutagenesis Rapidly
Improves High Light and High
Temperature Tolerances and Sucrose
Production Rates of a PCC 7942 Cell
Factory Growth of the PCC 7942 strain with or without the AtpA-C252F
mutation in liquid BG11 medium at 30◦C with 50 µmol photons/m2/s illumination (A) and at 44◦C with 400 µmol photons/m2/s illumination (B). Error bars indicate
standard deviations (n = 3). FIGURE 2 | Effect of the AtpA-C252F mutation on cellular growth and tolerances of PCC 7942. Growth of the PCC 7942 strain with or without the AtpA-C252F
mutation in liquid BG11 medium at 30◦C with 50 µmol photons/m2/s illumination (A) and at 44◦C with 400 µmol photons/m2/s illumination (B). Error bars indicate
standard deviations (n = 3). FIGURE 3 | Effects of the AtpA-C252F mutation on growth, tolerance, and sucrose synthesis of a PCC 7942 derived cell factory. (A) Tolerant transformants (with the
AtpA-C252F mutation) of FL130 on BG11 agar plates after 2 days of cultivation under high light and high temperature conditions (45◦C with 300 µmol photons/m2/s
illumination). (B) FL130 and the derived SZ41 strain (FL130-AtpA-C252F) grown on BG11 plates at 45◦C with 300 µmol photons/m2/s illumination. (C) Cell growth
of FL130 and SZ41 under normal (NTL, 30◦C with 100 µmol photons/m2/s illumination) and stressful (HTL, 40◦C with 400 µmol photons/m2/s illumination)
conditions as measured by OD730. (D) Extracellular sucrose production of FL130 and SZ41. NaCl (150 mM) and IPTG (0.1 mM) were added to the BG11 medium
(C,D). Error bars indicate standard deviations (n ≥3). Statistical analysis was performed by using Student’s t-test (*p < 0.05). FIGURE 3 | Effects of the AtpA-C252F mutation on growth, tolerance, and sucrose synthesis of a PCC 7942 derived cell factory. (A) Tolerant transformants (with the
AtpA-C252F mutation) of FL130 on BG11 agar plates after 2 days of cultivation under high light and high temperature conditions (45◦C with 300 µmol photons/m2/s
illumination). (B) FL130 and the derived SZ41 strain (FL130-AtpA-C252F) grown on BG11 plates at 45◦C with 300 µmol photons/m2/s illumination. (C) Cell growth
of FL130 and SZ41 under normal (NTL, 30◦C with 100 µmol photons/m2/s illumination) and stressful (HTL, 40◦C with 400 µmol photons/m2/s illumination)
conditions as measured by OD730. (D) Extracellular sucrose production of FL130 and SZ41. NaCl (150 mM) and IPTG (0.1 mM) were added to the BG11 medium
(C,D). Error bars indicate standard deviations (n ≥3). Statistical analysis was performed by using Student’s t-test (*p < 0.05). stability of cellular photosynthesis in PCC 7942 under these
conditions (30◦C, 100 µmol photons/m2/s, 150 mM NaCl). AtpA-C252F Mutagenesis Rapidly
Improves High Light and High
Temperature Tolerances and Sucrose
Production Rates of a PCC 7942 Cell
Factory the role of carbon pool for synthesis of desired metabolites; thus,
the enhanced glycogen synthesis activities and glycogen contents
could be an additional advantage of the strategy developed
in this work. SZ41 and FL130, respectively, under the high light and high
temperature conditions (Figure 3D). The different performances
on cell growths and sucrose production between the two strains
under the stressful conditions are in accordance with the
photosynthesis activities differences revealed from the oxygen
evolution rates. With enhanced illumination strengths (and
increased temperatures), photosynthesis activities of FL130 and
SZ41 were both significantly elevated compared with these under
normal conditions, and the oxygen evolution rate of SZ41 would
be 40% higher than that of FL130 (Figure 4A). We also evaluated the effects of this strategy on engineering
an
ethanologenic
cell
factory
derived
from
PCC
7942. A previously optimized ethanologenic pathway consisting
of the pyruvate decarboxylase from Zymomonas mobilis and a
type II alcohol dehydrogenase from Synechocystis sp. PCC 6803
was introduced into PCC 7942 to generate the ZN44 strain,
producing about 0.22 g/L ethanol in 2 days (Supplementary
Figure 2). Introduction of the AtpA-C252F mutation into ZN44
significantly improved the growth of the ethanologenic cell
factory (ZN45) under high light conditions (OD730 of 7.2 in
ZN45 compared with OD730 of 5.1 in ZN44 after 2 days of
cultivation). However, the ethanol production was just slightly
improved from 0.22 to 0.25 g/L, indicating that as for the
PCC 7942 derived ethanologenic cell factory, the activities
of the ethanol synthesis pathways rather than the total were
holding control over the ethanol production capacities, and
the increase of carbon fixation could not be effectively rewired
into ethanol synthesis, which could be solved through further
metabolic engineering. g
It is noteworthy that the specific sucrose production on
per cell levels was on similar levels between the two strains
(Figure 4B) whether in normal or stressful conditions, indicating
that the improved accumulation of sucrose in the SZ41 strain
resulted from the optimized cell growth and enhanced carbon
fixation caused by the AtpA-C252F mutation, rather than a
distribution of a larger portion of biomass to sucrose synthesis. After 4 days of high light and high temperature cultivation,
bleaching phenotypes would be observed for both the SZ41 and
FL130 cells, and the sucrose production would be terminated. AtpA-C252F Mutagenesis Rapidly
Improves High Light and High
Temperature Tolerances and Sucrose
Production Rates of a PCC 7942 Cell
Factory When stressful high light and high temperature conditions (40◦C
and 400 µmol photons/m2/s) were adopted, SZ41 exhibited
significantly improved growth advantages over FL130. After
4 days of cultivation supplemented with 150 mM NaCl, the cell density of the SZ41 culture broth reached about 3,
whereas that of the FL130 was lower than 2.0 (Figure 3C). The bleaching phenotypes might be caused by the synergy
effects of high light and high temperature stress and salts
stress on the Synechococcus cells, and during this process,
1.8 and 0.98 g/L of extracellular sucrose were synthesized by April 2021 | Volume 12 | Article 647164 Frontiers in Microbiology | www.frontiersin.org 4 AtpA-C252F Facilitates Rapid Phenotype Improvement Zhang et al. FIGURE 4 | Effects of the AtpA-C252F mutation on carbohydrate production of a PCC 7,942 derived cell factory. (A) Oxygen evolution rate of the FL130 and SZ41
strains under normal (NTL, 30◦C with 100 µmol photons/m2/s illumination) and stressful (HTL, 40◦C with 400 µmol photons/m2/s illumination) conditions. (B)
Specific sucrose productivities of the FL130 and SZ41 strains under normal (NTL, 30◦C with 100 µmol photons/m2/s illumination) and stressful (HTL, 40◦C with
400 µmol photons/m2/s illumination) conditions. (C) Glycogen accumulation of the FL130 and SZ41 strains under normal (NTL, 30◦C with 100 µmol photons/m2/s
illumination) and stressful (HTL, 40◦C with 400 µmol photons/m2/s illumination) conditions during the initial 3 days of cultivation. Error bars indicate standard
deviations (n ≥3). Statistical analysis was performed by using Student’s t-test (**p < 0.01). FIGURE 4 | Effects of the AtpA-C252F mutation on carbohydrate production of a PCC 7,942 derived cell factory. (A) Oxygen evolution rate of the FL130 and SZ41
strains under normal (NTL, 30◦C with 100 µmol photons/m2/s illumination) and stressful (HTL, 40◦C with 400 µmol photons/m2/s illumination) conditions. (B)
Specific sucrose productivities of the FL130 and SZ41 strains under normal (NTL, 30◦C with 100 µmol photons/m2/s illumination) and stressful (HTL, 40◦C with
400 µmol photons/m2/s illumination) conditions. (C) Glycogen accumulation of the FL130 and SZ41 strains under normal (NTL, 30◦C with 100 µmol photons/m2/s
illumination) and stressful (HTL, 40◦C with 400 µmol photons/m2/s illumination) conditions during the initial 3 days of cultivation. Error bars indicate standard
deviations (n ≥3). Statistical analysis was performed by using Student’s t-test (**p < 0.01). Frontiers in Microbiology | www.frontiersin.org AtpA-C252F Mutagenesis Rapidly
Improves High Light and High
Temperature Tolerances and Sucrose
Production Rates of a PCC 7942 Cell
Factory Xudong Xu, Institute of Hydrobiology,
Chinese Academy of Sciences
PCC 7942-C252F
Mutant strain of PCC 7942 harboring a AtpA with C252F point mutation
Lou et al., 2018
FL130
Mutant strain of PCC 7942 harboring NS1::Ptrc-sps and NS3::Ptrc-cscB, Spr Cmr
Duan et al., 2016
SZ41
Mutant strain derived from FL130, carrying atpA with the C252F point mutation
This study
ZN44
Mutant strain of PCC 7942 harboring NS1::PrbcL-pdcZM-slr1192, Spr
This study
ZN45
Mutant strain derived from ZN44, carrying AtpA with the C252F point mutation
This study
Plasmids
pSS3
Carrying the wild-type PCC 7942 atpA gene
This study
pSS18
Carrying the PCC 7942 atpA mutant gene with the C252F mutation
This study
pZN45
Carrying the NS1UP-Spr-PrbcL-pdcZM-slr1192-NS1DOWN cassette
This study
aPtrc, trc promoter; cscB, proton/sucrose exporter gene from Escherichia coli; sps, encoding a natively fused protein of sucrose-phosphate synthase SPS; NS1 and NS3,
different neutral sites in the genome of PCC 7942; Apr, ampicillin resistance; Cmr, chloramphenicol resistance; Spr, spectinomycin resistance. TABLE 2 | Primers used in this study. Primer
Sequence (5′ →3′)
Purpose
AtpA-UP500-F-NdeI
AAATTCATATGGGATGCAGCCCTATTCCGAA
Amplifying the atpA gene
AtpA-Down500-R-EcoRI
AACCTGAATTCCGGGATTTGCTCCAAACCAC
Amplifying the atpA gene
AtpA-before-F
GATTTCGATCAGTTTGGCCGCC
Checking AtpA genotypes of Synechococcus elongatus PCC 7942 mutants
AtpA-after-R
TCGCGAATCGCCTTGAGGTTTG
Checking AtpA genotypes of Synechococcus elongatus PCC 7942 mutants
pSN44-NS1-r
TTTGTTCGCCCAGCTTCTGTATGGCTCGAGCTTCT
GGAGCAGGAAGATGT
Amplifying the backbone of pSN44
pSN44-NS1-f
TGCTCAGCCATAGTAAAAATTAGTCCCTGCTCGTC
ACGCTTTCAGGCACC
Amplifying the backbone of pSN44
pSN44-slr1192-r
CTAATTTTTACTATGGCTGA
Amplifying the Spr-PrbcL-pdcZM-slr1192 DNA fragment
pSN44-sp-f
GCATGCCCGTTCCATACAGA
Amplifying the Spr-Prbcl-pdcZM-slr1192 DNA fragment different neutral sites in the genome of PCC 7942; Ap , ampicillin resistance; Cm , chloramphenicol resistance; Sp , spectinomycin resistance. TABLE 2 | Primers used in this study. Primer
Sequence (5′ →3′)
Purpose
AtpA-UP500-F-NdeI
AAATTCATATGGGATGCAGCCCTATTCCGAA
Amplifying the atpA gene
AtpA-Down500-R-EcoRI
AACCTGAATTCCGGGATTTGCTCCAAACCAC
Amplifying the atpA gene
AtpA-before-F
GATTTCGATCAGTTTGGCCGCC
Checking AtpA genotypes of Synechococcus elongatus PCC 7942 mutants
AtpA-after-R
TCGCGAATCGCCTTGAGGTTTG
Checking AtpA genotypes of Synechococcus elongatus PCC 7942 mutants
pSN44-NS1-r
TTTGTTCGCCCAGCTTCTGTATGGCTCGAGCTTCT
GGAGCAGGAAGATGT
Amplifying the backbone of pSN44
pSN44-NS1-f
TGCTCAGCCATAGTAAAAATTAGTCCCTGCTCGTC
ACGCTTTCAGGCACC
Amplifying the backbone of pSN44
pSN44-slr1192-r
CTAATTTTTACTATGGCTGA
Amplifying the Spr-PrbcL-pdcZM-slr1192 DNA fragment
pSN44-sp-f
GCATGCCCGTTCCATACAGA
Amplifying the Spr-Prbcl-pdcZM-slr1192 DNA fragment transplantation to photosynthetic cell factories could be expected
through similar procedures developed in this manuscript, aiming
to optimize the growth or tolerance properties. In addition,
to some gene deficiency-related growth advantages (meaning
benefits caused by loss of specific gene functions) (Joseph et al.,
2014; Kirst et al., 2014), this strategy could be expected to
work and facilitate the rapid isolation of the gene-deficient
mutants. AtpA-C252F Mutagenesis Rapidly
Improves High Light and High
Temperature Tolerances and Sucrose
Production Rates of a PCC 7942 Cell
Factory However, it is still noteworthy that the application
of this strategy to other targets might be limited by the
significant degrees of the growth advantages endowed by specific
mutations, which might not be as effective as that from AtpA-
C252 (stress tolerances coupled with growth advantages). To this
end, systematic optimization of selective pressure strengths and
methods would be required in order to achieve the ideal effects of
strain improvements. mutation. Adopting this strategy, cellular robustness and sucrose
synthesizing capacities of the PCC 7942 derived cell factory were
significantly improved. AtpA-C252F Mutagenesis Rapidly
Improves High Light and High
Temperature Tolerances and Sucrose
Production Rates of a PCC 7942 Cell
Factory However, it is noteworthy that the AtpA-C252F mutation
carrying the SZ41 strain under the stressful conditions could
synthesize similar concentrations of sucrose utilizing half of
the cultivation term as that obtained under normal conditions
(1.8 g/L in 4 days versus 2.0 g/L in 8 days). In addition to
sucrose, the SZ41 strain also accumulated higher intracellular
glycogen contents than the FL130 under high light and high
temperature conditions, confirming the improved capacities for
carbohydrates synthesis caused by the AtpA-C252F mutations
(Figure 4C). Both sucrose and glycogen biosyntheses depend
on the precursor glucose-1-phosphate, and it has been reported
that the metabolic flux through glucose-1-phosphate significantly
determines the flexibility of the intracellular carbon distribution
of cyanobacteria via a dynamic balance between different
metabolic branches (Luan et al., 2019). Furthermore, it has been
reported that S. elongatus UTEX 2973, the fast-growing strain
carrying AtpA-C252Y single nucleotide polymorphism (SNP)
compared with PCC 7942, would overaccumulate glycogen to
buffer the enhanced carbon flux from the CBB cycle (Song et al.,
2016; Tan et al., 2018). Glycogen storage serves as the main
carbon sink mechanism of cyanobacterial cells and could play Compared with the recently reported fast-growing and
robust cyanobacteria S. elongatus UTEX 2973, PCC 7942 still
possesses the advantages of clear genetic background and more
convenient genetic manipulation, and dozens of photosynthetic
cell factories have been engineered based on this typical
model strain. The strategy developed in this work provided a
convenient approach to update the related PCC 7942 derived
cell factories, which would avoid repeated implementations
of the complex metabolic engineering with a new chassis. In
addition, the success in this work provided a novel targeted
mutagenesis and selective isolation manipulation paradigm for
cyanobacterial phenotypes improvements. In recent years, many
SNPs have been identified to be related with cellular growth
or survival benefits, e.g., acid tolerances (Uchiyama et al.,
2015), alcohol tolerances (Hirokawa et al., 2018), high light
and high temperature tolerances (Lou et al., 2018), and growth
rates (Ungerer et al., 2018). Regarding such mutations endowing
cells with specific growth advantages, rapid and convenient April 2021 | Volume 12 | Article 647164 Frontiers in Microbiology | www.frontiersin.org 5 AtpA-C252F Facilitates Rapid Phenotype Improvement Zhang et al. TABLE 1 | Cyanobacterial strains and plasmids used in this study. Strain
Genotypesa
References
PCC 7942
Synechococcus elongatus PCC 7942 wild-type
Gifted by Prof. Chemicals and Reagents All reagents were purchased from Sigma-Aldrich (United States). Taq and pfu DNA polymerases for PCR were purchased
from Transgene Biotech (Beijing, China). T4 DNA ligase and
restriction enzymes were purchased from Fermentas (Canada)
or New England Biolabs (Japan). The kits for molecular cloning
were from Omega Bio-tek (Norcross, GA, United States). Oligonucleotides were synthesized, and DNA sequencing was
performed by Tsingke (Qingdao, China). Frontiers in Microbiology | www.frontiersin.org Construction of Plasmids and Strains Escherichia coli DH5α (TaKaRa, Dalian, China) was used as
a host for cloning. The strains constructed and used in the
present study are listed in Table 1. All the constructed plasmids
employed pUC19 as backbone. To construct pSS3 and pSS18,
AtpA-encoding gene containing 252C/252F was cloned from the
chromosome of PCC 7942 and PCC 7942-C252F via PCR using
the primers AtpA-UP500-F-NdeI and AtpA-Down500-R-EcoRI
listed in Table 2. PCR products were purified using the E.Z.N.A High light and high temperature tolerances are important
properties for cyanobacterial cell factories, aiming to put the
photosynthetic biomanufacturing technology into practice. We
developed a rapid and convenient strategy for improving
cellular tolerances to high light and high temperature in
an important cyanobacterial chassis PCC 7942 derived cell
factory by antibiotics-free introduction of an AtpA-C252F April 2021 | Volume 12 | Article 647164 6 AtpA-C252F Facilitates Rapid Phenotype Improvement Zhang et al. Cycle Pure Kit (Omega Bio-Tek, Norcross, GA, United States),
and then the AtpA/AtpA-C252F fragments were digested with
NdeI and EcoRI and inserted into pUC19 for constructing the
target plasmids pSS3 and pSS18. To construct the ZN44 strain, a
cassette containing the spectinomycin resistance gene, the PrbcL
promoter sequence, the PdcZM gene, and the slr1192 gene was
amplified from a previously constructed pZG25 plasmid (Gao
et al., 2012) and ligated with the backbone of another previously
constructed plasmid pFL20n (Duan et al., 2016) containing the
upstream and downstream sequences of neutral site I (NS1). The
final obtained plasmid was termed as pZN44. All the resulting
plasmids were then verified by Sanger gene sequencing and are
listed in Table 1. Germany). The sensor was calibrated with air-saturated water
and de-oxygenated water as 100% and 0% O2 levels. The culture
broths of FL130 or SZ41 were transferred to the respiration
vials and placed in the corresponding culture conditions. The
oxygen concentration in the respiration vials was continuously
monitored by the oxygen microsensor connected to the oxygen
logger software. The final photosynthetic oxygen evolution
rate was calculated according to the Chla content, which
was determined spectrophotometrically at OD665 and OD720
in methanol extracts and calculated with the formula: Chla
(mg/L) = 12.9447 × (A665 −A720). Transformation of the PCC 7942 Strains Transformation of the PCC 7942 Strains
Transformation of PCC 7942 derived cell factory FL130 was
performed according to a previously reported method with
optimization and quantitation (Lou et al., 2018). Briefly, 2 ml
WT or FL130 broth with an OD730 of 1.0 was centrifuged at
6,000 × g for 5 min and then re-suspended in 250 µl of fresh
BG11 medium. Next, 200 ng plasmid was added and incubated
in the dark at 150 rpm and 30◦C for 6–24 h. Then, 5 µl of
the mixtures (about 4 × 106 cells) was plated on solid BG11
plates with 1.5% agar after transformation and incubated at 45◦C
and 300 µmol photons/m2/s for 2 days. The obtained colonies
would be picked, streaked on fresh BG11 plates, and incubated
for another 24 h under the same conditions. Genotypes of the
final survived transformants would be checked, and the atpA gene
would be amplified for Sanger sequencing. To determine the amount of extracellular sucrose in PCC 7942
culture broth, 1 ml of cyanobacterial culture was centrifuged,
and sucrose in the supernatant was measured using the
sucrose/D-glucose assay kit (Megazyme). The glycogen contents
in PCC 7942 cells were measured as previously introduced with
modifications (Chi et al., 2019). After the glycogen precipitants
were hydrolyzed to glucose by treatment with amyloglucosidase
at 60◦C for 2 h, glucose in 100 mM sodium acetate (pH 4.5)
solution was measured using the sucrose/D-glucose assay kit
(Megazyme). FUNDING This work was supported by the National Natural Science
Foundation of China (grant numbers 31525002, 31872624,
31770092,
32070084,
and
31700048),
Strategic
Priority
Research
Program
of
the
Chinese
Academy
of
Sciences
(Transformational
Technologies
for
Clean
Energy
and
Demonstration,
XDA21010211),
and
Shandong
Taishan
Scholarship (to XL). This work was supported by the National Natural Science
Foundation of China (grant numbers 31525002, 31872624,
31770092,
32070084,
and
31700048),
Strategic
Priority
Research
Program
of
the
Chinese
Academy
of
Sciences
(Transformational
Technologies
for
Clean
Energy
and
Demonstration,
XDA21010211),
and
Shandong
Taishan
Scholarship (to XL). Cultivations of Cyanobacterial Strains Cultivations of Cyanobacterial Strains
For phenotypes evaluations, PCC 7942 WT and the derived
strains would be cultivated in BG11 medium with column
photobioreactors (3 cm diameter), and the temperature and
illumination strengths would be set as required. The light would
be provided by incandescent lamps (NVC, NDL433SI-28W). Then, 3% (volume to volume) CO2 air would be bubbled for
carbon source supplementations. For liquid cultivation of the
WT PCC 7942 and the derived mutant carrying the AtpA-C252F
mutation, the normal conditions were set as 30◦C and 50 µmol
photons/m2/s, and the respective stressful conditions were set
as 44◦C and 400 µmol photons/m2/s. For sucrose production,
150 mM NaCl and 0.1 mM isopropyl-D-1-thiogalactopyranoside
(IPTG) would be added to the culture medium. During this
process, normal conditions were set as 30◦C and 100 µmol
photons/m2/s, whereas stressful conditions were set as 40◦C
and 400 µmol photons/m2/s. The growth of each cyanobacterial
strain was monitored by measuring the optical density at 730 nm
(OD730). Dry cell weights (DCWs) were determined following
the methods previously described (Wang et al., 2019). As for the
cultivation of ethanologenic strains, the conditions were also set
as 30◦C and 400 µmol photons/m2/s, and the ethanol production
would be evaluated as previously described (Wang et al., 2019). AUTHOR CONTRIBUTIONS SZha, SZhe, XZ, and YD performed the research project. GL
and XL supervised the research project and guided the design
of experiments. SZha, GL, and XL drafted and revised the
manuscript. All authors contributed to the article and approved
the submitted version. DATA AVAILABILITY STATEMENT The raw data supporting the conclusions of this article will be
made available by the authors, without undue reservation. REFERENCES doi: 10.1002/bit.24509 Duan, Y., Luo, Q., Liang, F., and Lu, X. (2016). Sucrose secreted by the engineered
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acid production in genetically engineered Synechococcus elongatus PCC 7942. Biotechnol. Bioengin. 109, 2190–2199. SUPPLEMENTARY MATERIAL Oxygen Evolution Rates Determination
Oxygen
concentration
was
measured
using
fiber-based
and contactless oxygen microsensors (PyroScience, Aachen, The Supplementary Material for this article can be found
online
at:
https://www.frontiersin.org/articles/10.3389/fmicb. 2021.647164/full#supplementary-material Oxygen
concentration
was
measured
using
fiber-based
and contactless oxygen microsensors (PyroScience, Aachen, April 2021 | Volume 12 | Article 647164 Frontiers in Microbiology | www.frontiersin.org 7 AtpA-C252F Facilitates Rapid Phenotype Improvement Zhang et al. REFERENCES Genomic analysis of parallel-evolved cyanobacterium Synechocystis sp. PCC 6803 under acid stress. Photosynth Res. 125, 243–254. doi: 10.1007/s11120-
015-0111-3 Kusakabe, T., Tatsuke, T., Tsuruno, K., Hirokawa, Y., Atsumi, S., Liao, J. C.,
et al. (2013). Engineering a synthetic pathway in cyanobacteria for isopropanol
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the cyanobacterium Synechococcus elongatus UTEX 2973. Proc. Natl. Acad. Sci. U S A 115, E11761–E11770. doi: 10.1073/pnas.1814912115 Lan, E. I., Chuang, D. S., Shen, C. R., Lee, A. M., Ro, S. Y., and Liao, J. C. (2015). Metabolic engineering of cyanobacteria for photosynthetic 3-hydroxypropionic
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butanol production from carbon dioxide. Metab. Eng. 13, 353–363. doi: 10. 1016/j.ymben.2011.04.004 Yu, H., Li, X., Duchoud, F., Chuang, D. S., and Liao, J. C. (2018). Augmenting
the calvin-benson-bassham cycle by a synthetic malyl-CoA-glycerate carbon
fixation pathway. Nat. Commun. 9:2008. doi: 10.1038/s41467-018-04417-z Li, H., and Liao, J. C. (2013). Engineering a cyanobacterium as the catalyst for the
photosynthetic conversion of CO2 to 1,2-propanediol. Microb. Cell. Fact. 12:4. doi: 10.1186/1475-2859-12-4 Conflict of Interest: The authors declare that the research was conducted in the
absence of any commercial or financial relationships that could be construed as a
potential conflict of interest. Lou, W. J., Tan, X. M., Song, K., Zhang, S. S., Luan, G. D., Li, C., et al. (2018). A
specific single nucleotide polymorphism in the ATP synthase gene significantly
improves environmental stress tolerance of Synechococcus elongatus PCC 7942. Appl. Environ. Microbiol. 84, e1218–e1222. doi: 10.1128/AEM.01222-18 Copyright © 2021 Zhang, Zheng, Sun, Zeng, Duan, Luan and Lu. 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. Appl. Environ. Microbiol. 84, e1218–e1222. doi: 10.1128/AEM.012 Lu, X. (2010). A perspective: photosynthetic production of fatty acid-based biofuels
in genetically engineered cyanobacteria. Biotechnol. Adv. 28, 742–746. doi: 10. 1016/j.biotechadv.2010.05.021 Luan, G., and Lu, X. (2018). Tailoring cyanobacterial cell factory for improved
industrial properties. Biotechnol. Adv. 36, 430–442. doi: 10.1016/j.biotechadv. 2018.01.005 April 2021 | Volume 12 | Article 647164 Frontiers in Microbiology | www.frontiersin.org 8
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Clinical significance of the neutrophil-to-lymphocyte ratio in oligometastatic breast cancer
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Breast cancer research and treatment
| 2,022
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Abstract Purpose This study investigated the clinical impact of pretreatment neutrophil-to-lymphocyte ratio (NLR) on survival in
patients with oligometastatic breast cancer. Patients and methods We collected data from 397 patients who underwent primary breast surgery from 2004 to 2015 and
developed recurrence during the follow-up. We reviewed the images and clinical information and defined OMD according
to the European Society for Medical Oncology advanced breast cancer guidelines. The NLR was calculated using pretreat-
ment data of primary breast cancer. The cutoff value of the NLR was determined by receiver operating characteristic curve
with Youden Index.i Results Among 397 patients, 131 had OMD at recurrence. The low-NLR group included patients of significantly older age at
primary cancer than those in the high-NLR group. A low NLR indicated a better overall survival (p = 0.023) after adjusting
for relevant factors, including estrogen receptor status, surgical resection of metastatic disease, metastatic organ number,
disease-free interval, and liver metastasis than did the high-NLR group. We developed prognostic models for OMD using six
independent prognostic factors, including the NLR. The number of factors was associated with overall survival; patients with
all six favorable factors showed a good overall survival of 90.9% at 8 years and those with four or more factors showed 70.4%. Conclusions The NLR was an independent prognostic factor for overall survival in OMD. The number of favorable prog-
nostic factors was associated with overall survival. A prognostic model, including the NLR, will help identify patients with
a favorable prognosis. Keywords Oligometastatic breast cancer · Neutrophil-to-lymphocyte ratio · NLR · Oligometastatic disease · Breast cancer Keywords Oligometastatic breast cancer · Neutrophil-to-lymphocyte ratio · NLR · Oligometastat CLINICAL TRIAL CLINICAL TRIAL Clinical significance of the neutrophil‑to‑lymphocyte ratio
in oligometastatic breast cancer Yuka Inoue1 · Makoto Fujishima2 · Makiko Ono3 · Jun Masuda4 · Yukinori Ozaki4 · Tetsuyo Maeda1 · Natsue Uehiro1 ·
Yoko Takahashi1 · Takayuki Kobayashi4 · Takehiko Sakai1 · Tomo Osako5 · Takayuki Ueno1 · Shinji Ohno6 Yuka Inoue1 · Makoto Fujishima2 · Makiko Ono3 · Jun Masuda4 · Yukinori Ozaki4 · Tetsuyo Maeda1 · Natsue Uehiro1 ·
Yoko Takahashi1 · Takayuki Kobayashi4 · Takehiko Sakai1 · Tomo Osako5 · Takayuki Ueno1 · Shinji Ohno6 Received: 7 July 2022 / Accepted: 22 August 2022 / Published online: 24 September 2022
© The Author(s) 2022 Extended author information available on the last page of the article * Takayuki Ueno
takayuki.ueno@jfcr.or.jp
Extended author information available on the last page of the article Breast Cancer Research and Treatment (2022) 196:341–348
https://doi.org/10.1007/s10549-022-06726-w Breast Cancer Research and Treatment (2022) 196:341–348
https://doi.org/10.1007/s10549-022-06726-w CLINICAL TRIAL * Takayuki Ueno
takayuki.ueno@jfcr.or.jp Introduction between locally confined and systemically metastatic disease
in 1995 [9]. Although patients with OMD are considered as
potentially curable [6], there are no clear diagnostic crite-
ria or treatment guidelines for OMD, and it is unclear who
will benefit from treatment of curative intent. The European
Society for Medical Oncology (ESMO) advanced breast can-
cer (ABC) guidelines define OMD as low volume metastatic
disease with a limited number and size of metastatic lesions
(up to five lesions and not necessarily in the same organ)
[10]. Conversely, German experts define it as a limited num-
ber of metastases in one body organ [11]. Because metastatic breast cancer (MBC) is an incurable
disease, systemic therapy for palliation is the standard of
care for affected patients [1, 2]. Approximately 30%–40%
of patients with MBC will develop widespread metastases
[3–5]. Although the advancement of systemic therapy for
MBC has led to improved overall survival (OS), the median
OS ranges widely from 8 months to 4 years [6–8]. However,
in clinical practice, some patients achieve the status of no
evident disease or long-term survival with controlled MBC.i Hellman and Weichselbaum first proposed the concept
of oligometastatic disease (OMD) as a distinct cancer state Recent reports have shown that the neutrophil-to-lym-
phocyte ratio (NLR) correlates with survival in patients
with cancer, including breast cancer [12, 13]. Although
inflammatory cells and mediators in the tumor microen-
vironment play an important role in cancer progression,
which may be reflected by systemic immune status [14], (0121 3456789)
3 3456789)
3 Breast Cancer Research and Treatment (2022) 196:341–348 342 significantly older age at primary breast cancer than those
in the high-NLR group (p = 0.0026). There were no sig-
nificant differences in clinical stage or subtype between the
two groups. More patients received endocrine therapy as
adjuvant therapy in the high-NLR group than in the low-
NLR group (p = 0.0447). the clinical significance of NLR in oligometastatic breast
cancer requires elucidation. This study investigated the clini-
cal impact of pretreatment NLR on the survival of patients
with oligometastatic breast cancer to help identify patients
who will benefit from treatment of curative intent. Table 2 shows the clinical characteristics of patients at
recurrence and the treatment for OMD by the NLR groups. The low-NLR group included patients of significantly
older age at recurrence than those in the high-NLR group
(p = 0.0037). Patients and methods We analyzed the data from 397 patients who underwent
primary breast surgery from 2004 to 2015 and developed
recurrence in sites other than central nervous system during
follow-up in our institution. Their (neo)adjuvant therapy was
administered based on the guidelines of the Japanese Breast
Cancer Society [15]. We reviewed the images and clini-
cal information and defined OMD according to the ESMO
ABC guidelines [10]. The NLR was defined as the absolute
blood neutrophil count divided by the absolute lymphocyte
count in the peripheral blood and was calculated using pre-
treatment data of the patients at the time of primary breast
cancer. The cutoff value of the NLR was determined by
receiver operating characteristics curve analysis using the
Youden index. OS was defined as the period from the day of
diagnosis of breast cancer recurrence until the day of death
from any cause. JMP software, version 8.0.0 (SAS Institute,
Cary, NC), was used for all statistical analyses. The results
are expressed as the mean ± standard deviation or number. Group differences in continuous variables were assessed by
the Mann–Whitney test. Group differences in categorical
variables were assessed by the chi-squared test. Survival
curves were plotted by the Kaplan–Meier method and com-
pared by the log-rank test. Survival data were evaluated
using a multivariate Cox proportional hazards model. Dif-
ferences were considered significant at two-sided p < 0.05. A prognostic model for OMD was developed using favorable
prognostic factors on multivariate analysis. Harrell's C-index
was used to evaluate the prognostic strength of models [16]. Figure 1A shows the OS of patients with OMD by
the NLR groups. Those in the low NLR had better OS
(p = 0.023) after adjusting for estrogen receptor (ER)
status, age at recurrence, (neo)adjuvant chemotherapy,
surgical resection of metastatic disease, metastatic organ
number, DFI, and liver metastasis (Table 3). In addition,
no (neo)adjuvant chemotherapy (p = 0.0044), surgical
resection (p = 0.0416), single metastatic organ (p = 0.05),
DFI > 2 years (p = 0.007), and no liver metastasis
(p = 0.02) were independent favorable prognostic factors
(Table 3). In the whole population of patients with recur-
rent breast cancer, the NLR was prognostic (p = 0.0052)
while it was not in patients with recurrent breast cancer
without OMD (p = 0.134) (Supplementary Fig. 2A and
B). Thus, the prognostic significance of NLR was more
prominent for patients with OMD than for those without. Introduction There were no significant differences in
disease-free interval (DFI), number of metastatic organs,
number of metastatic lesions, presence/absence of distant
metastasis, or site of metastasis between the two groups. Moreover, there were no significant differences in the 1st-
line therapy for OMD after recurrence between the two
groups (Table 2). Patients and methods To select patients with favorable prognosis likely to
benefit from treatment of curative intent, prognosis was
compared according to the number of favorable prognostic
factors, including no (neo)adjuvant chemotherapy, surgical
resection, single metastatic organ, DFI > 2 years, no liver
metastasis, and low NLR. The number of prognostic fac-
tors was associated with OS (p < 0.001) (Fig. 1B). The OS
at 8 years was calculated based on the number of included
factors (Table 4). Patients with all six of the favorable fac-
tors showed an excellent 8-year OS of 90.9% (p = 0.001;
hazard ratio [HR] = 9.14), while patients with five or more
factors showed an OS of 75.6% (p = 0.0025) and those with
four or more factors showed an OS of 70.4% (p < 0.001)
(Supplementary Fig. 3). The concordance of each model
was evaluated using Harrell's C-index, with a C-index of
0.737 for the model with NLR, which was higher than for
the model without NLR (a C-index of 0.72). For the pre-
diction of 5-year OS, we constructed a nomogram using
these predictive factors (Fig. 2). Results Among 397 cases with recurrent breast cancer, 131 cases
(33%) had OMD. The median follow-up from recurrence
was 59 months (range 6–151 months). The cutoff value of
the NLR was 2.52 by the Youden index using data from
patients with OMD, and 93 patients (71%) were classified
in the low-NLR group. The absolute counts of neutrophil
and lymphocyte were plotted on a graph (Supplemen-
tary Fig. 1). Table 1 shows the background characteris-
tics of patients at primary breast cancer according to the
NLR groups. The low-NLR group included patients of 1 3 3 Breast Cancer Research and Treatment (2022) 196:341–348 Breast Cancer Research and Treatment (2022) 196:341–348 343 Table 1 The background
characteristics of patients with
primary breast cancer according
to NLR group
NLR Neutrophil-to-lymphocyte ratio, ER estrogen receptor, PR progesterone receptor, HER2 human epi-
dermal growth factor receptor type2, Statistically significant P values are shown in bold. High-NLR
n = 38
Low-NLR
n = 93
P value
Age at primary breast cancer (median, range)
47 (29–73)
55 (27–86)
0.0026
cStage
0
0
(0)
3
(3)
0.40
I
6
(16)
18
(19)
II
18
(47)
49
(53)
III
14
(37)
23
(25)
ER
−
6
(16)
31
(33)
0.054
+
32
(84)
62
(67)
PR
−
18
(47)
50
(54)
0.56
+
20
(53)
43
(46)
HER2
−
31
(82)
72
(77)
0.65
+
7
(18)
23
(21)
Subtype
HR+HER2−
28
(74)
55
(59)
0.16
HR+HER2+
5
(13)
8
(9)
HR−HER2+
2
(5)
12
(13)
HR−HER2−
3
(8)
18
(19)
Adjuvant endocrine therapy
No
8
(21)
37
(40)
0.0447
Yes
30
(79)
56
(60)
(Neo)adjuvant chemotherapy
No
7
(18)
24
(26)
0.50
Yes
31
(82)
69
(74)
(Neo)adjuvant anti-HER2 therapy
No
35
(92)
78
(84)
0.27
Yes
3
(8)
15
(16)
(%)
(%) NLR Neutrophil-to-lymphocyte ratio, ER estrogen receptor, PR progesterone receptor, HER2 human epi-
dermal growth factor receptor type2, Statistically significant P values are shown in bold. Results High-NLR
n = 38
Low-NLR
n = 93
P value
Age at primary breast cancer (median, range)
47 (29–73)
55 (27–86)
0.0026
cStage
0
0
(0)
3
(3)
0.40
I
6
(16)
18
(19)
II
18
(47)
49
(53)
III
14
(37)
23
(25)
ER
−
6
(16)
31
(33)
0.054
+
32
(84)
62
(67)
PR
−
18
(47)
50
(54)
0.56
+
20
(53)
43
(46)
HER2
−
31
(82)
72
(77)
0.65
+
7
(18)
23
(21)
Subtype
HR+HER2−
28
(74)
55
(59)
0.16
HR+HER2+
5
(13)
8
(9)
HR−HER2+
2
(5)
12
(13)
HR−HER2−
3
(8)
18
(19)
Adjuvant endocrine therapy
No
8
(21)
37
(40)
0.0447
Yes
30
(79)
56
(60)
(Neo)adjuvant chemotherapy
No
7
(18)
24
(26)
0.50
Yes
31
(82)
69
(74)
(Neo)adjuvant anti-HER2 therapy
No
35
(92)
78
(84)
0.27
Yes
3
(8)
15
(16)
(%)
(%) Table 1 The background
characteristics of patients with
primary breast cancer according
to NLR group NLR Neutrophil-to-lymphocyte ratio, ER estrogen receptor, PR progesterone receptor, HER2 human epi-
dermal growth factor receptor type2, Statistically significant P values are shown in bold. Some studies have suggested that local treatment for
metastatic lesions, such as surgery and radiotherapy,
improves the survival of patients with OMD [18] The
SABR-COMET trial, a phase 2 randomized trial, dem-
onstrated that stereotactic ablative radiotherapy improved
the prognosis of patients with OMD from different pri-
mary cancers, including breast cancer [19]. The SABR-
COMET-3 trial, a phase 3 trial of the same concept,
including breast cancer patients with OMD, is currently
underway [20]. Some studies have examined outcomes
after surgical resection of lung, liver, and brain metastases
and suggested good long-term disease control and sur-
vival for selected patients [21–24]. There are also some
case–control studies suggesting a survival benefit from
surgical resection of metastatic lesions in patients with
breast OMD [25–30]. However, these studies are retro-
spective, limited by number of patients, and conducted in Discussion This study showed that a low NLR was an independent
favorable prognostic factor for breast OMD. Although the
association between the NLR and prognosis in breast cancer
has been reported in multiple studies [12, 13], to the best of
our knowledge, this is the first report to show the prognos-
tic significance of the NLR in OMD. A recent systematic
review of breast OMD demonstrated that comparing to those
without, patients with solitary metastasis, > 24-month inter-
val between primary tumor and OMD, no or limited involved
axillary lymph nodes at primary diagnosis, and hormone-
receptor positivity were associated with better prognosis
[17]. However, the NLR was not considered in that study. Our study results may enable clinicians to better predict the
prognosis of patients with OMD by considering the NLR in
the prognostic model. 1 3 Breast Cancer Research and Treatment (2022) 196:341–348 344 OMD oligometastatic disease, DFI disease-free interval, RT radiotherapy, Statistically significant P values
are shown in bold. *A breakdown of the anti-HER2 therapy is shown in supplementary Table 1
High-NLR
n = 38
Low-NLR
n = 93
P value
Age at recurrence(median, range)
49 (30–78)
57 (31–86)
0.0037
DFI(month, median, range)
30 (6–97)
30 (2–98)
0.60
Number of metastatic organs
1
36
(95)
83
(89)
0.57
2
2
(5)
9
(10)
3
0
(0)
1
(1)
Number of metastatic lesions
1
20
(53)
57
(62)
0.73
2
7
(18)
16
(17)
3
7
(18)
13
(14)
4
3
(8)
3
(3)
5
1
(3)
3
(3)
Distant metastasis
1.00
Yes
25
(66)
62
(67)
No
13
(34)
31
(33)
Site of metastasis
Local
4
(11)
13
(14)
0.77
Region LN
11
(29)
23
(25)
0.66
Bone
12
(32)
27
(29)
0.83
Liver
7
(18)
16
(17)
1.00
Lung/pleura
5
(13)
19
(20)
0.46
Distant LN
1
(3)
6
(6)
0.67
Surgery for OMD
No
29
(76)
63
(71)
0.66
Yes
9
(24)
26
(29)
RT for OMD
No
32
(84)
75
(81)
0.80
Yes
6
(16)
18
(19)
1st line
Chemotherapy
11
(30)
44
(47)
0.079
Endocrine therapy
24
(65)
45
(48)
0.11
Anti-HER2 therapy*
5
(13)
18
(19)
0.61
(%)
(%) Table 2 The clinical
characteristics at recurrence
and the treatment for OMD
according to NLR groups with favorable prognosis would help to indicate those who
would benefit from intensive treatment of curative intent,
including surgery. Discussion OMD oli-
gometastatic disease, DFI disease-free survival, NLR neutrophil-to-
lymphocyte ratio
Table 3 Multivariate analysis
for the overall survival
ER estrogen receptor, CI confidence interval, DFI disease-free interval, NLR neutrophil-to-lymphocyte
ratio, Statistically significant P values are shown in bold. Variable
Multivariate analysis
HR (95%CI)
P value
ER
Positive vs. negative
0.91 (0.52–1.62)
0.74
Age at recurrence
< 50 vs. 50-
0.59 (0.33–1.08)
0.09
(neo) adjuvant chemotherapy
No vs. yes
0.38 (0.17–0.75)
0.0044
Surgical resection
Yes vs. no
0.53 (0.27–0.98)
0.0416
Number of metastatic organs
1 vs. 2 or more
0.45 (0.23–1.00)
0.05
DFI (year)
2- vs. < 2
0.40 (0.23–0.70)
0.007
Liver metastasis
No vs. yes
0.50 (0.29–0.89)
0.02
NLR
Low vs. High
0.52 (0.30–0.91)
0.023 NLR-low(n=93)
NLR-high(n=38)
Time after recurrence (year)
Overall survival
0
1
0
0
20
40
60
100
80
p = 0.09 (log-rank test)
p = 0.023 (adjusted*)
5
Time after recurrence (year)
Overall survival
0
20
40
60
100
80
0
10
6 (n=11)
5 (n=10)
4 (n=41)
3 (n=41)
2 (n=26)
1 (n=2)
p<0.001
5
A
B
Fig. 1 A Kaplan–Meier survival curves for overall survival in
patients with OMD by NLR. A low NLR indicated better survival
(p = 0.023) after adjusting for estrogen receptor status, age at recur-
rence, (neo) adjuvant chemotherapy, surgical resection of metastatic
disease, metastatic organ number, DFI, and liver metastasis, than did
a high NLR. *adjusted for estrogen receptor status, age at recurrence,
(neo) adjuvant chemotherapy, surgical resection of metastatic disease,
metastatic organ number, DFI, and liver metastasis. B Kaplan–Meier
survival curves for overall survival in patients with OMD by the
number of prognostic factors for OMD. Survival curves were drawn
according to the number of the favorable prognostic factors, including
no (neo)adjuvant chemotherapy, surgical resection, single metastatic
organ, DFI > 2 years, no liver metastasis, and low NLR. The number
of the factors was associated with post-recurrence survival. OMD oli-
gometastatic disease, DFI disease-free survival, NLR neutrophil-to-
lymphocyte ratio Time after recurrence (year)
Overall survival
0
20
40
60
100
80
0
10
6 (n=11)
5 (n=10)
4 (n=41)
3 (n=41)
2 (n=26)
1 (n=2)
p<0.001
5
B NLR-low(n=93)
NLR-high(n=38)
Time after recurrence (year)
Overall survival
0
1
0
0
20
40
60
100
80
p = 0.09 (log-rank test)
p = 0.023 (adjusted*)
5
A B Fig. 1 A Kaplan–Meier survival curves for overall survival in
patients with OMD by NLR. Discussion Limitations
One of the major limitations in this study was its small
number of patients, which resulted partly from it being a
Table 4 The association the number of the prognostic factors and
overall survival
OS overall survival
Number of favorable prog-
nostic factors
OS at 8 years
(%)
HR
P value
6
90.9
9.14
0.001
≥ 5
75.6
3.68
0.0025
≥ 4
70.4
3.91
< 0.001 Table 4 The association the number of the prognostic factors and
overall survival
OS overall survival
Number of favorable prog-
nostic factors
OS at 8 years
(%)
HR
P value
6
90.9
9.14
0.001
≥ 5
75.6
3.68
0.0025
≥ 4
70.4
3.91
< 0.001 single institutional study. Therefore, the survival analysis
of this population needs to be interpreted with caution. We
are planning a multicenter study with a larger population
to confirm the results of this study. Another limitation is
that the NLR at the time of recurrence could not be calcu-
lated because white blood cell fractions were not measured
in all patients at recurrence. However, our result suggested
that the NLR at primary cancer impacted survival even
after recurrence, indicating the importance of the primary
immune status throughout the disease course. The differ-
ence in the proportion of patients given adjuvant endo-
crine therapy between the two groups is another limitation
(Table 1). Because female hormones have been reported
to affect T-cell proliferation and neutrophil counts [31,
32], adjuvant endocrine therapy may have affected the sys-
temic immune status. To reduce such a bias, we included
ER status, which was associated with administration of
adjuvant endocrine therapy, in the multivariate analysis, single institutional study. Therefore, the survival analysis
of this population needs to be interpreted with caution. We
are planning a multicenter study with a larger population
to confirm the results of this study. Another limitation is
that the NLR at the time of recurrence could not be calcu-
lated because white blood cell fractions were not measured
in all patients at recurrence. However, our result suggested
that the NLR at primary cancer impacted survival even
after recurrence, indicating the importance of the primary
immune status throughout the disease course. The differ-
ence in the proportion of patients given adjuvant endo-
crine therapy between the two groups is another limitation
(Table 1). Discussion Our results suggest that the addition of
the NLR to conventional prognostic factors would be use-
ful in such a prognostic model. highly selective cohorts; thus, a selection bias cannot be
avoided. Indeed, the Korean case–control study showed
better survival in patients with surgical resection of pul-
monary metastases than in patients without surgery, but in
the multivariate analysis, surgical resection did not remain
an independent prognostic factor [26]. Therefore, it is
unclear whether surgery itself contributes to the improved
prognosis of patients with OMD. However, these stud-
ies do not exclude the possibility that surgical resection
of metastatic lesions may provide some survival benefit
in highly selected patients with favorable prognosis. A
refined prognostic model that can select these patients Most studies that examined prognostic factors in OMD
focused on tumor-related factors, such as the number of
metastatic lesions, metastatic organs, and tumor subtypes. However, it is now clear that host-related factors also affect
patient prognosis. In this study, we showed that the NLR at
primary diagnosis indicated the survival in patients with 3 3 Breast Cancer Research and Treatment (2022) 196:341–348 345 NLR-low(n=93)
NLR-high(n=38)
Time after recurrence (year)
Overall survival
0
1
0
0
20
40
60
100
80
p = 0.09 (log-rank test)
p = 0.023 (adjusted*)
5
Time after recurrence (year)
Overall survival
0
20
40
60
100
80
0
10
6 (n=11)
5 (n=10)
4 (n=41)
3 (n=41)
2 (n=26)
1 (n=2)
p<0.001
5
A
B
Fig. 1 A Kaplan–Meier survival curves for overall survival in
patients with OMD by NLR. A low NLR indicated better survival
(p = 0.023) after adjusting for estrogen receptor status, age at recur-
rence, (neo) adjuvant chemotherapy, surgical resection of metastatic
disease, metastatic organ number, DFI, and liver metastasis, than did
a high NLR. *adjusted for estrogen receptor status, age at recurrence,
(neo) adjuvant chemotherapy, surgical resection of metastatic disease,
metastatic organ number, DFI, and liver metastasis. B Kaplan–Meier
survival curves for overall survival in patients with OMD by the
number of prognostic factors for OMD. Survival curves were drawn
according to the number of the favorable prognostic factors, including
no (neo)adjuvant chemotherapy, surgical resection, single metastatic
organ, DFI > 2 years, no liver metastasis, and low NLR. The number
of the factors was associated with post-recurrence survival. Discussion A low NLR indicated better survival
(p = 0.023) after adjusting for estrogen receptor status, age at recur-
rence, (neo) adjuvant chemotherapy, surgical resection of metastatic
disease, metastatic organ number, DFI, and liver metastasis, than did
a high NLR. *adjusted for estrogen receptor status, age at recurrence,
(neo) adjuvant chemotherapy, surgical resection of metastatic disease,
metastatic organ number, DFI, and liver metastasis. B Kaplan–Meier Fig. 1 A Kaplan–Meier survival curves for overall survival in
patients with OMD by NLR. A low NLR indicated better survival
(p = 0.023) after adjusting for estrogen receptor status, age at recur-
rence, (neo) adjuvant chemotherapy, surgical resection of metastatic
disease, metastatic organ number, DFI, and liver metastasis, than did
a high NLR. *adjusted for estrogen receptor status, age at recurrence,
(neo) adjuvant chemotherapy, surgical resection of metastatic disease,
metastatic organ number, DFI, and liver metastasis. B Kaplan–Meier survival curves for overall survival in patients with OMD by the
number of prognostic factors for OMD. Survival curves were drawn
according to the number of the favorable prognostic factors, including
no (neo)adjuvant chemotherapy, surgical resection, single metastatic
organ, DFI > 2 years, no liver metastasis, and low NLR. The number
of the factors was associated with post-recurrence survival. OMD oli-
gometastatic disease, DFI disease-free survival, NLR neutrophil-to-
lymphocyte ratio ER estrogen receptor, CI confidence interval, DFI disease-free interval, NLR neutrophil-to-lymphocyte
ratio, Statistically significant P values are shown in bold. Variable
Multivariate analysis
HR (95%CI)
P value
ER
Positive vs. negative
0.91 (0.52–1.62)
0.74
Age at recurrence
< 50 vs. 50-
0.59 (0.33–1.08)
0.09
(neo) adjuvant chemotherapy
No vs. yes
0.38 (0.17–0.75)
0.0044
Surgical resection
Yes vs. no
0.53 (0.27–0.98)
0.0416
Number of metastatic organs
1 vs. 2 or more
0.45 (0.23–1.00)
0.05
DFI (year)
2- vs. < 2
0.40 (0.23–0.70)
0.007
Liver metastasis
No vs. yes
0.50 (0.29–0.89)
0.02
NLR
Low vs. High
0.52 (0.30–0.91)
0.023 Table 3 Multivariate analysis
for the overall survival Table 3 Multivariate analysis
for the overall survival ER estrogen receptor, CI confidence interval, DFI disease-free interval, NLR neutrophil-to-lymphocyte
ratio, Statistically significant P values are shown in bold. breast OMD, probably because it may reflect the host anti-
cancer immune status. Discussion Because female hormones have been reported
to affect T-cell proliferation and neutrophil counts [31,
32], adjuvant endocrine therapy may have affected the sys-
temic immune status. To reduce such a bias, we included
ER status, which was associated with administration of
adjuvant endocrine therapy, in the multivariate analysis, Table 4 The association the number of the prognostic factors and
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of the Declaration of Helsinki. Approval was granted by the institu-
tional Ethics Committee. which showed that the NLR was prognostic independent
of ER status (Table 3). Consent for publication All authors agree to publish this article. Conclusion Open Access This article is licensed under a Creative Commons Attri-
bution 4.0 International License, which permits use, sharing, adapta-
tion, distribution and reproduction in any medium or format, as long
as you give appropriate credit to the original author(s) and the source,
provide a link to the Creative Commons licence, and indicate if changes
were made. The images or other third party material in this article are
included in the article's Creative Commons licence, unless indicated
otherwise in a credit line to the material. If material is not included in
the article's Creative Commons licence and your intended use is not
permitted by statutory regulation or exceeds the permitted use, you will
need to obtain permission directly from the copyright holder. To view a
copy of this licence, visit http://creativecommons.org/licenses/by/4.0/. The NLR was an independent prognostic factor for OS in
OMD. The number of favorable prognostic factors was
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Cancer 20(1):380 1
Breast Surgical Oncology, Cancer Institute Hospital
of Japanese Foundation for Cancer Research, 3‑8‑31 Ariake,
Koto‑ku, Tokyo 135‑8550, Japan 4
Breast Medical Oncology, The Cancer Institute Hospital
of Japanese Foundation for Cancer Research, 3‑8‑31 Ariake,
Koto‑ku, Tokyo 135‑8550, Japan 3
Medical Oncology, The Cancer Institute Hospital of Japanese
Foundation for Cancer Research, 3‑8‑31 Ariake, Koto‑ku,
Tokyo 135‑8550, Japan Yuka Inoue1 · Makoto Fujishima2 · Makiko Ono3 · Jun Masuda4 · Yukinori Ozaki4 · Tetsuyo Maeda1 · Natsue Uehiro1 ·
Yoko Takahashi1 · Takayuki Kobayashi4 · Takehiko Sakai1 · Tomo Osako5 · Takayuki Ueno1 · Shinji Ohno6 Yuka Inoue1 · Makoto Fujishima2 · Makiko Ono3 · Jun Masuda4 · Yukinori Ozaki4 · Tetsuyo Maeda1 · Natsue Uehiro1 ·
Yoko Takahashi1 · Takayuki Kobayashi4 · Takehiko Sakai1 · Tomo Osako5 · Takayuki Ueno1 · Shinji Ohno6 Natsue Uehiro
natsue.uehiro@jfcr.or.jp
Yoko Takahashi
yo.takahashi@jfcr.or.jp
Takayuki Kobayashi
takayuki.kobayashi@jfcr.or.jp
Takehiko Sakai
takehiko.sakai@jfcr.or.jp
Tomo Osako
tomo.osako@jfcr.or.jp
Shinji Ohno
shinji.ohno@jfcr.or.jp Yuka Inoue
yuka.inoue@jfcr.or.jp
Makoto Fujishima
fujishima@kuma-h.or.jp
Makiko Ono
makiko.ono@jfcr.or.jp
Jun Masuda
jun.masuda@jfcr.or.jp
Yukinori Ozaki
yukinori.ozaki@jfcr.or.jp
Tetsuyo Maeda
tetsuyo.maeda@jfcr.or.jp 1 3 1 3 1 3 348 Breast Cancer Research and Treatment (2022) 196:341–348 1
Breast Surgical Oncology, Cancer Institute Hospital
of Japanese Foundation for Cancer Research, 3‑8‑31 Ariake,
Koto‑ku, Tokyo 135‑8550, Japan
2
Department of Surgery, Kuma Hospital, Shinkokai Medical
Corporation, 8‑2‑35, Shimoyamate‑dori, Chuo‑ku, Kobe‑shi,
Hyogo‑ken 650‑0011, Japan
3
Medical Oncology, The Cancer Institute Hospital of Japanese
Foundation for Cancer Research, 3‑8‑31 Ariake, Koto‑ku,
Tokyo 135‑8550, Japan 4
Breast Medical Oncology, The Cancer Institute Hospital
of Japanese Foundation for Cancer Research, 3‑8‑31 Ariake,
Koto‑ku, Tokyo 135‑8550, Japan 1
Breast Surgical Oncology, Cancer Institute Hospital
of Japanese Foundation for Cancer Research, 3‑8‑31 Ariake,
Koto‑ku, Tokyo 135‑8550, Japan 2
Department of Surgery, Kuma Hospital, Shinkokai Medical
Corporation, 8‑2‑35, Shimoyamate‑dori, Chuo‑ku, Kobe‑shi,
Hyogo‑ken 650‑0011, Japan 5
Division of Pathology, The Cancer Institute of Japanese
Foundation for Cancer Research, 3‑8‑31 Ariake, Koto‑ku,
Tokyo 135‑8550, Japan 3
Medical Oncology, The Cancer Institute Hospital of Japanese
Foundation for Cancer Research, 3‑8‑31 Ariake, Koto‑ku,
Tokyo 135‑8550, Japan 6
Breast Oncology Center, The Cancer Institute Hospital
of Japanese Foundation for Cancer Research, 3‑8‑31 Ariake,
Koto‑ku, Tokyo 135‑8550, Japan 1 3 3
|
https://openalex.org/W4253036086
|
https://refubium.fu-berlin.de/bitstream/fub188/38379/1/2021_Iqbal_etal.pdf
|
English
| null |
Predictors of parental mediation in teenagers’ internet use: A cross-sectional study of female caregivers in Lahore, Pakistan
|
Research Square (Research Square)
| 2,020
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cc-by
| 9,250
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Open Access Predictors of parental mediation in
teenagers’ internet use: a cross-sectional
study of female caregivers in Lahore,
Pakistan Sarosh Iqbal1, Rubeena Zakar2 and Florian Fischer3,4* Sarosh Iqbal1, Rubeena Zakar2 and Florian Fischer3,4* Abstract Background: The internet has become the most widely used medium among teenagers, who spend much of their
time online, which raises parental concerns. Notwithstanding teens’ increased internet use and exposure to online
risks, little is yet known about parental internet mediation in local settings. The present research aimed to assess
the various dimensions of parental mediation to regulate teens’ use of the internet and their predictors. Methods: A cross-sectional survey was conducted in the district of Lahore, Pakistan, among mothers/female
caregivers of teens (aged 13–19 years). Only women were interviewed because they are more frequently engaged
as primary caregivers than fathers or male caregivers. Furthermore, only qualified and working mothers from the
top two professions among women, i.e. academia and medicine, were interviewed. A stratified random sampling
technique was adopted, and 347 mothers were interviewed using face-to-face interviews at 11 universities and 11
hospitals/medical colleges. Data were entered and analysed using descriptive, bivariate and multivariate logistic
regression analyses. Results: The findings highlighted that more than 65% of respondents applied highly active mediation of internet
safety, around 60% used highly active co-use mediation and more than 56% applied restrictive mediation. In
addition, 36% of respondents monitored and 15.3% technically mediated to regulate their teens’ use of the internet. The results of the multivariate logistic regression revealed that the majority of respondents were more inclined to
adopt active internet safety mediation if they had teens aged 16–19 years, with medium internet addiction,
possessed good digital skills, felt confident about their teens’ coping appraisal to perform online protection, and
considered their teens to have high self-esteem and resilience. (Continued on next page) (Continued on next page) * Correspondence: florian.fischer1@charite.de 3Institute of Public Health, Charité – Universitätsmedizin Berlin, Berlin,
Germany y
4Institute of Gerontological Health Services and Nursing Research,
Ravensburg-Weingarten University of Applied Sciences, Weingarten, Germany
Full list of author information is available at the end of the article Iqbal et al. BMC Public Health (2021) 21:317
https://doi.org/10.1186/s12889-021-10349-z Iqbal et al. BMC Public Health (2021) 21:317
https://doi.org/10.1186/s12889-021-10349-z Background The internet has become the most widely used medium
among the young generation in today’s media- and
technology-rich environment, particularly among teen-
agers, commonly known as ‘teens’. Even at the beginning
of the widespread usage of the internet, teens used it for
more hours than adults [1]. Nowadays, teens have been
born and raised in a digital era and, hence, are also
recognised as ‘digital natives’ [2]. Online virtual environ-
ments stimulate teens’ self-presentation and identity ex-
periments, particularly through the sharing of their self-
created content, posts and pictures online [3]. For this
reason, they are considered more digitally literate than
their parents – leading to a generation gap [4–6]. The
increased use of the internet among teens, their con-
cerns about online identity and privacy, and their strong
association with peers, alongside reduced communica-
tion with parents, enhance their susceptibility to online
risks [7]. Previous studies on television and video games have
categorised PM into three dimensions: instructive or ac-
tive, restrictive and co-use mediation [16–18]. Further-
more, with the evolution of the internet and digital
devices, for example, smartphones and tablets, different
researchers have strengthened and refined the concept
of PM over a period of time. Livingstone et al. [19] re-
cently recognised that digital devices and the internet,
being more technologically complex, personalised and
portable than previous technology, were difficult for par-
ents to manage. Hence, five dimensions of parental
internet mediation were developed, keeping in view the
specific attributes of the internet. These are: 1) active
co-use or instructive mediation, where parents encour-
age, share and discuss mutually; 2) active mediation of
internet safety, where parents guide teens towards safer
online practices; 3) restrictive mediation, where parents
set rules and regulations; 4) monitoring, where parents
check the record available afterwards; and 5) technical
mediation, where parents use software or control mech-
anisms to restrict, filter or monitor online activities [20]. Teenage
years
are
coupled
with
developmental
changes. Teens mostly devote their time online to using
self-selected devices for recreational and social activities
without any parental supervision [8]. These unsupervised
activities have a long-lasting impact on them; therefore,
parents apply multiple dimensions of mediation, particu-
larly to promote positive outcomes amongst teens. Inter-
net use has mounted over the past two decades with free
web browsing, social networking, online shopping, gaming
and instant messaging. (Continued from previous page) (Continued from previous page)
Conclusions: This research found that parental internet mediation is a multifaceted concept used to regulate teens’
online activity and enhance a resilient approach to reduce the risks associated with use of the internet. The
researchers recommend developing parental guidelines, e-safety resource material, local support networks and
community programmes to educate parents, teachers and teens in order to raise awareness and promote resilient
pathways amongst teens. Keywords: Teen, Children, Online, Internet addiction, Risk, Resilience Keywords: Teen, Children, Online, Internet addiction, Risk, Resilience acknowledges that parents actively manage and regu-
late their children’s internet use [11], while mitigating
its negative effects amongst teens [12]. The notion of
PM originated primarily in media studies, especially in
the areas of television and video games, to compre-
hend the effects of media content on teens’ or chil-
dren’s behaviour [13]. Researchers have demonstrated
that young audiences adopt certain behaviours that
are presented on television and in video games unless
parents mediate [14]. Hence, parental involvement en-
courages the potential for positive outcomes, while
also effectively neutralising the negative effects of the
internet [15]. © The Author(s). 2021 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License,
which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give
appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if
changes were made. The images or other third party material in this article are included in the article's Creative Commons
licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons
licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain
permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/. 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. Page 2 of 14 Iqbal et al. BMC Public Health (2021) 21:317 Background Furthermore, the introduction of
smartphones and multiple ‘apps’ has also fuelled internet
use [9]. The internet provides numerous benefits in the
areas of information, edutainment and socialisation; none-
theless, it also exposes users to a unique set of online risks,
such as privacy invasion, cyberbullying and exposure to
violent, hateful or inappropriate material or contacts [5]. Moreover, the effects of online risks, such as pornography,
on teens and the adverse impact on youths’ self-esteem is
a matter for concern [10]. Therefore, high sensitivity and
concern among parents about their teens’ risks related to
online addiction and victimisation are needed in order to
protect teens from the negative aspects of internet use and
to avoid harm [9]. Previous research suggests that parental preferences for
applying these various dimensions of PM are subject to
multiple predictors, such as the teens’ online addiction
and parents’ own characteristics, including education, in-
come and digital skills [21]. Moreover, parents’ beliefs
about risk and response appraisal, as well as their effect on
teens, also determine the various dimensions of PM. Giving due importance to parental beliefs and inputs,
the theoretical foundations of this research lie in Protec-
tion Motivation Theory (PMT) to aid in understanding Given this context, the concept of parental medi-
ation (PM) has emerged. Parental internet mediation Iqbal et al. BMC Public Health (2021) 21:317 Iqbal et al. BMC Public Health (2021) 21:317 Page 3 of 14 PM-related predictors. The PMT postulates that one’s
intention to adopt protective behaviour is linked to how
individuals process threats and cope with adverse cir-
cumstances [22]. Under the ambit of this research, PMT
suggests that parents’ own perceptions of threat and
coping appraisal could be the predictors of PM. Severity
indicates the seriousness of an online risk in threat ap-
praisal, while susceptibility refers to vulnerability to-
wards these risks. Furthermore, threat appraisal also
considers the teens’ (excessive) internet use. Parents, for
instance, who found online addiction among their teens,
perceived the online risks to be more severe and be-
lieved their teens to be more susceptible to them applied
mediation. Under coping appraisal, response efficacy de-
notes effectiveness in preventing risks, while self-efficacy
indicates the individual’s ability to achieve optimal on-
line safety behaviour. Parents mediate more often, for
example, if they believe that their involvement enables
teens to manage the online risks effectively and adopt
online protection behaviour. Research setting and participants A cross-sectional survey was conducted in Lahore, a dis-
trict in Pakistan. Lahore District is the capital of Punjab
province, with 11 million inhabitants. It is the second
largest and most populated urban district in Pakistan
[31]. Almost one quarter of the population is below 19
years of age [32]. Parents or primary caregivers of teens aged 13–19
years were included in the study. Only mothers or fe-
male caregivers were interviewed, because they are more
frequently involved as primary caregivers than fathers or
male caregivers [33]. Furthermore, the study focused
only on qualified and working mothers from the top two
professions chosen by women, i.e. academia and medi-
cine. This focus was chosen because, with higher educa-
tion, serving professionals and those belonging to the
middle class or having high socio-economic status are
more aware of internet-related benefits and risks and
are, therefore, more likely to apply mediation [34–36]. Learning from previous studies [34–36], this research
narrowed its focus only to the mothers belonging to
middle to high socio-economic status due to several
facts. Firstly, teens from the middle to high social class
use the internet more often on a range of devices com-
pared to the low social class [37]. Secondly, parents from
the middle to high social class and education have more
awareness about online risks, thus, report more online
harm to their children/teens and mediate more often
[37]. Thirdly, literature also recommends that PM de-
pends upon the family’s socio-economic status, where
parents from middle to high status raise their children in
digitally rich environments and home ecologies, which
determine their quantity and quality of internet use, as
well as parents’ confidence in mediation [38]. Conse-
quently, associate and assistant professors and lecturers
from academic universities were interviewed, while lady
doctors and head nurses were interviewed from hospitals
and attached medical colleges in the district of Lahore. Parental internet mediation is the concern of all par-
ents and societies with the widespread use of digital
technologies, regardless of background or culture. How-
ever, although there are multiple PM-related studies
available for western societies and cultures [26], there is
a dearth of comparable literature for eastern societies
and cultures, such as Pakistan. The latter ranks in the
top 10 among countries within the Asian region regard-
ing digital growth [27]. There are currently more than
44 million internet users in the country [28]. Research setting and participants Among
them, a majority of young people and teens surf the
internet for a minimum of 2 h a day, largely gaining ac-
cess on tablets and smartphones [29]. There is a sub-
stantial cultural difference between eastern (Asian) and
western parenting practices [30]. Moreover, the notion
of parental internet mediation is quite new in the devel-
oping country of Pakistan. Notwithstanding the teens’
increased internet use or addiction and their exposure to
online risks, little is yet known about parental internet
mediation or the factors influencing it in local settings. Background Coping appraisal also high-
lights parents’ own digital skills, which help them to
evaluate their teens’ responses and self-efficacy. Hence,
taken altogether, PMT proposes that PM could be con-
sidered as self-protective behaviour against adversity and
online risks [23, 24]. This adversity could be overcome
through the teens’ higher self-esteem and resilience. Re-
silience is defined here as a strength-based and positive
outcome in the face of online risks or challenges [25]. teens’ internet addiction, parents’ own digital skills, parents’
assessments of threat and coping appraisals, as well as the
effects of PM among teens, particularly in nurturing self-
esteem and resilience. Sampling strategy The Cochran formula of n ¼
z2
α=2∙p∙ð1 −pÞ
d2
was used to cal-
culate the sample size [39], assuming z = 95% signifi-
cance
level,
α = 95%
confidence
interval,
p = 18%
population proportion using the internet [28], d = 5% ab-
solute precision and 1.5 design effect. This formula led
to a sample size of 340, which was also selected by con-
sidering the minimum number required for the central Given the context above, this research is an attempt to
fill the gap in the existing literature and seeks to understand
the varied dimensions of PM to regulate the teens’ use of
the internet and their predictors in the district of Lahore
(Pakistan), as illustrated in Fig. 1. These predictors include
socio-demographic and teen-related characteristics, the Iqbal et al. BMC Public Health (2021) 21:317 Page 4 of 14 Fig. 1 Theoretical framework limit theorem, a key principle of statistics for ensuring
the cost-effectiveness of population surveys [40]. filter, block or track websites and their use of software
to limit or protect teens from viruses or spam mails. Lastly, the respondents’ active mediation of internet
safety was assessed in terms of helping or suggesting
safety measures to their teens or having supported their
teens in the past when they were bothered online. A
mean score was used to dichotomise all 5 PM dimen-
sions into high and low mediation after computing all
the variables above. Development of the questionnaire A closed-ended and precoded interview schedule was
prepared to address the research objectives (Supplemen-
tary Appendix 1). This interview schedule was pretested
before finalisation and going into the field. Pretesting
helped to determine the effectiveness of the interview
schedule, particularly related to the language, wording,
order, format of questions and analytical approach. Based on the findings of the pretesting, the interview
schedule was finalised. Furthermore, the validity and re-
liability of the interview schedule were also measured
using
Cronbach’s
alpha,
which
was
found
to
be
satisfactory. Independent variables
h
d
d The independent variables consisted of socio-demographic
characteristics and other predictors, as mentioned in the
theoretical framework. Socio-demographic variables in-
cluded the respondents’ age in years (31–40, 41–50, 51–
60), marital status (married, divorced, separated, widowed),
monthly income in PKR (up to 50,000; > 50,000–100,000;
> 100,000–150,000;
> 150,000–200,000;
> 200,000),
the
teens’ age in years (13–15, 16–17, 18–19) and gender (boy,
girl). Other predictors included internet addiction, digital
skills, threat and coping appraisal, and the teens’ self-
esteem and resilience. Outcome variable Parental internet mediation was the outcome variable. It
was assessed in five dimensions, measured through
selecting multiple situations on closed-ended responses
(yes/no), which is consistent with previous similar stud-
ies [20]. Firstly, the respondents’ active co-use mediation
was assessed, such as talking about the teens’ online ac-
tivities, sharing activities together, sitting alongside or
staying nearby during internet use, or encouraging teens
to learn and explore things online. Secondly, restrictive
mediation was measured by asking whether parents ei-
ther restrict their teens or give permission for them to
own social media profiles, share personal information,
use instant messaging, watch and download music/films/
videos or upload videos/photos online. Thirdly, the re-
spondents’ monitoring was assessed in terms of checking
social media profiles, friends lists and account messages,
and visiting websites after the teens’ internet use. Fourthly, the respondents’ technical mediation was mea-
sured by their use of parental control mechanisms to The respondents’ perception of the teens’ addictive be-
haviour was measured through selecting five situations
(yes/no), consistent with the literature [41], in which,
due to the internet, teens: 1) do not eat or sleep; 2)
spend less time with family and friends; 3) are caught
surfing when not interested; 4) feel bothered when not
online; and 5) unsuccessfully tried to spend less time on
the internet. The categories of high, medium and low
internet addiction were constructed after computing the
index. Another key variable was the respondents’ own under-
standing of multiple digital skills [42], such as comparing
or bookmarking websites, changing filters or privacy set-
tings, blocking messages or unwanted pop-ups/adverts or
spam/junk mails, and deleting the record of websites Iqbal et al. BMC Public Health (2021) 21:317 Page 5 of 14 visited. A closed-ended response on multiple situations
was recorded (yes/no). This variable was dichotomised
into good or weak digital skills after computing the index. celebrations/festivals and their treatment, and always
getting support from friends and family during difficult
times. The variable was dichotomised into high vs low
resilience after computing an index. Details of the above
indices are provided in Supplementary Appendix 2. g
g
g
An important predictor is the respondents’ threat ap-
praisal, which was measured in terms of the severity of
the threat and the teens’ susceptibility to potential online
risks. Initially, female caregivers were asked about how
serious they considered the online risks to teens (serious
vs. Outcome variable not serious), such as online threats, receiving hate-
based or sexual remarks, someone pretending to be a
teen, publishing personal information, videos, pictures
or negative comments about teens with bad intentions,
or being infected with a computer virus [43]. The re-
spondents were subsequently asked how likely they felt
it was that the online risks mentioned above, excluding
the virus, might happen to teens (likely vs. not likely)
[43]. The variables were dichotomised after computing
the indices above. Data collection The survey was conducted during April and May 2018
using two-stage stratified random sampling, during the
first stage of which 11 universities and 11 hospitals/med-
ical colleges were randomly selected, based on district-
specific lists of academic universities and hospitals/med-
ical colleges. These lists were obtained from the Punjab
Higher Education Department for academic universities
and the Pakistan Medical and Dental Council for hospi-
tals/medical colleges. In the second stage, eligible re-
spondents, i.e. mothers/female caregivers who had teens
in the age range of 13 to 19 years, were randomly
selected for the survey. The last-birthday method was
applied when one eligible respondent had more than
one
teen
[48]. Thus,
a
total
of
347
respondents
(mothers/female caregivers) were interviewed, as illus-
trated in Fig. 2, which presents the break-down of the
stratified sampling. The respondents’ coping appraisal was also measured
in terms of the two elements of the teens’ response-
efficacy and self-efficacy to ensure online safety. The re-
spondents’ perception of their teens’ response-efficacy
was measured against a 6-item list (agree vs. disagree):
use of a nickname to conceal their identity and personal
information, providing inaccurate information for priv-
acy protection, limiting access to only friends/family,
avoiding contact with online strangers, being aware of
whom to talk to for online safety advice, and believing
that they could receive help from parents and teachers
in the form of good advice [43]. Similarly, the respon-
dents’ opinion about their teens’ response-efficacy was
assessed against the same 6-item list (likely vs. not likely)
[43]. Dichotomous variables were constructed after com-
puting the indices above. Data entry and statistical analysis EpiData software was used for data entry. After this was
complete, the data were exported and analysed in SPSS
version 21 to present univariate descriptive, bivariable
and multivariate logistic regression analyses. Reliability
and internal consistency of all measures were calculated
using Cronbach’s alpha, which was found to be accept-
able between 0.72 and 0.86. Cross-tabulations were cal-
culated, along with chi-square as a test of association,
where p-values < 0.05 showed statistical significance. Odds ratios (OR) with 95% confidence intervals (CI)
were calculated in bivariable logistics regression. The
predictors showing significance with a p-value < 0.05
during bivariable analysis were further included in the
regression modelling. Thus, five bivariate logistic regres-
sion models, with each of the PM dimensions, were cal-
culated to identify the unadjusted effect of predictors on
the outcome variables. Adjusted odds ratios (AOR) with
95% CI were also determined during the multivariate
analysis. p
g
In order to determine the respondents’ opinions of
their teens’ self-esteem, Rosenberg’s [44] 10-item scale
was used (yes/no), which is widely recognised as a reli-
able and valid instrument to measure self-esteem in
multiple settings including Pakistan [45, 46]. This scale
includes both positive qualities (feels satisfied, worthy,
capable, has a positive attitude and good behaviour) and
negative qualities (feels useless, bad, a failure, nothing to
be proud of and wants to earn more respect). It was
dichotomised into high vs. low self-esteem after compu-
tation of the index. Furthermore, the research measured
the respondents’ opinions of their teens’ resilience using
the 12-item child and youth resilience measure, which
was explicitly developed for parents/caregivers [47]. A
closed-ended response to multiple situations was re-
corded (yes/no). These items about the teens’ resilient
behaviour include living with likeable people, learning
useful things, completing all tasks, considering education
and institutions important, being aware of how to fix
things
and
seeking
help,
liking
community-related Results Socio-demographic characteristics
The respondents’ mean age was 47 years (SD + 5.44),
with the majority (61.7%) belonging to the age group
41–50 years. Most women were married (93.4%), and
had a monthly income between 51,000 and 100,000
Pakistani rupees (PKR) (45.8%). The mean age of the
teens was 16 years (SD + 2.05) (Table 1). Iqbal et al. BMC Public Health (2021) 21:317 Page 6 of 14 Fig. 2 Two-stage stratified random sampling for survey Fig. 2 Two-stage stratified random sampling for survey Multivariate logistic regression analysis Characteristics of parental internet mediation and its
influencing factors Table 3 shows the multivariate logistic regression ana-
lysis presenting five models, one for each of the parental
internet mediation dimensions and its predictors. The
findings of Model I revealed that the respondents were
more likely to apply active co-use mediation if they had
female teens (AOR = 1.89, 95% CI: 1.03–3.51), had good
digital skills (AOR = 2.53, 95% CI: 1.35–4.76), found the
online risks for their teens serious (AOR = 3.42, 95% CI:
1.28–9.11) and judged their teen’s self-esteem to be high
(AOR = 2.35, 95% CI: 1.27–4.32). On the other hand, ap-
plying active co-use mediation was less likely for the re-
spondents
whose
children
had
medium
internet
addiction (AOR = 0.37, 95% CI: 0.14–1.02) compared to
no addiction and who felt confident about their teens’
response-efficacy to perform online protection (AOR =
0.34, 95% CI: 0.12–1.03). Figure 3 shows that more than 65% of the respondents
applied highly active mediation of internet safety, around
60% applied highly active co-use mediation and more
than 56% adopted restrictive mediation to regulate their
teens’ use of the internet. About 36% of the respondents
monitored their teens and only 15.3% applied technical
mediation. Table 1 highlights the predictors of parental internet
mediation. The results show that most respondents
(65.1%) had good digital skills. A large number reported
high internet addiction amongst their teens (58.8%); only
21.3% confirmed no internet addiction among their
teens. The findings reveal that 89.6 and 59.9% of the re-
spondents reported severe online risks and susceptibility
of teens, respectively. A large proportion was informed
about response efficacy (61.4%) and self-efficacy (55.0%)
to adopt online safety measures against risks. Lastly, the
results indicate that respondents found high self-esteem
(59.4%) and resilience (71.5%) among their teens. The results of Model II reveal that the respondents
with higher incomes were generally less likely to apply
restrictive mediation. Furthermore, those respondents
with teens of older ages were less likely to apply restrict-
ive mediation. High internet addiction – compared to
no addiction – was a significant predictor for applying
restrictive mediation (AOR = 2.85, 95% CI: 1.16–7.02),
whereas parents were less likely to use this dimension of
mediation for medium addiction (AOR = 0.32, 95% CI:
0.13–0.83). Bivariate logistic regression The results of the bivariate logistic regression (Table 2)
indicate that active mediation of internet safety was sig-
nificantly associated with the teens’ age, internet addic-
tion, digital skills, severity of online risks, self-esteem
and resilience. Furthermore, 8 out of the overall 12 pre-
dictors included in the bivariate logistic regression
model showed significant associations with the active
mediation of internet safety. Particularly good digital
skills among the respondents (OR = 4.05, 95% CI: 2.52–
6.49) and judging the severity of online risks as serious
(OR = 2.99, 95% CI: 1.48–6.06) showed strong associa-
tions with active mediation of internet safety. Technical
mediation was only significantly associated with suscep-
tibility to online risks. Model III demonstrates that the adjusted odds of moni-
toring were lower for the respondents having teens be-
tween 18 and 19 years of age (AOR = 0.39, 95% CI: 0.15–
0.99) compared to 13 and 15 years. The use of monitoring
as a mediation dimension was more likely in cases of high
internet addiction (AOR = 4.79, 95% CI: 2.33–9.86), for re-
spondents with good digital skills (AOR = 2.02, 95% CI:
1.11–3.68), and for those caregivers who felt confident
about their teens’ response-efficacy (AOR = 3.07, 95% CI:
1.06–8.89) and attributed high self-esteem to their chil-
dren (AOR = 1.81, 95% CI: 1.02–3.19). Iqbal et al. BMC Public Health (2021) 21:317 Page 7 of 14 Iqbal et al. BMC Public Health Model IV was not very clear because most of the pre-
dictors for technical mediation were not significant. However, caregivers who judged their teens’ susceptibil-
ity to online risks as likely were also more likely to use
technical mediation (AOR = 2.54, 95% CI: 1.07–5.99). The findings of Model V reveal a positive association
between the use of active mediation of internet safety
and good digital skills (AOR = 1.94, 95% CI: 1.03–3.67),
self-efficacy to perform online protection (AOR = 4.59,
95% CI: 1.52–13.8), and considering high self-esteem
(AOR = 2.06, 95% CI: 1.20–3.53) and resilience (AOR =
2.65, 95% CI: 1.46–4.82) among teens. Bivariate logistic regression The respondents
were less likely to apply this kind of mediation when
their teens were older than 13–15 years (16–17 years:
AOR = 0.31, 95% CI: 0.12–0.80; 18–19 years: AOR =
0.17, 95% CI: 0.05–0.54), had a medium addiction to the
internet (AOR = 0.23, 95% CI: 0.08–0.67) compared to
no addiction, and if caregivers felt confident about their
teens’ response-efficacy (AOR = 0.23, 95% CI: 0.07–0.73). Discussion
This study aimed to assess the various dimensions of
parental internet mediation to regulate teens’ internet
use and its predictors. Given the research objectives, the
findings are based on parents’ perceptions and assess-
ment about their teens’ online engagements and other
dimensions, corresponding to previous studies [36, 37,
49,
50]. The
research
provides
local
evidence
for
Pakistan and, thus, adds value by filling some of the gaps
in the existing literature. The teens’ use of the internet on various portable de-
vices, such as smartphones, laptops and tablets, increases
their probability of internet addiction [51]. Moreover,
the popularity of multiple apps and social networking
sites, with the provision of instant notifications, also pro-
voked the teens’ online addiction. Bivariate logistic regression The analysis found a
medium to high level of internet addiction among teens,
h
h
b
f
h
d
h
Table 1 Socio-demographic characteristics of respondents
(caregivers of teenagers) (n = 347)
Characteristics
n
%
Respondents’ age
Median (range)
47.0 (31–60)
M (SD)
47.13 (5.44)
31–40 years
48
13.8
41–50 years
214
61.7
51–60 years
85
24.5
Respondents’ marital status
Married
324
93.4
Separated
7
2.0
Divorced
7
2.0
Widowed
9
2.6
Respondents’ monthly income (in PKR)
Up to 50,000
45
13.0
> 50,000–100,000
159
45.8
> 100,000–150,000
70
20.2
> 150,000–200,000
34
9.8
> 200,000
39
11.2
Age of teens
Median (range)
16.0 (13–19)
M (SD)
16.0 (2.1)
13–15 years
145
41.8
16–17 years
97
28.0
18–19 years
105
30.3
Sex of teens
Teen boys
183
52.7
Teen girls
164
47.3
Respondents’ digital skills
Good skills
226
65.1
Weak skills
121
34.9
Experience of teens’ internet addiction
No addiction
74
21.3
Medium addiction
69
19.9
High addiction
204
58.8
Threat appraisal
Severity of online risks
Serious
311
89.6
Not serious
36
10.4
Susceptibility to online risks
Likely
208
59.9
Not likely
139
40.1
Coping appraisal
Response efficacy to perform online protection
Agree
213
61.4
Table 1 Socio-demographic characteristics of respondents
(caregivers of teenagers) (n = 347) (Continued)
Characteristics
n
%
Disagree
134
38.6
Self-efficacy to perform online protection
Likely
191
55.0
Not likely
156
45.0
Teens’ self-esteem
High self-esteem
206
59.4
Low self-esteem
141
40.6
Teens’ resilience
High resilience
248
71.5
Low resilience
99
28.5 Model IV was not very clear because most of the pre-
dictors for technical mediation were not significant. However, caregivers who judged their teens’ susceptibil-
ity to online risks as likely were also more likely to use
technical mediation (AOR = 2.54, 95% CI: 1.07–5.99). This study aimed to assess the various dimensions of
parental internet mediation to regulate teens’ internet
use and its predictors. Given the research objectives, the
findings are based on parents’ perceptions and assess-
ment about their teens’ online engagements and other
dimensions, corresponding to previous studies [36, 37,
49,
50]. The
research
provides
local
evidence
for
Pakistan and, thus, adds value by filling some of the gaps
in the existing literature. 21.3
19.9
58.8
89.6
10.4 The teens’ use of the internet on various portable de-
vices, such as smartphones, laptops and tablets, increases
their probability of internet addiction [51]. Bivariate logistic regression Moreover,
the popularity of multiple apps and social networking
sites, with the provision of instant notifications, also pro-
voked the teens’ online addiction. The analysis found a
medium to high level of internet addiction among teens,
where the absence of smartphones and the internet Iqbal et al. BMC Public Health (2021) 21:317 Page 8 of 14 Fig. 3 Parental perception of applying five dimensions of internet mediation reported high self-esteem amongst their teens were
more likely to apply active co-use, internet safety medi-
ation and monitoring. These findings somewhat corrob-
orate
previous
research
[58]. Lastly,
the
findings
highlight that the respondents applied active internet
safety mediation when they found high resilience among
their teens. This research conceptualises resilience as a
positive outcome of parental internet mediation for
coping with risks. The results also suggested that par-
ental guidance and certain individual traits, including
improved coping skills and high self-esteem, are es-
sential for nurturing resilience [25]. caused anxiety. These results are similar to those of pre-
vious research conducted in Europe, Singapore and
Pakistan [41, 52, 53]. The teens’ online activities are individualised and pri-
vatised, due to the variety of portable devices available
and the multiple locations (homes, schools/colleges)
where they are used. Hence, it is challenging for parents
to oversee their teens [19]. Therefore, parental internet
mediation is highly significant in guiding, supervising
and regulating teens’ use of the internet. The results
showed that parents in the district of Lahore applied
mixed forms of mediation, most commonly the active
mediation of internet safety, active co-use, restrictive
and monitoring mediation; only a few parents adopted
technical or software-related mediation. These findings
are consistent with previous studies [20, 33, 54]. How-
ever, the results were slightly inconsistent compared to
preceding research, which could be attributed to cultural
variations. Parents in the United States, for example,
preferred active co-use mediation [55], whilst they ap-
plied both active and restrictive mediation in Europe
[56]. Our findings demonstrated that parents in Pakistan
generally preferred to apply a combination of mediation
according to their own priorities and values as well as
their teens’ needs and competences [20]. This has also
been argued in other studies, where a mixed approach
was found to be the most effective [17, 57]. Bivariate logistic regression Summarising the above, this research highlights the
parental perception and infers that parental internet me-
diation influences critical thinking and resilience in teens
to minimise online risks and maximise opportunities. Since resilience and risks go hand in hand, the findings
support the recommendation that parental internet me-
diation enables teens to cope with adverse situations as a
strength-based approach. Limitations No causal relationships can be drawn due to the cross-
sectional study design. One of the key limitations could
be regarding the data obtained, highlighting only par-
ents’ perception, particularly about their teens’ dimen-
sions. However, this methodological approach has been
widely used and adopted in various studies. A varied
analytical approach was adopted, after performing neces-
sary statistical tests to assure reliability and avoid any er-
rors or outliers, due to skewed data for some variables,
which may have had an undue influence on the statis-
tical analysis [59, 60]. Another limitation was faced dur-
ing
the
fieldwork
regarding
interviewing
eligible
respondents at their workplaces. Therefore, the re-
searchers initially contacted the relevant authorities at
each institution sampled, briefed them on the research
objective and requested a permission letter from them This research also featured the role of parental threat
appraisal and coping appraisal in determining their pref-
erence for various mediation strategies. This study dem-
onstrates that parents found online risks to be serious
and judged it likely that their teens would be susceptible. Furthermore, a majority of respondents also endorsed
their teens’ self- and response-efficacy to ensure online
safety in the face of risks. Similar results are also evident
in past studies, highlighting the significance of parental
threat and coping appraisal to mediation [23]. Further-
more, the results also indicate that those parents who Iqbal et al. Limitations BMC Public Health (2021) 21:317 Page 9 of 14 Table 2 Bivariate logistics regression of parental internet mediation with various socio-demographic and PM predictors
Characteristics
Active co-use
Restrictive
Monitoring
Technical
Active internet safety
OR
95% CI
p-value
OR
95% CI
p-value
OR
95% CI
p-value
OR
95% CI
p-value
OR
95% CI
p-value
Respondents’ age
31–40 years
1
1
1
1
1
41–50 years
0.47
0.23–0.99
0.04
1.07
0.57–2.01
0.83
2.21
1.07–4.58
0.03
1.46
0.58–3.69
0.42
1.09
0.56–2.13
0.78
51–60 years
0.24
0.11–0.53
< 0.01
0.83
0.41–1.70
0.62
1.74
0.77–3.91
0.17
0.93
0.31–2.74
0.90
0.64
0.31–1.35
0.25
Respondents’ monthly income (in PKR)
Up to 50,000
1
1
1
1
1
> 50,000–100,000
2.15
1.09–4.23
0.02
0.67
0.33–1.34
0.25
1.45
0.71–2.98
0.31
0.51
0.21–1.30
0.16
1.96
1.00–3.85
0.05
> 100,000–150,000
1.10
0.51–2.33
0.80
0.84
0.38–1.85
0.67
1.12
0.49–2.55
0.77
0.77
0.27–2.13
0.61
2.23
1.02–4.85
0.04
> 150,000–200,000
0.47
0.19–1.19
0.11
0.44
0.17–1.11
0.08
1.52
0.59–3.92
0.38
1.92
0.66–5.57
0.23
2.65
1.01–6.94
0.04
> 200,000
0.83
0.35–1.96
0.67
0.28
0.11–0.69
0.01
2.11
0.85–5.19
0.10
1.38
0.47–4.03
0.54
1.37
0.57–3.26
0.47
Age of teens
13–15 years
1
1
1
1
1
16–17 years
0.34
0.19–0.58
< 0.01
0.79
0.47–1.33
0.38
1.26
0.74–2.15
0.39
0.67
0.33–1.38
0.28
0.59
0.34–1.03
0.06
18–19 years
0.25
0.15–0.44
< 0.01
1.07
0.64–1.79
0.77
1.11
0.65–1.88
0.69
0.62
0.30–1.26
0.18
0.51
0.29–0.87
0.01
Sex of teens
Male
1
1
1
1
1
Female
1.80
1.16–2.79
0.01
0.86
0.56–1.32
0.49
0.90
0.58–1.39
0.64
0.83
0.46–1.50
0.54
1.41
0.90–2.21
0.13
Experience of teens’ internet addiction
No addiction
1
1
1
1
1
Medium addiction
0.28
0.14–0.57
< 0.01
0.54
0.26–1.07
0.07
2.28
1.06–4.90
0.03
1.42
0.62–3.21
0.40
0.46
0.23–0.91
0.02
High addiction
0.56
0.31–1.01
0.05
3.07
1.77–5.32
< 0.01
3.18
1.67–6.07
< 0.01
0.63
0.30–1.30
0.21
1.12
0.63–1.99
0.68
Respondents’ digital skills
Weak skills
1
1
1
1
1
Good skills
3.41
2.12–5.51
< 0.01
1.58
1.01–2.47
0.04
1.94
1.20–3.15
0.01
0.95
0.51–1.75
0.87
4.05
2.52–6.49
< 0.01
Threat appraisal
Severity of online risks
Not serious
1
1
1
1
1
Serious
3.87
1.84–9.16
< 0.01
1.32
0.66–2.64
0.43
1.52
0.71–3.27
0.28
1.13
0.42–3.05
0.81
2.99
1.48–6.06
< 0.01
Susceptibility to online risks
Not likely
1
1
1
1
1
Likely
1.56
1.01–2.41
0.04
0.91
0.59–1.41
0.67
1.06
0.67–1.65
0.81
2.06
1.07–3.95
0.03
1.29
0.83–2.03
0.26 Page 10 of 14 Iqbal et al. BMC Public Health (2021) 21:317 Iqbal et al. Limitations BMC Public Health Table 2 Bivariate logistics regression of parental internet mediation with various socio-demographic and PM predictors (Continued)
Characteristics
Active co-use
Restrictive
Monitoring
Technical
Active internet safety
OR
95% CI
p-value
OR
95% CI
p-value
OR
95% CI
p-value
OR
95% CI
p-value
OR
95% CI
p-value
Coping appraisal
Response-efficacy to perform online protection
Disagree
1
1
1
1
1
Agree
0.33
0.14–0.73
0.01
0.94
0.43–2.05
0.88
2.17
0.96–4.89
0.06
1.57
0.57–4.34
0.38
0.43
0.19–0.96
0.04
Self-efficacy to perform online protection
Not likely
1
1
1
1
1
Likely
0.98
0.45–2.14
0.97
1.74
0.81–3.73
0.15
1.01
0.46–2.21
0.97
0.68
0.26–1.83
0.45
1.68
0.77–3.68
0.19
Teens’ self-esteem
Low self-esteem
1
1
1
1
1
High self-esteem
2.01
1.29–3.12
< 0.01
1.64
1.06–2.53
0.02
2.09
1.31–3.34
< 0.01
1.15
0.63–2.11
0.64
2.34
1.49–3.69
< 0.01
Teens’ resilience
Low resilience
1
1
1
1
1
High resilience
1.42
0.88–2.27
0.14
1.16
0.73–1.85
0.53
1.74
1.04–2.90
0.03
1.27
0.64–2.49
0.48
2.59
1.60–4.19
< 0.01 Page 11 of 14 Iqbal et al. Limitations BMC Public Health (2021) 21:317 Table 3 Multivariate logistics regression of parental internet mediation with various socio-demographic and PM predictors
Characteristics
Model I Active co-use
Model II Restrictive
Model III Monitoring
Model IV Technical
Model V Active internet safety
AOR
95% CI
p-value
AOR
95% CI
p-value
AOR
95% CI
p-value
AOR
95% CI
p-value
AOR
95% CI
p-value
Respondents’ age
31–40 years
1
1
1
1
1
41–50 years
0.93
0.37–2.35
0.88
1.07
0.39–2.91
0.89
1.87
0.73–4.83
0.19
2.31
0.57–9.31
0.24
2.73
0.91–8.23
0.07
51–60 years
0.59
0.20–1.78
0.36
0.99
0.31–3.18
0.99
1.19
0.38–3.67
0.75
1.47
0.28–7.53
0.64
1.64
0.47–5.79
0.44
Respondents’ monthly income (in PKR)
Up to 50,000
1
1
1
1
1
> 50,000–100,000
2.22
0.89–5.51
0.10
0.35
0.13–0.92
0.03
0.95
0.40–2.25
0.91
0.55
0.17–1.74
0.31
1.57
0.63–3.90
0.32
> 100,000–150,000
0.94
0.35–2.57
0.83
0.63
0.21–1.86
0.40
0.66
0.25–1.73
0.39
1.08
0.31–3.75
0.89
2.55
0.87–7.47
0.08
> 150,000–200,000
0.38
0.11–1.29
0.09
0.16
0.04–0.57
< 0.01
0.82
0.26–2.59
0.73
4.03
0.98–16.5
0.05
2.21
0.61–8.02
0.23
> 200,000
0.93
0.28–3.08
0.96
0.14
0.04–0.51
< 0.01
1.58
0.52–4.83
0.42
3.28
0.78–13.7
0.10
1.57
0.46–5.36
0.47
Age of teens
13–15 years
1
1
1
1
1
16–17 years
0.60
0.24–1.47
0.26
0.26
0.10–0.65
< 0.01
0.54
0.24–1.21
0.13
0.31
0.10–0.92
0.03
0.31
0.12–0.80
0.01
18–19 years
0.42
0.15–1.18
0.09
0.23
0.07–0.68
0.01
0.39
0.15–0.99
0.04
0.33
0.09–1.12
0.07
0.17
0.05–0.54
< 0.01
Sex of teens
Male
1
1
1
1
1
Female
1.89
1.03–3.51
0.04
1.30
0.70–2.42
0.41
1.11
0.63–1.96
0.71
0.85
0.39–1.86
0.69
1.56
0.83–2.96
0.17
Experience of teens’ internet addiction
No addiction
1
1
1
1
1
High addiction
1.28
0.49–3.28
0.61
2.85
1.16–7.02
0.02
4.79
2.33–9.86
< 0.01
0.74
0.46–4.79
0.63
1.28
0.47–3.49
0.62
Medium addiction
0.37
0.14–1.02
0.05
0.32
0.13–0.83
0.01
1.48
0.57–3.81
0.08
1.49
0.42–2.54
0.50
0.23
0.08–0.67
< 0.01
Respondents’ digital skills
Weak skills
1
1
1
1
1
Good skills
2.53
1.35–4.76
< 0.01
1.59
0.84–3.01
0.15
2.02
1.11–3.68
0.02
0.54
0.24–1.25
1.51
1.94
1.03–3.67
< 0.01
Threat appraisal
Severity of online risks
Not serious
1
1
1
1
1
Serious
3.42
1.28–9.11
0.01
1.50
0.58–3.83
0.39
1.29
0.53–3.13
0.57
0.97
0.24–3.94
0.96
2.24
0.86–5.78
0.09
Susceptibility to online risks
Not likely
1
1
1
1
1
Likely
1.08
0.58–2.00
0.80
0.87
0.47–1.64
0.68
0.88
0.50–1.56
0.67
2.54
1.07–5.99
0.03
0.91
0.47–1.73
0.77 Page 12 of 14 Iqbal et al. Ethics approval and consent to participate The Advanced Studies and Review Board, and Doctoral Programme
Coordination Committee, University of the Punjab Lahore (Pakistan),
provided ethical approval for this study. Written informed consent was
obtained from respondents before starting the interviews. Respondents were
informed about their rights for volunteer participation. Moreover, the
researcher also ensured the confidentiality and anonymity of participants,
and their responses. Abbreviations This research highlighted the significance of parental
internet mediation and multiple predictors. The research
reiterated that the role of parents is critical in regulating
teens’ use of internet, keeping in view their day-to-day
activities and personal dimensions, such as self-esteem
and resilience. Parents regulate and guide their teens
about the appropriate use of the internet, enabling them
to critically analyse the situation and adopt optimised
online behaviour while in the face of risks. The local evi-
dence generated through this research facilitates the par-
ents, researchers and educators to realise the increasing
online engagement of teens and the role and benefits of
parental internet mediation. The findings also drew the
attention of researchers and policymakers to develop,
adapt and implement e-safety guidelines and resource
material to ensure the online safety of young genera-
tions. There is a need for organised awareness creating
programmes at schools/colleges and community levels
for both teens and parents regarding cyber risks and
safety behaviours. Practitioners working with and for
both parents and teens can benefit from the insights of
this research, particularly in understanding how PM fa-
cilitates the resilience among teens. AOR: Adjusted odds ratio; CI: Confidence interval; OR: Odds ratio;
PKR: Pakistani rupee; PM: Parental mediation; PMT: Protection Motivation
Theory; SD: Standard deviation; SPSS: Statistical Package for the Social
Sciences Acknowledgements We acknowledge support from the German Research Foundation (DFG) and
the Open Access Publication Fund of Charité – Universitätsmedizin Berlin. Authors’ contributions The study was conceptualised by SI and RZ. SI conducted data collection
and analysis, RZ supervised this process. SA drafted the manuscript, RZ and
FF revised it critically for important intellectual content. All authors reviewed
the final version of the manuscript. Received: 7 January 2020 Accepted: 27 January 2021 Received: 7 January 2020 Accepted: 27 January 2021 Availability of data and materials Data are available from authors upon reasonable request. Supplementary Information to support access. Thus, eligible respondents were
approached and an appointment was scheduled for the
interview. However, this might also have enforced a se-
lection bias as people with no or very low activity in
internet mediation may not have participated. pp
y
The online version contains supplementary material available at https://doi. org/10.1186/s12889-021-10349-z. The online version contains supplementary material available at https://doi. org/10.1186/s12889-021-10349-z. The online version contains supplementary material available at https://doi. org/10.1186/s12889-021-10349-z. Additional file 1: Supplementary Appendix 1: Questionnaire
Additional file 2: Supplementary Appendix 2: Operationalization of
variables – Details of the scales/indexes Competing interests p
g
The authors declare that no competing interest exist. FF serves on the
Editorial Board of BMC Public Health as Associate Editor. Consent for publication
Not applicable. The researchers conclude that parental internet medi-
ation is a multidimensional concept which is directed to-
wards not only regulating teens’ use of the internet but
also augmenting their abilities to create resilient path-
ways to prevent online risks. Therefore, it is necessary to
implement PM guidelines, e-safety resource material and
local support networks to raise community awareness
and promote positive outcomes among teens. Based on
parents’ perceptions, these findings also support the sug-
gestion of launching government-supported initiatives
and updating the curriculum module to raise awareness
among parents, teachers, professionals and communities
about potential online risks, online protection tools and
safer internet best practices in order to cultivate a safe
environment for children, teens and the young gener-
ation. It also highlights the social responsibility of inter-
net service providers to block offensive and hate-filled
websites/pages. Lastly, the research emphasises the need
to initiate community-based programmes to educate
parents, teachers and teens about online safety tools and
mechanisms. Limitations BMC Public Health (2021) 21:317 Iqbal et al. BMC Public Health Table 3 Multivariate logistics regression of parental internet mediation with various socio-demographic and PM predictors (Continued)
Characteristics
Model I Active co-use
Model II Restrictive
Model III Monitoring
Model IV Technical
Model V Active internet safety
AOR
95% CI
p-value
AOR
95% CI
p-value
AOR
95% CI
p-value
AOR
95% CI
p-value
AOR
95% CI
p-value
Coping appraisal
Response-efficacy to perform online protection
Disagree
1
1
1
1
1
Agree
0.34
0.12–1.03
0.05
1.28
0.42–3.88
0.66
3.07
1.06–8.89
0.03
0.75
0.17–3.41
0.71
0.23
0.07–0.73
0.01
Self-efficacy to perform online protection
Not likely
1
1
1
1
1
Likely
1.86
0.64–5.39
0.25
2.49
0.85–7.33
0.09
0.70
0.26–1.91
0.48
2.48
0.57–10.8
0.23
4.59
1.52–13.8
< 0.01
Teens’ self-esteem
Low self-esteem
1
1
1
1
1
High self-esteem
2.35
1.27–4.32
< 0.01
1.40
0.77–2.55
0.26
1.81
1.02–3.19
0.04
1.22
0.55–2.67
0.63
2.06
1.20–3.53
< 0.01
Teens’ resilience
Low resilience
1
1
1
1
1
High resilience
1.13
0.56–2.25
0.73
1.11
0.56–2.18
0.77
1.31
0.68–2.53
0.41
1.17
0.47–2.89
0.73
2.65
1.46–4.82
< 0.01 Iqbal et al. BMC Public Health (2021) 21:317 Page 13 of 14 Funding g
This research received no supporting funds from any funding agency in the
public, commercial, or not-for-profit sector. Open Access funding enabled
and organized by Projekt DEAL. Author details
1 1Institute of Social and Cultural Studies, University of the Punjab, Lahore,
Pakistan. 2Department of Public Health, Institute of Social and Cultural
Studies, University of the Punjab, Lahore, Pakistan. 3Institute of Public Health,
Charité – Universitätsmedizin Berlin, Berlin, Germany. 4Institute of
Gerontological Health Services and Nursing Research, Ravensburg-Weingarten University of Applied Sciences, Weingarten,
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published maps and institutional affiliations.
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Vascular plant taxa occurrences in exotic woodland and in natural and production forests on the Islands of São Miguel, Terceira and Pico (Azores)
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Biodiversity data jurnal
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Biodiversity Data Journal 11: e109082
doi: 10.3897/BDJ.11.e109082
Data Paper Biodiversity Data Journal 11: e109082
doi: 10.3897/BDJ.11.e109082
Data Paper Biodiversity Data Journal 11: e109082
doi: 10.3897/BDJ.11.e109082
Data Paper Data Paper Vascular plant taxa occurrences in exotic
woodland and in natural and production forests on
the Islands of São Miguel, Terceira and Pico
(Azores) Lurdes Borges Silva
, Patrícia Madeira
, Diogo Pavão
, Rui B Elias
, Monica Moura
,
Luís Silva
‡,§,|
‡,§,|
‡,§,|,¶
#,¤
‡,§,|,¶
‡,§,|,¶ ‡ CIBIO, Research Center in Biodiversity and Genetic Resources, InBIO Associate Laboratory, Campus Ponta Delgada-
Faculty of Sciences and Technology, University of the Azores, Rua da Mãe de Deus, 9500-321, Ponta Delgada, Portugal
§ BIOPOLIS Program in Genomics, Biodiversity and Land Planning, CIBIO, Campus de Vairão, 4485-661, Vairão, Portugal
| UNESCO Chair – Land within Sea: Biodiversity & Sustainability in Atlantic Islands. University of the Azores, Rua da Mãe de
Deus, 9500-321, Ponta Delgada, Portugal ¶ Faculty of Sciences and Technology, University of the Azores, Rua da Mãe de Deus, 9500-321, Ponta Delgada, Portugal
# cE3c - Center for Ecology, Evolution and Environmental Changes & CHANGE - Global Change and Sustainability Institute &
Azorean Biodiversity Group, University of the Azores, 9700-042, Angra do Heroísmo, Portugal ¤ Faculty of Agricultural Sciences and Environmental, University of the Azores, Rua Capitão João d’Ávila – Pico da Urze,
9700‑042, Angra do Heroísmo, Portugal Corresponding author: Lurdes Borges Silva (lurdes.cb.silva@uac.pt)
Academic editor: Paulo Borges
Received: 05 Jul 2023 | Accepted: 27 Jul 2023 | Published: 03 Aug 2023
Citation: Borges Silva L, Madeira P, Pavão D, Elias RB, Moura M, Silva L (2023) Vascular plant taxa
occurrences in exotic woodland and in natural and production forests on the Islands of São Miguel, Terceira and
Pico (Azores). Biodiversity Data Journal 11: e109082. https://doi.org/10.3897/BDJ.11.e109082 © Borges Silva L et al. This is an open access article distributed under the terms of the Creative Commons Attribution License (CC
BY 4.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are
credited. New information We provide an inventory of indigenous and non-indigenous vascular plant taxa from 90
forest stands. A total of 105 taxa were identified and registered, belonging to 60 families,
91 genera, 101 species and four subspecies. A total of 35% of the taxa were endemic, 27%
native and 38% non-indigenous, including 19% of invasive taxa. Endangered and
vulnerable taxa were registered, including Elaphoglossum hirtum (Sw.) C.Chr., Lactuca
watsoniana Trel. and others which were considered by the authors a priority for
conservation (e.g. Arceuthobium azoricum Wiens & Hawksw., Bellis azorica Hochst. ex
Seub., Sanicula azorica Guthnick ex Seub., Platanthera micrantha (Hochst. ex Seub.)
Schltr.). Our records provide detailed and updated knowledge of Azorean Forest flora and
highlight the role of natural forests as indigenous plant diversity hotspots and exotic
woodland as a source of invasive taxa within the Archipelago. Borges Silva L et al Borges Silva L et al 2 forest, exotic woodland and production forest. The aim of this report is to further expand
knowledge on biodiversity trends enclosed in the different forest types present in the
Azores, by providing a list of the occurrences of the 105 different vascular plant taxa
together with a brief characterisation of their origin and life-form. forest, exotic woodland and production forest. The aim of this report is to further expand
knowledge on biodiversity trends enclosed in the different forest types present in the
Azores, by providing a list of the occurrences of the 105 different vascular plant taxa
together with a brief characterisation of their origin and life-form. Keywords Azores, islands, Plantae, endemic, native, exotic woodland, natural forest, production
forest, Magnoliophyta, Magnoliopsida, Liliopsida, Lycopodiophyta, Pinophyta, Pteridophyta,
occurrences Background The data presented here originated from field expeditions carried out between 2017 and
2018, within the framework of Forest-Eco project: "Towards an Ecological and Economic
valorisation of the Azorean Forest". The project aimed to quantify the ecological value of
the Azorean forests, including carbon accumulation and to design and propose measures
that could further enhance forest sustainability. For that, 90 forest plots were sampled on
three Azores islands - São Miguel, Terceira and Pico - equally distributed into natural
2 Introduction Studies on ecology and the distribution of organisms in a gradient of forest types,
particularly with an emphasis on flora and species attributes, have been the focal point in
many projects on forests ecosystems across the world (Rahbek 1995, Kessler 2000,
Pavón et al. 2000, Grytnes 2003, Olthoff et al. 2016, Vinod et al. 2022) and also in the
Azores Islands (Marcelino et al. 2013, Marcelino et al. 2014, Elias et al. 2016, Borges Silva
L et al. 2022b). Forests and woodlands constitute a striking and structuring element of the Azorean
landscape. Occupying about 30% of the insular terrestrial territory (DRRF 2014), they
harbour enormous terrestrial biodiversity, making them, in essence, critical habitats for
plant species and for providing a wide range of ecosystem services (Matos et al. 2019,
Borges Silva L et al. 2022b). The flora of the Azores comprises about 4000 vascular plant taxa (Tracheobionta) (Silva et
al. 2008, Silva et al. 2022, Borges Silva L et al. 2022a), including cultivated taxa; but
excluding another 1397 taxa without a confirmed presence in the Azores. Distributed within Vascular plant taxa occurrences in exotic woodland and in natural and production ... 3 several groups, namely Magnoliophyta, Pinophyta, Pteridophyta and Lycopodiophyta (Silva
et al. 2008, Silva et al. 2010), approximately 133 species are considered as native and 101
endemic, distributed over 60 families, the vast majority of which only contain a single
endemic taxon (Silva et al. 2008, Silva et al. 2022, Borges Silva L et al. 2022a). The
families with the highest numbers of endemic taxa correspond to Asteraceae (13),
Dryopteridaceae (8), Poaceae (12) and Apiaceae (7) (Silva et al. 2009, Silva et al. 2010,
Moura et al. 2013, Borges Silva et al. 2016, Moura et al. 2018, Moura et al. 2019, Vieira et
al. 2020, Elias et al. 2022). The remaining taxa consist of exotic plants, distributed over
200 families, 2901 considered as cultivated or at least imported, 322 as casual escapes
and 578 as naturalized, of which 140 are invasive, occupying large extensions (Silva et al. 2008, Silva et al. 2022, Borges Silva L et al. 2022a). As in many archipelagos, the Azorean primary forest was largely cleared and replaced by
secondary forest and grassland (Matos et al. 2019, Pavão et al. 2021). Introduction Currently, land use
in the Azores is dominated by pastures and agriculture (60%), planted or alien dominated
forests (22%), with natural forests and vegetation representing 10% of the territory (DRRF
2014). The Azorean production forest is dominated by a reduced number of species, including
Cryptomeria japonica D. Don (12,856 ha), Eucalyptus globulus Labill. (3786 ha), Pinus
pinaster Aiton (874 ha) and by non-productive exotic woodland occupying more than 30%
of the forest areas, where Pittosporum undulatum Vent. is the dominant woody species,
occupying 23,939 ha (Lourenço et al. 2011, DRRF 2014, Borges Silva et al. 2014, Borges
Silva et al. 2017, Borges Silva et al. 2018). Non-indigenous invasive species, such as P. undulatum, Hedychium gardnerianum
Sheppard ex Ker-Gawl., Leycesteria formosa Wall., Clethra arborea Aiton, Gunnera
tinctoria (Molina) Mirb. and tree ferns, such as Sphaeropteris cooperi (F.Muell.) R.M.Tryon,
Sphaeropteris medullaris Bernh and Dicksonia antarctica Labill., currently threaten the
conservation of endemic Azorean species and natural forests (Silva and Smith 2006, Silva
et al. 2009, Costa et al. 2013, Borges Silva et al. 2014, Borges Silva et al. 2017, Silva and
Beech 2017, Borges Silva et al. 2018). The publication of updated species lists and suitable floristic data, makes available relevant
information for the evaluation of the conservation status of species and ecosystems
(Simões et al. 2021, Büttner et al. 2022). This paper aims to publish a dataset of vascular plant occurrences in 90 Azorean forests,
highlighting the importance of natural forests as indigenous plant diversity hotspots and of
exotic woodland as a source of invasive taxa. General description Purpose: The purpose of this paper was to publish a dataset of vascular plant occurrences
in three forest types (NF-Natural Forest, EW-Exotic Woodland and PF-Production Forest) Borges Silva L et al 4 4 on three islands of the Azores Archipelago (São Miguel, Terceira and Pico), already
published in GBIF as a Darwin Core Archive. on three islands of the Azores Archipelago (São Miguel, Terceira and Pico), already
published in GBIF as a Darwin Core Archive. Project description Title: Vascular plant taxa occurrences in exotic woodland and in natural and production
forests on the islands of São Miguel, Terceira, and Pico (Azores). Personnel: Lurdes Borges Silva, Patrícia Madeira, Diogo Pavão, Rui Bento Elias, Mónica
Moura and Luís Silva. Study area description: The Azores Archipelago is situated in the North Atlantic Ocean,
between North America and Europe, about 1500 km west of mainland Portugal, roughly at
38°44'52''N, 31°32'16''W and 38°55'27''N, 25°0'36''W (Fig. 1). The Archipelago is formed by
nine main islands and some small islets, all of them of volcanic origin. The islands are
divided into three main groups: the western group (Corvo and Flores), the central group
(Faial, Pico, Graciosa, São Jorge and Terceira) and the eastern group (São Miguel and
Santa Maria). The climate in the Azores is temperate oceanic, with regular and abundant
rainfall, high levels of relative humidity and persistent winds, mainly during winter and
autumn (Azevedo et al. 2004). Figure 1. The Azores Archipelago with its location in the middle Atlantic (right panel) and Azorean
Islands namely São Miguel, Terceira and Pico islands (left panel). The Azores Archipelago with its location in the middle Atlantic (right panel) and Azorean
Islands namely São Miguel, Terceira and Pico islands (left panel). The landscape of the islands is composed by a mosaic of habitats, ranging from
herbaceous to arboreal and from natural to anthropogenic (Silva et al. 2008, Soares et al. 2021). The original landscape was strongly altered by replacing pristine and native forest
areas with exotic tree plantations, crops, pastures and urban areas (Silva et al. 2008). During the last decades of the 20 century, the reduction of native forest area was
significant, with the clearing of large fragments, at mid- and high altitude, for pasture (
Gaspar et al. 2008). Pittosporum undulatum, Acacia melanoxylon R.Br. or Eucalyptus
th The landscape of the islands is composed by a mosaic of habitats, ranging from
herbaceous to arboreal and from natural to anthropogenic (Silva et al. 2008, Soares et al. 2021). The original landscape was strongly altered by replacing pristine and native forest
areas with exotic tree plantations, crops, pastures and urban areas (Silva et al. 2008). During the last decades of the 20 century, the reduction of native forest area was
significant, with the clearing of large fragments, at mid- and high altitude, for pasture (
Gaspar et al. 2008). Pittosporum undulatum, Acacia melanoxylon R.Br. Project description or Eucalyptus
th Vascular plant taxa occurrences in exotic woodland and in natural and production ... 5 globulus dominate most forest patches located in low- to mid-elevation areas. At higher
altitudes, Cryptomeria japonica dominates, along with the remaining stands of natural
forests, particularly above 600 m a.s.l. (Elias et al. 2016, Borges Silva et al. 2017, Borges
Silva et al. 2018, Dutra Silva et al. 2019). The natural vegetation includes diverse
communities, namely coastal vegetation, coastal and inland wetlands, meadows, peat
bogs and several types of native forests and scrubs. However, forests are the dominant
natural vegetation type. In fact, before human settlement, laurel forests could have covered
around 75% of Azorean islands (Elias et al. 2016). Currently, the native laurel forest
comprises about 5% of the total surface of the Archipelago and has remained only at
higher elevations and in inaccessible areas of the islands (Elias et al. 2016). This research comprised three islands contributing with the largest forest areas: São
Miguel Island with 745 km , the highest elevation being 1105 m a.s.l. with an estimated age
of 0.79 MY (millions of years) (Sibrant et al. 2015), Terceira Island with 400 km , a
maximum elevation of 1023 m a.s.l. and 0.39 MY (Hildenbrand et al. 2014) and Pico Island
with an area of 447 km , mostly occupied by a volcanoes reaching an altitude of 2351 m
a.s.l. and an approximate age of 0.27 MY (Demand et al. 1982) (Fig. 1). 2
2
2 Design description: A total of 90 forests patches were randomly sampled, with 30
quadrats plots (100 m , divided into four subplots), per island. Surveys took place in spring
and summer of 2017 (São Miguel and Terceira Islands) and 2018 (São Miguel and Pico
Islands), for a period of 8 months (4 months per year), corresponding to a total of 240
days. Study areas were delimited using a geographic information system (GIS; QGis 3.28)
to map and select forest stands, based on the data provided by the Azorean Forest
Inventory (DRRF 2007) (see Borges Silva L et al. (2022b) , Figure 2). Project description 2 Funding: This work was funded by: i) Project FOREST-ECO2-Towards an Ecological and
economic valorization of the Azorean Forest ACORES-01-0145-FEDER-000014-Azores
2020 PO, 2016–2019; ii) FEDER funds through the Operational Programme for
Competitiveness Factors-COMPETE; iii) by PO Azores Project “Portal da Biodiversidade
dos Açores” - M1.1.A/INFRAEST CIENT/001/2022; and iv) by National Funds through
FCT-Foundation for Science and Technology under the UID/BIA/50027/2019 and
POCI-01-0145-FEDER-006821. Sampling methods Description: Three types of vegetation were included (Borges Silva L et al. 2022) •
Natural forest, corresponding to submontane and montane cloud forests (Elias et
al. 2016). Its distribution in the Azores evolved in unique conditions, due to a
pronounced isolation, relatively homogeneous climatic conditions and a limited
number of native woody species, but high plant biodiversity and a high number of
endemic species, which are dominated by Ilex azorica Gand., Juniperus brevifolia
(Hochst. ex Seub.) Antoine, Laurus azorica (Seub.) Franco, Morella faya (Aiton) 6 6 Borges Silva L et al Wilbur and Picconia azorica (Tutin) Knobl (Dias et al. 2007, Elias and Dias 2008,
Silva et al. 2010, Pavão et al. 2022, Pavão et al. 2023a, Pavão et al. 2023b). Wilbur and Picconia azorica (Tutin) Knobl (Dias et al. 2007, Elias and Dias 2008,
Silva et al. 2010, Pavão et al. 2022, Pavão et al. 2023a, Pavão et al. 2023b). Exotic woodland, located at lower to mid-elevations and dominated by P. undulatum
covering more than 30% of the forest area, which expanded from sea level up to
600 m (Borges Silva et al. 2017, Dutra Silva L et al. 2017a, Dutra Silva et al. 2017b,
Borges Silva et al. 2018, Dutra Silva et al. 2019). •
Exotic woodland, located at lower to mid-elevations and dominated by P. undulatum
covering more than 30% of the forest area, which expanded from sea level up to
600 m (Borges Silva et al. 2017, Dutra Silva L et al. 2017a, Dutra Silva et al. 2017b,
Borges Silva et al. 2018, Dutra Silva et al. 2019). •
Production forest, dominated by C. japonica, occupying 60% of the area dedicated
to this type of forest, the most economically important forestry species in the Azores
and with an important impact on the landscape (DRRF 2007, Lourenço et al. 2011,
DRRF 2014). •
Production forest, dominated by C. japonica, occupying 60% of the area dedicated
to this type of forest, the most economically important forestry species in the Azores
and with an important impact on the landscape (DRRF 2007, Lourenço et al. 2011,
DRRF 2014). Sampling description: A total of 90 forest stands were randomly sampled, 30 in each of
the three selected islands São Miguel, Terceira and Pico (10 NF, 10 EW and 10 PF) (Table
1). Sampling methods At each forest, we delimited a 10 × 10 m (100 m ) plot and recorded the vascular plant
taxa. To quantify the cover-abundance of each taxon, we used the Braun Blanquet scale
modified by Van der Maarel E (1979). 2 Table 1. List of the 90 sampled forests in São Miguel (SMG, n = 30), Terceira (TER, n = 30) and Pico (PIC, n
= 30) Islands. Information about Forest Type (Natural - Natural Forest, Exotic-Pitt - Exotic
Woodland dominated by Pittosporum undulatum, Production-Cryp - Production Forest dominated
by Cryptomeria japonica), Location ID (Code), Locality, decimal geographical coordinates (datum
WGS84) and elevation in metres is provided. List of the 90 sampled forests in São Miguel (SMG, n = 30), Terceira (TER, n = 30) and Pico (PIC, n
= 30) Islands. Information about Forest Type (Natural - Natural Forest, Exotic-Pitt - Exotic
Woodland dominated by Pittosporum undulatum, Production-Cryp - Production Forest dominated
by Cryptomeria japonica), Location ID (Code), Locality, decimal geographical coordinates (datum
WGS84) and elevation in metres is provided. List of the 90 sampled forests in São Miguel (SMG, n = 30), Terceira (TER, n = 30) and Pico (PIC, n
= 30) Islands. Information about Forest Type (Natural - Natural Forest, Exotic-Pitt - Exotic
Woodland dominated by Pittosporum undulatum, Production-Cryp - Production Forest dominated
by Cryptomeria japonica), Location ID (Code), Locality, decimal geographical coordinates (datum
WGS84) and elevation in metres is provided. Island Forest type
Location
ID
Locality
Latitude Longitude Elevation
(m)
SMG
Natural
SMLO-
NF01
Lombadas
37.78824 -25.46862
654
SMG
Natural
SMTR-
NF02
Tronqueira
37.79914 -25.18354
646
SMG
Natural
SMVO-
NF03
Lomba do Carro
37.78122 -25.27603
568
SMG
Natural
SMER-
NF04
Sete Cidades (Estrada-Sul Vista do
Rei)
37.83654 -25.78826
640
SMG
Natural
SMLF-
NF05
Lagoa do Fogo
37.76259 -25.46632
653
SMG
Natural
SMVA-
NF06
Pico da Vela
37.76174 -25.46140
855
SMG
Natural
SMMT-
NF07
Tronqueira
37.79804 -25.18430
677
SMG
Natural
SMME-
NF08
Monte Escuro
37.77866 -25.43709
753
SMG
Natural
SMTR-
NF09
Tronqueira
37.79701 -25.18442
754 Vascular plant taxa occurrences in exotic woodland and in natural and production ... 7 Island Forest type
Location
ID
Locality
Latitude Longitude Elevation
(m)
SMG
Natural
SMLM-
NF10
Lomba do Botão
37.77383 -25.27546
455
SMG
Exotic-Pitt. SMCM-
EW01
Ferraria (Pico das Camarinhas)
37.85843 -25.84877
205
SMG
Exotic-Pitt. SMCB-
EW02
Lagoa (Chã do Rego d`Água)
37.77367 -25.56959
240
SMG
Exotic-Pitt. SMMF-
EW03
Mosteiros (Pico de Mafra)
37.89435 -25.80720
200
SMG
Exotic-Pitt. Sampling methods SMLS-
EW04
Lagoa Santiago
37.85266 -25.77467
502
SMG
Exotic-Pitt. SMPP-
EW05
Pinhal da Paz
37.79015 -25.63265
394
SMG
Exotic-Pitt. SMFA-
EW06
Fenais da Ajuda (Lomba de Cima)
37.82921 -25.31140
405
SMG
Exotic-Pitt. SMFT-
EW07
Faial da Terra
37.75355 -25.21646
508
SMG
Exotic-Pitt. SMPB-
EW08
Pico Bartolomeu
37.80110
-25.15830
607
SMG
Exotic-Pitt. SMFN-
EW09
Furnas Norte (Caminho Norte/Sul)
37.78404 -25.29760
315
SMG
Exotic-Pitt. SMNG-
EW10
Lagoa do Congro
37.75813 -25.40702
607
SMG
Production-Cryp. SMAL-
PF01
Caldeira do Alferes
37.87024 -25.80575
483
SMG
Production-Cryp. SMEM-
PF02
Lagoa das Empadadas
37.82668 -25.74983
845
SMG
Production-Cryp. SMCT-
PF03
Castelo Branco
37.74732 -25.35377
638
SMG
Production-Cryp. SMFN-
PF04
Furnas Norte (Caminho Norte/Sul)
37.77344 -25.36415
654
SMG
Production-Cryp. SMAG-
PF05
Água de Pau
37.73415 -25.49549
432
SMG
Production-Cryp. SMPG-
PF06
Planalto dos Graminhais
37.80362 -25.26304
850
SMG
Production-Cryp. SMTR-
PF07
Tronqueira
37.79797 -25.17647
683
SMG
Production-Cryp. SMSB-
PF08
Lagoa São Brás
37.79404 -25.41236
716
SMG
Production-Cryp. SMFT-
PF09
Faial da Terra
37.77265 -25.18795
470 Borges Silva L et al Borges Silva L et al 8 8 Island Forest type
Location
ID
Locality
Latitude Longitude Elevation
(m)
SMG
Production-Cryp. SMGI-
PF10
Ginetes
37.87205 -25.82743
289
TER
Natural
TETB-
NF01
Reserva Natural da Terra Brava
38.73293 -27.20936
692
TER
Natural
TEBL-
NF02
Reserva Natural da Terra Brava
38.73942 -27.21194
710
TER
Natural
TETR-
NF03
Reserva Natural da Terra Brava
38.73086 -27.19350
679
TER
Natural
TETA-
NF04
Reserva Natural da Terra Brava
38.73008 -27.19260
692
TER
Natural
TEIN-NF05
Caldeira de Santa Bárbara
38.73461 -27.30828
889
TER
Natural
TEIS-NF06
Caldeira de Santa Bárbara
38.73390 -27.30933
904
TER
Natural
TEMO-
NF07
Morro Assombrado
38.75619 -27.22497
591
TER
Natural
TEMA-
NF08
Morro Assombrado
38.75763 -27.22706
550
TER
Natural
TELM-
NF09
Lomba
38.73911
-27.29289
725
TER
Natural
TELO-
NF10
Lomba
38.73844 -27.29036
700
TER
Exotic-Pitt. TEMD-
EW01
Monte Brasil (Ponta de São Diogo)
38.64105 -27.22841
212
TER
Exotic-Pitt. TESE-
EW02
Serreta (Pico do Carneiro)
38.76431 -27.35234
492
TER
Exotic-Pitt. TESC-
EW03
Biscoitos
38.79195 -27.24367
139
TER
Exotic-Pitt. TEPT-
EW04
Pico do Teles
38.73238 -27.36180
443
TER
Exotic-Pitt. TEFE-
EW05
Feteira
38.66165 -27.15121
279
TER
Exotic-Pitt. TEMG-
EW06
Caparica (Caminho dos Caneleiros)
38.77158 -27.26219
386
TER
Exotic-Pitt. TELJ-
EW07
Vila das Lajes
38.75774 -27.10938
129
TER
Exotic-Pitt. TECU-
EW08
Serra do Cume
38.72935 -27.09827
264
TER
Exotic-Pitt. TELC-
EW09
São Brás (Ladeira do Cardoso)
38.74693 -27.13439
265
TER
Exotic-Pitt. Sampling methods TEAG-
EW10
Agualva
38.79077 -27.19684
197 Vascular plant taxa occurrences in exotic woodland and in natural and production ... 9 Island Forest type
Location
ID
Locality
Latitude Longitude Elevation
(m)
TER
Production-Cryp. TETE-
PF01
Terra Chã
38.69952 -27.23730
517
TER
Production-Cryp. TESS-
PF02
Serra de Santa Bárbara
38.71403 -27.32952
600
TER
Production-Cryp. TEGN-
PF03
Gruta de Natal
38.73102 -27.28399
661
TER
Production-Cryp. TEGR-
PF04
Gruta de Natal
38.73999 -27.26335
593
TER
Production-Cryp. TEBI-PF05
Biscoitos
38.76861 -27.25169
443
TER
Production-Cryp. TECB-
PF06
São Bento (Caminho do Cabrito)
38.70378 -27.17663
468
TER
Production-Cryp. TEEC-
PF07
Algar do Carvão (Caminho)
38.72588 -27.24099
579
TER
Production-Cryp. TEMH-
PF08
Malha Grande
38.75945 -27.26404
498
TER
Production-Cryp. TERF-
PF09
Reserva Florestal Parcial (Serreta e
Serra de Santa Bárbara)
38.76519 -27.32107
555
TER
Production-Cryp. TEMS-
PF10
Mato da Serreta
38.74679 -27.33689
800
PIC
Natural
PISG-
NF01
Saída das Lages
38.43333 -28.30689
419
PIC
Natural
PIPR-NF02
Mistério da Prainha
38.48544 -28.27356
516
PIC
Natural
PIBU-NF03
Trilho dos Burros
38.47972 -28.27231
621
PIC
Natural
PIAC-NF04
Planalto da Achada
38.46914 -28.31014
682
PIC
Natural
PICD-
NF05
Caiado
38.45589 -28.25708
808
PIC
Natural
PICA-NF06
Caveiro
38.43753 -28.20108
905
PIC
Natural
PICT-NF07
Caveiro
38.43606 -28.20761
940
PIC
Natural
PIAF-NF08
Caminho do Arrife
38.45067 -28.30986
580
PIC
Natural
PICS-NF09
Cabeçinhos
38.44350 -28.31883
530
PIC
Natural
PICX-NF10
Cabeço do Teixo
38.48775 -28.34708
850
PIC
Exotic-Pitt. PIPH-
EW01
Prainha
38.46781 -28.21922
296
PIC
Exotic-Pitt. PISR-
EW02
São Roque
38.51144
-28.33072
282
PIC
Exotic-Pitt. PISL-
EW03
Santa Luzia
38.52550 -28.39169
344 Borges Silva L et al Borges Silva L et al 10 Island Forest type
Location
ID
Locality
Latitude Longitude Elevation
(m)
PIC
Exotic-Pitt. PIAM-
EW04
Santo Amaro
38.45053 -28.18022
229
PIC
Exotic-Pitt. PIPE-
EW05
Piedade
38.43203 -28.07394
200
PIC
Exotic-Pitt. PIRI-EW06
Ribeiras
38.41289 -28.14211
358
PIC
Exotic-Pitt. PILG-
EW07
Lajes do Pico
38.42542 -28.27253
288
PIC
Exotic-Pitt. PICB-
EW08
Candelária
38.47233 -28.50047
124
PIC
Exotic-Pitt. PIBD-
EW09
Bandeiras
38.52964 -28.46250
202
PIC
Exotic-Pitt. PIJO-
EW10
São João
38.42733 -28.33086
320
PIC
Production-Cryp. PIFR-PF01
Farrobo
38.51358 -28.43758
534
PIC
Production-Cryp. PIBU-PF02
Trilho dos Burros
38.47986 -28.27272
627
PIC
Production-Cryp. PIAR-
PF003
São Miguel Arcanjo
38.49628 -28.29019
377
PIC
Production-Cryp. PIAF-
PF004
Caminho do Arrife
38.45461 -28.30689
604
PIC
Production-Cryp. PIJO-
PF005
São João
38.44089 -28.32081
514
PIC
Production-Cryp. PICE-
PF006
São Caetano
38.43192 -28.36583
434
PIC
Production-Cryp. PIIR-
PF007
Ribeirinhas
38.43044 -28.09308
362
PIC
Production-Cryp. PIAM-
PF008
Santo Amaro
38.44797 -28.15064
292
PIC
Production-Cryp. Sampling methods PIPH-
PF009
Prainha
38.46158 -28.21608
374
PIC
Production-Cryp. PICI-
PF010
Caminho do Caveiro (Lagoa do
Caiado)
38.45689 -28.25922
804 Analysis Colonisation status. We determined the indigenous and non-indigenous plants globally and
specifically for the groups Magnoliopsida, Liliopsida, Pinophyta, Pteridophyta and
Lycopodiophyta. The contribution of each family was evaluated by calculating the number
of genera for indigenous and non-indigenous taxa within each family and the number of
infrageneric taxa per genus. Vascular plant taxa occurrences in exotic woodland and in natural and production ... 11 Biogeography of non-indigenous plants. The distribution of non-indigenous taxa was
classified by region, according to Pielou (1992). Taxa present in more than two
biogeographic regions were considered as subcosmopolitan. Life forms. The classification of life forms followed Franco (1971), Franco (1984), Franco
and Afonso (1994) and Franco and Afonso (1998) and the frequency of each life form was
then calculated. Life forms were based on the Raunkjaer (1936) main criterion (height of
perennating buds): phanerophytes-perennating buds on aerial shoots (nanophanerophytes
< 2 m in height,
microphanerophytes 2-8 m, mesophanerophytes 8-30 m,
megaphanerophytes > 30 m); chamaephytes - perennating buds very close to the ground;
hemicryptophytes - perennating buds at ground level; cryptophytes - perennating buds
below ground level (geophytes) and therophytes - annual species (Silva and Smith 2004). Useful species. The number of taxa in the following categories was calculated: ornamental,
forestry, cultivated (aromatic, animal fodder, hedge-plants), crops (human food) and
ruderal. The percentages of taxa considered as plant invaders and as ecological threats by
Portuguese legislation were also calculated DLR 15 from 2 April 2012 (DLR15 2012) and
DL 92 from 10 July 2019 (DL92 2019). Quality control: Specimens representing most of the inventoried species, were collected
in the field, following standard herbarium techniques and then deposited in the Herbarium
Ruy Telles Palhinha, University of the Azores (AZB). All sampled individuals were sorted by
trained taxonomists. Taxonomic nomenclature obtained from:Seubert and Hochstetter (1843), Seubert (1844),
Dröuet (1866), Trelease (1897), Cedercreutz (1941), Tutin et al. (1964), Palhinha (1966),
Tutin et al. (1968), Franco (1971), Tutin et al. (1972), Sjögren (1973), Tutin et al. (1976),
Tutin et al. (1980), Fernandes and Fernandes (1980), Fernandes and Fernandes (1983),
Franco (1984), Fernandes and Fernandes (1987), Valdés et al. (1987), Franco and Afonso
(1994), Press and Short (1994), Franco and Afonso (1998), Schaefer (2002), Schaefer
(2003), Schaefer (2005), Schaefer (2005a), Silva et al. (2010), Vieira et al. (2020) Taxonomic nomenclature obtained from:Seubert and Hochstetter (1843), Seubert (1844),
Dröuet (1866), Trelease (1897), Cedercreutz (1941), Tutin et al. Analysis (1964), Palhinha (1966),
Tutin et al. (1968), Franco (1971), Tutin et al. (1972), Sjögren (1973), Tutin et al. (1976),
Tutin et al. (1980), Fernandes and Fernandes (1980), Fernandes and Fernandes (1983),
Franco (1984), Fernandes and Fernandes (1987), Valdés et al. (1987), Franco and Afonso
(1994), Press and Short (1994), Franco and Afonso (1998), Schaefer (2002), Schaefer
(2003), Schaefer (2005), Schaefer (2005a), Silva et al. (2010), Vieira et al. (2020) In terms of species colonisation status, we followed Silva et al. (2010) categories: Azorean
endemic species, i.e. species (or subspecies) occurring only in the Azores, as a result of
either speciation events (neo-endemics) or extinct of the mainland populations (paleo-
endemics); Macaronesian endemic species, i.e. species only known from the
Macaronesian archipelagos (the Azores, Madeira, Canaries and Cape Verde); Native
species, i.e. species which arrived by long-distance dispersal to the Azores and which also
occur naturally elsewhere. Regarding Introduced species, that occur in the archipelago as
a result of human activities, we distinguished two groups, Naturalised, with self-supporting
populations and Casual, occasionally escaped from cultivation. The biogeographic and historic criteria used to classify taxa as non-indigenous were
adapted from Silva et al. (2000): (i) classified as such by several authors from the 19
century; (ii) first record in the last 100 years; (iii) distribution restricted to a reduced number
of islands; (iv) record of a recent (last 100 years) extension of the distribution in the Azores;
th Borges Silva L et al 12 (v) absence in other Macaronesian islands; (vi) disjunct distribution; (vii) anthropochoric
taxa - only casual in the native vegetation. These criteria were applied after exclusion of
endemic taxa. Database queries allowed the determination of the taxa number in each
category,
globally and specifically for the Magnoliopsida, Liliopsida, Pinophyta,
Pteridophyta and Lycopodiophyta groups (Silva and Smith 2004). Geographic coverage Description: São Miguel, Terceira and Pico Islands, in the Azores Archipelago (Portugal). Coordinates: São Miguel: 37°55'45.6''N and 37°42'22.8''N Latitude; 25°53'28.2''W and
25°0'27.6''W Longitude Terceira: 38°38'16.8''N and 38°48'50.4''N Latitude; 27°23'38.4''W
and 27°0'54''W Longitude Pico: 38°34'53''N and 38°21'48''N Latitude; 28°33'40''W and
28°0'14.9''W Longitude. Taxonomic coverage Description: For the three forest types and for the three Islands, the dataset includes 105
vascular plant taxa, represented by 101 species and four subspecies, mostly including
indigenous plants (35% endemic and 27% native) and 38% of non-indigenous plants (Fig. 2 and Fig. 3). Magnoliopsida were the highest proportion and Pinophyta the lowest (Fig. 2
and Fig. 3). The 105 taxa were distributed by 60 families belonging to 91 genera (Fig. 2). In
general, each family and genus contributed only with a small number of indigenous (1-6) or
non-indigenous taxa (1-3) (Fig. 2). Regarding Magnoliopsida, NF showed the highest numbers of endemic and native taxa,
while EW and PF showed the highest values of invasive taxa, EW also showing a high
number of naturalised and casual species (Fig. 2). For Liliopsida, again NF showed the
highest values of endemism, despite also including naturalised and invasive taxa (Fig. 2). For Pteridophyta, all three forests showed similar values of endemic, native and invasive
taxa (Fig. 2). In the Pteridophyta, for the three forest types, 10 families included one or two genera, one
family included three genera and only two families participated with more than two species,
namely the Dryopteridaceae and Hymenophyllaceae (Table 2). We found two Lycophytes,
one a Macaronesian endemism, Huperzia suberecta (Lowe) Tardieu. The Pinophyta only
included two Cupressaceae, with one endemic taxon, Juniperus brevifolia (Hochst. ex
Seub.) Antoine subsp. brevifolia (Table 2). For the three forest types, the Liliopsida
included 11 families and 27 genera, most contributing with only one taxon. The
Cyperaceae and Poaceae included the highest numbers of indigenous taxa (Table 2). For
the Magnoliopsida, we found 35 families and 83 genera. In general, the families including
more indigenous taxa were the Asteraceae, Ericaceae, Lauraceae and Rosaceae (Table 2). Vascular plant taxa occurrences in exotic woodland and in natural and production ... 13 13 Figure 2. Categorisation of 105 Azorean vascular plant taxa, observed at 90 forests in the Azores, per
forest type (Natural Forest, Exotic Woodland and Production Forest) and according to the five
major groups of vascular plants (MA-Magnoliopsida, LI-Liliopsida, PI-Pinophyta, PT-
Pteridophyta and LY-Lycopodiophyta,). Number of taxa in each category: END-Endemic (taxa
only occurring in the Azores); NAT-Native (colonised the Azores without human intervention,
also occurring in other regions); INV-Invasive; NTZ-Naturalised (with self-supporting
populations); CA-casual (occasionally escaped from cultivation) and CU-Cultivated (Silva et al. 2010). Figure 2. Categorisation of 105 Azorean vascular plant taxa, observed at 90 forests in the Azores, per
forest type (Natural Forest, Exotic Woodland and Production Forest) and according to the five
major groups of vascular plants (MA-Magnoliopsida, LI-Liliopsida, PI-Pinophyta, PT-
Pteridophyta and LY-Lycopodiophyta,). Number of taxa in each category: END-Endemic (taxa
only occurring in the Azores); NAT-Native (colonised the Azores without human intervention,
also occurring in other regions); INV-Invasive; NTZ-Naturalised (with self-supporting
populations); CA-casual (occasionally escaped from cultivation) and CU-Cultivated (Silva et al. 2010). Categorisation of 105 Azorean vascular plant taxa, observed at 90 forests in the Azores, per
forest type (Natural Forest, Exotic Woodland and Production Forest) and according to the five
major groups of vascular plants (MA-Magnoliopsida, LI-Liliopsida, PI-Pinophyta, PT-
Pteridophyta and LY-Lycopodiophyta,). Number of taxa in each category: END-Endemic (taxa
only occurring in the Azores); NAT-Native (colonised the Azores without human intervention,
also occurring in other regions); INV-Invasive; NTZ-Naturalised (with self-supporting
populations); CA-casual (occasionally escaped from cultivation) and CU-Cultivated (Silva et al. 2010). Figure 3. Categorisation of 105 Azorean vascular plant taxa, observed at 90 forests in the Azores, per
Island (São Miguel, Terceira and Pico) and according to the five major groups of vascular
plants (MA-Magnoliopsida;
LI-Liliopsida; PI-Pinophyta; PT- Pteridophyta; and LY-
Lycopodiophyta). Number of taxa in each category: END-Endemic (taxa only occurring in the
Azores); NAT-Native (colonised Azores without human intervention, also occurring in other
regions); INV-Invasive; NTZ-Naturalised (with self-supporting populations); CA-casual
(occasionally escaped from cultivation) and CU-Cultivated (Silva et al. 2010). Figure 3. Categorisation of 105 Azorean vascular plant taxa, observed at 90 forests in the Azores, per
Island (São Miguel, Terceira and Pico) and according to the five major groups of vascular
plants (MA-Magnoliopsida;
LI-Liliopsida; PI-Pinophyta; PT- Pteridophyta; and LY-
Lycopodiophyta). Number of taxa in each category: END-Endemic (taxa only occurring in the
Azores); NAT-Native (colonised Azores without human intervention, also occurring in other
regions); INV-Invasive; NTZ-Naturalised (with self-supporting populations); CA-casual
(occasionally escaped from cultivation) and CU-Cultivated (Silva et al. 2010). 14 Borges Silva L et al Number of genera and of infrageneric taxa per family, for indigenous and non-indigenous vascular
plants, in three forest types (Natural Forest, Exotic Woodland and Production Forest), on three
Azores Islands (São Miguel, Terceira and Pico). Numbers within brackets represent number of
genera shared between indigenous and non-indigenous taxa. Figure 2. Family
Indigenous
Non-indigenous
Family
Indigenous
Non-indigenous
Genera
Taxa Genera
Taxa
Genera
Taxa Genera
Taxa
Magnoliopsida
Liliopsida
Adoxaceae
1
1
Amaryllidaceae
1
1
Apiaceae
1
1
Araceae
2
2
Apocynaceae
1
1
Asparagaceae
1
1
Aquifoliaceae
1
1
Commelinaceae
1
1
Araliaceae
1
1
Cyperaceae
1
4
Asteraceae
4
5
3
3
Iridaceae
1
1
Brassicaceae
1
1
Juncaceae
2(1)
2
1(1)
1
Caprifoliaceae
1
1
Orchidaceae
1
2
Clethraceae
1
1
Poaceae
3(1)
3
2(1)
2
Ericaceae
3
3
Smilacaceae
1
1
Euphorbiaceae
1
1
Zingiberaceae
1
1
Fabaceae
1
1
Pinophyta
Geraniaceae
1
1
Cupressaceae
1
1
1
1
Hydrangeaceae
1
1
Pteridophyta
Hypericaceae
1
1
Aspleniaceae
1
2
Lamiaceae
1
1
Athyriaceae
2
2
1
1
Lauraceae
1(1)
1
3(1)
3
Blechnaceae
2
2
1
1
Myricaceae
1
1
Culcitataceae
1
1
Myrsinaceae
1
1
Cyatheaceae
1
1
Myrtaceae
2
2
Dennstaedtiaceae
1
1
Oleaceae
1
1
Dryopteridaceae
3
6
1
1
Onagraceae
1
1
Hymenophyllaceae 2
3
Pittosporaceae
1
1
Osmundaceae
1
1
Plantaginaceae
1
1
Polypodiaceae
1
1
Platanaceae
1
1
Pteridaceae
1
1
1
1
Primulaceae
1
1
Lycopodiophyta Vascular plant taxa occurrences in exotic woodland and in natural and production ... Family
Indigenous
Non-indigenous
Family
Indigenous
Non-indigenous
Genera
Taxa Genera
Taxa
Genera
Taxa Genera
Taxa
Rhamnaceae
1
1
Lycopodiaceae
1
1
Rosaceae
4 (1)
4
1(1)
1
Selaginellaceae
1
1
Rubiaceae
1
1
Santalaceae
1
1
Scrophulariaceae 1
1
Solanaceae
2
2
Thymelaeaceae
1
1
Ulmaceae
1
1
Urticaceae
2
2
The frequency of indigenous vascular plant taxa showed the highest values for NF (55%
endemic and 38% native) and the lowest for EW (23% endemic and 25% native) and PF
(17% endemic and 18% native) (Table 3). Pico Island displayed the highest number of
indigenous taxa in the NF and the lowest number in PF (Table 3). Vascular plant taxa occurrences in exotic woodland and in natural and production ... Figure 2. 15 15 Family
Indigenous
Non-indigenous
Family
Indigenous
Non-indigenous
Genera
Taxa Genera
Taxa
Genera
Taxa Genera
Taxa
Rhamnaceae
1
1
Lycopodiaceae
1
1
Rosaceae
4 (1)
4
1(1)
1
Selaginellaceae
1
1
Rubiaceae
1
1
Santalaceae
1
1
Scrophulariaceae 1
1
Solanaceae
2
2
Thymelaeaceae
1
1
Ulmaceae
1
1
Urticaceae
2
2 The frequency of indigenous vascular plant taxa showed the highest values for NF (55%
endemic and 38% native) and the lowest for EW (23% endemic and 25% native) and PF
(17% endemic and 18% native) (Table 3). Pico Island displayed the highest number of
indigenous taxa in the NF and the lowest number in PF (Table 3). Scientific Name
CS
Forest type
Island
Conservation
NF EW PF SMG TER PIC DLR15 H B UICN Others
Arceuthobium azoricum Wiens & Hawksw. END X
X
X
X
X
T100|P
Asplenium adiantum-nigrum L. NAT
X
X
Asplenium scolopendrium L. NAT
X
X
Athyrium filix-femina (L.) Roth
NAT
X
X
X
X
X
X
LC
Bellis azorica Hochst. ex Seub. END X
X
X
X
T100|P
Callitriche stagnalis Scop. NAT
X
X
LC
Calluna vulgaris (L.) Hull
NAT
X
X
LC
Table 3. Conservation status and occurrence of indigenous vascular plant taxa per forest type (NF-Natural
Forest, EW-Exotic Woodland and PF-Production Forest), in each Island (SMG-São Miguel; TER-
Terceira and PIC-Pico). Based on 90 forests sampled in the Azores. Colonisation status (CS)
follows Silva et al. (2010): NAT-Native and END-Endemic. Conservation status according to IUCN
(threatened species: VU = Vulnerable, EN = Endangered; LC = Least Concern, NT = Near
Threatened) and DLR no. 15/2012/A (Legal regime for nature conservation and protection of the
Azores Autonomous Region biodiversity): H (Habitats Directive - Natura 2000 Network); B (Berne
Convention); T100 (100 priority threatened species for management in the European
biogeographical region of Macaronesia); CITES; R4 (protected by regional interest); P (priority for
conservation) and *(priority European species). Conservation status and occurrence of indigenous vascular plant taxa per forest type (NF-Natural
Forest, EW-Exotic Woodland and PF-Production Forest), in each Island (SMG-São Miguel; TER-
Terceira and PIC-Pico). Based on 90 forests sampled in the Azores. Colonisation status (CS)
follows Silva et al. (2010): NAT-Native and END-Endemic. Conservation status according to IUCN
(threatened species: VU = Vulnerable, EN = Endangered; LC = Least Concern, NT = Near
Threatened) and DLR no. Figure 2. 15/2012/A (Legal regime for nature conservation and protection of the
Azores Autonomous Region biodiversity): H (Habitats Directive - Natura 2000 Network); B (Berne
Convention); T100 (100 priority threatened species for management in the European
biogeographical region of Macaronesia); CITES; R4 (protected by regional interest); P (priority for
conservation) and *(priority European species). Scientific Name
CS
Forest type
Island
Conservation
NF EW PF SMG TER PIC DLR15 H B UICN Others
Arceuthobium azoricum Wiens & Hawksw. END X
X
X
X
X
T100|P
Asplenium adiantum-nigrum L. NAT
X
X
Asplenium scolopendrium L. NAT
X
X
Athyrium filix-femina (L.) Roth
NAT
X
X
X
X
X
X
LC
Bellis azorica Hochst. ex Seub. END X
X
X
X
T100|P
Callitriche stagnalis Scop. NAT
X
X
LC
Calluna vulgaris (L.) Hull
NAT
X
X
LC Borges Silva L et al 16 Scientific Name
CS
Forest type
Island
Conservation
NF EW PF SMG TER PIC DLR15 H B UICN Others
Cardamine caldeirarum Guthnick ex Seub. END X
X
Carex divulsa Stokes
NAT
X
X
X
X
X
Carex hochstetteriana J.Gay ex Seub. END
X
X
X
X
Carex pendula Huds. NAT
X
X
Carex vulcani Hochst. ex Seub. END X
X
X
X
Culcita macrocarpa C.Presl
NAT
X
X
X
X
X
X
X
X
X NT
T100
Daphne laureola L. NAT
X
X
Deschampsia foliosa Hack. END X
X
Diplazium caudatum (Cav.) Jermy
NAT
X
X
X
X
X
X
LC
Dryopteris aemula (Aiton) Kuntze
NAT
X
X
X
X
X
X
LC
Dryopteris affinis (Lowe) Fraser-Jenk. NAT
X
X
Dryopteris azorica (Christ) Alston
END X
X
X
X
X
X
Dryopteris crispifolia Rasbach, Reichst. &
Vida
END X
X
X
X
X
X
LC
Elaphoglossum hirtum (Sw.) C.Chr. NAT
X
X
X
X
EN
Erica azorica Hochst. ex Seub. END X
X
X
X
X
X
X
X
Euphorbia stygiana H.C.Watson subsp. stygiana
END X
X
X
X
X
T100|P
Festuca francoi Fern.Prieto, C.Aguiar,
E.Días & M.I.Gut
END X
X
Fragaria vesca L. NAT
X
X
Frangula azorica Grubov
END X
X
X
X
X
X
X LC
T100|P
Hedera azorica Carrière
END X
X
X
X
X
X
Holcus rigidus Hochst. ex Seub. END X
X
X
Huperzia suberecta (Lowe) Tardieu
END X
X
X
X
LC
R4
Hymenophyllum tunbrigense (L.) Sm. NAT
X
X
X
X
X
LC
Hymenophyllum wilsonii Hook. Figure 2. NAT
X
X
X
LC
Hypericum foliosum Aiton
END X
X
X
X
LC
Ilex azorica Gand. END X
X
X
X
X
X
X
LC
T100
Juncus effusus L. NAT
X
X Vascular plant taxa occurrences in exotic woodland and in natural and production ... 17 Scientific Name
CS
Forest type
Island
Conservation
NF EW PF SMG TER PIC DLR15 H B UICN Others
Juniperus brevifolia (Hochst. ex Seub.)
Antoine subsp. brevifolia
END X
X
X
X
X
X VU
T100|P
Lactuca watsoniana Trel. END X
X
X
X
X EN
T100|*
Laurus azorica (Seub.) Franco
END X
X
X
X
X
X
X
LC
T100|P
Leontodon filii (Hochst. ex Seub.) Paiva &
Ormonde
END X
X
X
X
T100|P
Leontodon rigens (Aiton) Paiva & Ormonde
END X
X
Luzula purpureosplendens Seub. END X
X
X
X
X
Lysimachia azorica Hornem. ex Hook. END X
X
X
X
X
X
Morella faya (Aiton) Wilbur
NAT
X
X
X
X
X
X
LC
Myrsine retusa Aiton
END X
X
X
X
X
X
Osmunda regalis L. NAT
X
X
X
LC
Picconia azorica (Tutin) Knobl. END X
X
X
X
X
X
X LC
T100|P
Platanthera micrantha (Hochst. ex Seub.)
Schltr. END X
X
X
CITES|
P
Platanthera pollostantha R.M.Bateman &
M.Moura
END X
X
Polypodium macaronesicum subsp. azoricum (Vasc.) Rumsey, Carine & Robba
END X
X
X
X
X
Polystichum setiferum (Forssk.) T.Moore ex
Woynar
NAT
X
X
X
X
Potentilla erecta (L.) Raeusch. NAT
X
X
X
Prunus lusitanica subsp. azorica (Mouill.)
Franco
END X
X
X
X
X
T100|P
Pteridium aquilinum (L.) Kuhn
NAT
X
X
X
X
X
X
LC
Pteris incompleta Cav. NAT
X
X
X
X
X
NT
Rubia agostinhoi Dansereau & P.Silva
END X
X
X
X
X
X
Rubus hochstetterorum Seub. END X
X
X
LC
P
Sanicula azorica Guthnick ex Seub. END X
X
X
X
X
T100|P
Selaginella kraussiana (Kunze) A.Braun
NAT
X
X
X
X
X
X
LC
Sibthorpia europaea L. NAT
X
X
X
X
X
X Borges Silva L et al 18 Scientific Name
CS
Forest type
Island
Conservation
NF EW PF SMG TER PIC DLR15 H B UICN Others
Smilax azorica H.Schaef. Life forms The majority of indigenous and non-indigenous Pteridophyta were hemicryptophytes, 60%
and 75%, respectively, while Pinophyta only included one megaphanerophyte and one
microphanerophyte. Non-indigenous and indigenous Magnoliopsida included a larger proportion of
phanerophytes than Liliopsida (Fig. 4), while geophytes and hemicryptophytes were of
some importance in the Liliopsida (Fig. 4). Biogeography of non-indigenous plants Most non-indigenous taxa had a wide geographic distribution. About 75% were
Subcosmopolitan and a considerable percentage had a Palaearctic distribution (Fig. 5). Figure 2. & P.Schönfelder
END X
X
X
X
X
X
X
Struthiopteris spicant (L.) Weis
NAT
X
X
X
X
X
X
LC
Tolpis azorica (Nutt.) P.Silva
END X
X
X
X
R4
Vaccinium cylindraceum Sm. END X
X
X
X
X
X
X
LC
T100|P
Vandenboschia speciosa (Willd.) G.Kunkel
NAT
X
X
X
x
X
X LC
Viburnum treleasei Gand. END X
X
X
X
X
LC
T100|P
Woodwardia radicans (L.) Sm. NAT
X
X
X
X
X
X
X
X VU Regarding the conservation status of indigenous vascular plant taxa, we found 23
considered as Least Concern (LC) and two as Endangered (EN) in NF and in the three
forest types, two as Vulnerable (VU) and two as Near Threatened (NT) (Table 3). We also
found particularly rare species such as Lactuca watsoniana Trel. In total, 36 indigenous
species (55%) had not been evaluated by IUCN criteria (Table 3). Although, based on DLR no. 15/2012/A (DLR15 2012), 35% of the indigenous species in
the current study are covered by measures for conservation and protection (Table 3), of
these 60% are proprietary for conversion (P) and all taxa present in NF, 13% EW and 9%
PF (Table 3). Usage licence Usage licence: Creative Commons Public Domain Waiver (CC-Zero) Temporal coverage Notes: 2017-4-09 - 2018-7-27 Notes: 2017-4-09 - 2018-7-27 Notes: 2017-4-09 - 2018-7-27 Useful species Almost all non-indigenous Pteridophyta were ornamental plants, while the Pinophyta were
forest species (Fig. 6). The Magnoliopsida included a large proportion of ornamental and Vascular plant taxa occurrences in exotic woodland and in natural and production ... 19 ruderal plants. The Liliopsida included a large percentage of ornamental and a small
proportion of ruderal taxa (Fig. 6). Figure 4. Frequency (%) of life forms for indigenous and non-indigenous Magnoliopsida and Liliopsida,
for the three forest types and the three Islands (90 forests in the Azores). g
Frequency (%) of life forms for indigenous and non-indigenous Magnoliopsida and Liliopsida,
for the three forest types and the three Islands (90 forests in the Azores). Figure 5. Biogeography of 40 non-indigenous vascular plant taxa sampled at 90 forests in São Miguel,
Terceira and Pico Islands, Azores. SCO - Subcosmopolitan, NEO - Neotropical, PAL -
Palaearctic, ORI - Oriental, ETH - Ethiopian, HOL – Holarctic. (Example: PALNEO -
Palaearctic and Neotropical). Biogeography of 40 non-indigenous vascular plant taxa sampled at 90 forests in São Miguel,
Terceira and Pico Islands, Azores. SCO - Subcosmopolitan, NEO - Neotropical, PAL -
Palaearctic, ORI - Oriental, ETH - Ethiopian, HOL – Holarctic. (Example: PALNEO -
Palaearctic and Neotropical). Biogeography of 40 non-indigenous vascular plant taxa sampled at 90 forests in São Miguel,
Terceira and Pico Islands, Azores. SCO - Subcosmopolitan, NEO - Neotropical, PAL -
Palaearctic, ORI - Oriental, ETH - Ethiopian, HOL – Holarctic. (Example: PALNEO -
Palaearctic and Neotropical). Borges Silva L et al 20 Figure 6. Percentage of non-indigenous vascular plants (naturalised or casual) with human utilisation
(ornamental, forest species and food crops) or ruderal, for the three forest types in São
Miguel, Terceira and Pico Islands, Azores. The data labels correspond to the number of taxa. Figure 6. Percentage of non-indigenous vascular plants (naturalised or casual) with human utilisation
(ornamental, forest species and food crops) or ruderal, for the three forest types in São
Miguel, Terceira and Pico Islands, Azores. The data labels correspond to the number of taxa. Percentage of non-indigenous vascular plants (naturalised or casual) with human utilisation
(ornamental, forest species and food crops) or ruderal, for the three forest types in São
Miguel, Terceira and Pico Islands, Azores. The data labels correspond to the number of taxa. Data resources Data package title: Vascular plant taxa occurrences in exotic woodland and in natural and
production forests on the Islands of São Miguel, Terceira and Pico (Azores). Resource link: https://www.gbif.org/dataset/158e0f0d-26e3-4883-bf5e-6040c1bb1ff4
Alternative identifiers: http://ipt.gbif.pt/ipt/resource?r=plants-azo-foresteco2&v=1.2
Number of data sets: 2
Data set name: Event Table
Character set: UTF-8
Download URL: http://ipt.gbif.pt/ipt/resource?r=plants-azo-foresteco2&v=1.2
Data format: Darwin Core Archive format Data package title: Vascular plant taxa occurrences in exotic woodland and in natural an
production forests on the Islands of São Miguel, Terceira and Pico (Azores). Resource link: https://www.gbif.org/dataset/158e0f0d-26e3-4883-bf5e-6040c1bb1ff4
Alternative identifiers: http://ipt.gbif.pt/ipt/resource?r=plants-azo-foresteco2&v=1.2
Number of data sets: 2
Data set name: Event Table
Character set: UTF-8
Download URL: http://ipt.gbif.pt/ipt/resource?r=plants-azo-foresteco2&v=1.2
Data format: Darwin Core Archive format Data package title: Vascular plant taxa occurrences in exotic woodland and in natural and
production forests on the Islands of São Miguel, Terceira and Pico (Azores). Resource link: https://www.gbif.org/dataset/158e0f0d-26e3-4883-bf5e-6040c1bb1ff Vascular plant taxa occurrences in exotic woodland and in natural and production ... 21 Data format version: Version 1.2 Description: The dataset was published in Global Biodiversity Information Facility
platform, GBIF (Borges Silva et al. 2023).The following data table includes all the
records for which a taxonomic identification of the species was possible. The dataset
submitted to GBIF is structured as a sample event dataset that has been published as
a Darwin Core Archive (DwCA), which is a standardised format for sharing biodiversity
data as a set of one or more data tables. The core data file contains 90 records
(eventID). This IPT (integrated publishing toolkit) archives the data and thus serves as
the data repository. The data and resource metadata are availabe for download from
Borges Silva et al. (2023). Column label
Column description
eventID
Identifier of the events, unique for the dataset. https://dwc.tdwg.org/terms/
#dwc:eventID
datasetName
The name identifying the data set from which the record was derived. https://
dwc.tdwg.org/terms/#dwc:datasetName
habitat
The habitat for an Event. https://dwc.tdwg.org/terms/#dwc:habitat
samplingProtocol
The sampling protocol used to capture the species. https://dwc.tdwg.org/terms/
#dwc:samplingProtocol
sampleSizeValue
The numeric amount of time spent in each sampling. https://dwc.tdwg.org/terms/
#dwc:sampleSizeValue
sampleSizeUnit
The unit of the sample size value. https://dwc.tdwg.org/terms/#dwc:sampleSizeUnit
samplingEffort
The amount of time of each sampling. https://dwc.tdwg.org/terms/
#dwc:samplingEffort
eventDate
Date of the sampling. https://dwc.tdwg.org/terms/#dwc:eventDate
locationID
Identifier of the location. https://dwc.tdwg.org/terms/#dwc:locationID
islandGroup
Name of the archipelago. https://dwc.tdwg.org/terms/#dwc:islandGroup
island
Name of the island. https://dwc.tdwg.org/terms/#dwc:island
country
Country of the sampling site. https://dwc.tdwg.org/terms/#dwc:county
countryCode
The standard code for the country of the sampling site. https://dwc.tdwg.org/terms/
#dwc:countryCode
stateProvince
Name of the region of the sampling site. https://dwc.tdwg.org/terms/
#dwc:stateProvince
municipality
Municipality of the sampling site. https://dwc.tdwg.org/terms/#dwc:municipality
locality
Name of the locality. https://dwc.tdwg.org/terms/#dwc:locality
locationRemarks
Comments or notes about the Location. https://dwc.tdwg.org/terms/
#dwc:locationRemarks 22 Borges Silva L et al 22 minimumElevationInMetres
The lower limit of the range of elevation (altitude, usually above sea level), in
metres. https://dwc.tdwg.org/terms/#dwc:minimumElevationInMeters
maximumElevationInMetres
The upper limit of the range of elevation (altitude, usually above sea level), in
metres. https://dwc.tdwg.org/terms/#dwc:maximumElevationInMeters
verbatimCoordinates
Original coordinates recorded. https://dwc.tdwg.org/terms/
#dwc:verbatimCoordinates
decimalLatitude
Approximate centre point decimal latitude of the field site in GPS coordinates. https://dwc.tdwg.org/terms/#dwc:decimalLatitude
decimalLongitude
Approximate centre point decimal longitude of the field site in GPS coordinates. https://dwc.tdwg.org/terms/#dwc:decimalLongitude
geodeticDatum
The ellipsoid, geodetic datum or spatial reference system (SRS) upon which the
geographic coordinates given in decimalLatitude and decimalLongitude are based. https://dwc.tdwg.org/terms/#dwc:geodeticDatum
coordinateUncertaintyInMetres Uncertainty of the coordinates of the centre of the sampling plot in metres. https://
dwc.tdwg.org/terms/#dwc:coordinateUncertaintyInMeters
georeferenceSources
Method used to obtain coordinates. Data format version: Version 1.2 https://dwc.tdwg.org/terms/
#dwc:georeferenceSources Data set name: Occurrence Table
Character set: UTF-8
Download URL: http://ipt.gbif.pt/ipt/resource?r=plants-azo-foresteco2&v=1.2
Data format: Darwin Core
Data format version: Version 1.2 Data set name: Occurrence Table
Character set: UTF-8 Data set name: Occurrence Table Data format version: Version 1.2 Description: The dataset was published in Global Biodiversity Information Facility
platform, GBIF (Borges Silva et al. 2023). The following data table includes all the
records for which a taxonomic identification of the species was possible. The dataset
submitted to GBIF is structured as a occurrence table that has been published as a
Darwin Core Archive (DwCA), which is a standardised format for sharing biodiversity
data as a set of one or more data tables. The core data file contains 1150 records
(occurrenceID). This IPT (integrated publishing toolkit) archives the data and thus
serves as the data repository. The data and resource metadata are available for
download from Borges Silva et al. (2023). Vascular plant taxa occurrences in exotic woodland and in natural and production ... 23 23 Column label
Column description
licence
Reference to the licence under which the record is published. https://dwc.tdwg.org/
terms/#dcterms:license
institutionID
The identity of the institution publishing the data. https://dwc.tdwg.org/terms/
#dwc:institutionID
institutionCode
The code of the institution publishing the data. https://dwc.tdwg.org/terms/
#dwc:institutionCode
basisOfRecord
The nature of the data record. https://dwc.tdwg.org/terms/#dwc:basisOfRecord
occurrenceID
Identifier of the record, coded as a global unique identifier. https://dwc.tdwg.org/terms/
#dwc:occurrenceID
recordedBy
A list of names of the people who performed the sampling of the specimens. https://
dwc.tdwg.org/terms/#dwc:recordedBy
organismQuantity
A number or enumeration value for the quantity of organisms. https://dwc.tdwg.org/
terms/#dwc:organismQuantity
organismQuantityType
The type of quantification system used for the quantity of organisms. https://
dwc.tdwg.org/terms/#dwc:organismQuantityType
establishmentMeans
The process of establishment of the species in the location, using a controlled
vocabulary: 'native', 'introduced'. https://dwc.tdwg.org/terms/#dwc:establishmentMeans
eventID
Identifier of the events, unique for the dataset. https://dwc.tdwg.org/terms/#dwc:eventID
identifiedBy
A list of names of people who assigned the Taxon to the subject. https://dwc.tdwg.org/
terms/#dwc:identifiedBy
dateIdentified
Date on which the record was identified. https://dwc.tdwg.org/terms/#dwc:dateIdentified
scientificName
Complete scientific name including author. https://dwc.tdwg.org/terms/
#dwc:scientificName
kingdom
Kingdom name. https://dwc.tdwg.org/terms/#dwc:kingdom
phylum
Phylum name. https://dwc.tdwg.org/terms/#dwc:phylum
class
Class name. https://dwc.tdwg.org/terms/#dwc:class
order
Order name. https://dwc.tdwg.org/terms/#dwc:order
family
Family name. https://dwc.tdwg.org/terms/#dwc:family
genus
Genus name. https://dwc.tdwg.org/terms/#dwc:genus
specificEpithet
Specific epithet. https://dwc.tdwg.org/terms/#dwc:specificEpithet
infraspecificEpithet
Infraspecific epithet, when available. https://dwc.tdwg.org/terms/
#dwc:infraspecificEpithet
taxonRank
Lowest taxonomic rank of the record. https://dwc.tdwg.org/terms/#dwc:taxonRank 24 Borges Silva L et al scientificNameAuthorship Name of the author of the lowest taxon rank included in the record.https://dwc.tdwg.org/
terms/#dwc:scientificNameAuthorship
taxonRemarks
Comments or notes about the taxon or name. https://dwc.tdwg.org/terms/
#dwc:taxonRemarks
dynamicProperties
A list of additional measurements, facts, characteristics or assertions about the record. Meant to provide a mechanism for structured content. https://dwc.tdwg.org/terms/
#dwc:dynamicProperties Conclusions and prospects 25 tolerant species. They are characterised by a high percentage of endemic species, trees
covered by epiphytes and a complex vertical structure with several layers (Elias et al. 2016). Meanwhile, the role of exotic woodland and, to a lesser extent, of production forest, as
reservoirs of invasive species is also confirmed (Borges Silva L et al. 2022b). The low plant
diversity noted in EW and PF could be explained by the dominance of a single species
(Pittospotum undulatum and Cryptomeria japonica, respectively), contributing with nearly
90% of the total number of trees per plot and dominating the canopy where only ferns and
a few invasive species that tolerate low levels of light intensities below 1% full sunlight at
ground level (e.g. Hedychium gardnerianum) are found (Gleadow and Ashton 1981,
Gleadow et al. 1983, Cordeiro and Silva 2003, Borges Silva L et al. 2022b). Regarding anthropogenic action, NF have less human influence and are hard to access
(Ramos 1996). Disturbances are limited to minor harvesting of non-timber forest products
(Borges Silva L et al. 2022b). Nevertheless, active and persistent conservation measures
are needed to ensure the preservation of the natural forests in the Azores. In the case of
PF and the spread of invasive species in EW, an intensive management regime resulted in
a decrease in plant diversity levels (Silva et al. 2008, Castro et al. 2010, Kueffer et al. 2010
, Gil et al. 2013, DRRF 2017). While plantations are known for high timber productivity,
their potential to harbour plant diversity is low (Borges et al. 2019). In the Azores, the new
production forests already include a buffer zone with native elements (DRRF 2017). However, management plans should be developed for exotic woodland, following the
guidelines already established for the renovation of Cryptomeria japonica production
forests in the Azores. Finally, we consider that our dataset and the derived conclusions will be useful for future
conservation and research activities, as well as for forest managers, in the development of
more comprehensive action plans, particularly on islands. Conclusions and prospects For the three forest types and for all Islands, the dataset included 105 vascular plant taxa,
62% indigenous and 38% non-indigenous, distributed by 60 families belonging to 91
genera, each family and genus contributing only with a small number of taxa. Regarding Magnoliopsida, NF showed the highest number of endemic and native taxa,
while EW and PF showed the highest values of invasive taxa, with EW also showing a high
number of naturalised and casual taxa. For Liliopsida, again NF showed the highest values
of endemism, despite also including naturalised and invasive taxa. For Pteridophyta, all
three forest types showed similar values of endemic, native and invasive taxa. The frequency of indigenous vascular plant taxa was highest for NF (55% endemic and
38% native) and lowest for EW (23% endemic and 25% native) and PF (17% endemic and
18% native). Pico Island displayed the highest number of indigenous species in NF and the
lowest number in PF. The results of this study agree with data from previous investigations
(Borges Silva L et al. 2022b). As expected, natural forests correspond to indigenous plant
diversity hotspots and exotic woodland works as a source of invasive taxa. According to our results, 35% of the indigenous plant taxa in the current study are covered
by conservation regulations. The list of the vascular plants found in our study devoted to natural and production forests
and to exotic woodland in three Azores Islands, clarifies the type of flora to be expected in
the forested areas in the Azores, emphasising the relevant role of the former as hotspots of
native biodiversity, which agrees with previous studies for the Azores (Silva et al. 2010,
Marcelino et al. 2013, Mendonça 2013, Marcelino et al. 2014, Elias et al. 2016, Borges
2018, Borges Silva et al. 2018, Borges Silva L et al. 2022b). As stated by Borges Silva L et al. (2022b), natural forests mainly corresponded to montane
forests which occur in the thermotemperate-hyperhumid and ultrahyperhumid belts, from
600 to 1000 m a.s.l., in areas with high rainfall (3000 to 5000 mm year
) and occult
precipitation (cloud forests) (Gabriel and Bates 2005, Elias et al. 2016). These forests have
small stature and are frequently subjected to natural disturbances (Elias et al. 2011). This
favours plant diversity by allowing the existence of both light-demanding and shade
−1 Vascular plant taxa occurrences in exotic woodland and in natural and production ... Acknowledgements This research was funded by Project FOREST-ECO2-Towards an Ecological and economic
valorization of the Azorean Forest ACORES-01-0145-FEDER-000014-Azores 2020 PO,
2016–2019; FEDER funds through the Operational Programme for Competitiveness
Factors-COMPETE and by National Funds through FCT-Foundationfor Science and
Technology under the UID/BIA/50027/2019 and POCI-01-0145-FEDER-006821. Additionally, by the Portal da Biodiversidade dos Açores - PO Azores Project - M1.1.A/
INFRAEST CIENT/001/2022. We thank students Angela Vieira, Celia Canizares, Mireia
Mari, Ruben Rego, Gonçalo Almeida and Bruno Alves for support in field and lab work. We
are grateful to Paulo Borges and Rui Figueira for helping with the Darwin Core Archive. We
are grateful to Roberto Resendes, technician of AZB Herbarium in the University of the
Azores. We would also like to thank Natural Parks of Terceira and Pico Islands and
Direcção Regional dos Recursos Florestais for providing GIS data on the distribution of
each forest type. Borges Silva L et al 26 Author contributions LBS with conceptualisation and writing original draft, carried out field and lab work, data
collection and analysis, writing-review and editing. LS conceived the project, carried out
fieldwork, data collection, writing-review and editing. DP carried out field, lab work, data
collection. RBE carried out field, lab work, data collection, review. MM carried out fieldwork,
data collection. PM review. All authors have read and agreed to the published version of
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A murine macrofilaricide pre-clinical screening model for onchocerciasis and lymphatic filariasis
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Parasites & vectors
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RESEARCH Open Access © 2014 Halliday et al.; licensee BioMed Central Ltd. This is an Open Access article distributed under the terms of the Creative
Commons Attribution License (http://creativecommons.org/licenses/by/4.0), which permits unrestricted use, distribution, and
reproduction in any medium, provided the original work is properly credited. The Creative Commons Public Domain
Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article,
unless otherwise stated. A murine macrofilaricide pre-clinical screening
model for onchocerciasis and lymphatic filariasis Alice Halliday1, Ana F Guimaraes1, Hayley E Tyrer1, Haelly Mejane Metuge2, Chounna Ndongmo Winston Patrick2,3,
Kengne-Ouafo Jonas Arnaud2,3, Tayong Dizzle Bita Kwenti2,3, George Forsbrook1, Andrew Steven1, Darren Cook1,
Peter Enyong2, Samuel Wanji2,3, Mark J Taylor1 and Joseph D Turner1* Abstract Background: New drugs effective against adult filariae (macrofilaricides) would accelerate the elimination of
lymphatic filariasis and onchocerciasis. Anti-Onchocerca drug development is hampered by the lack of a facile
model. We postulated that SCID mice could be developed as a fmacrofilaricide screening model. Methods: The filaricides: albendazole (ABZ), diethylcarbamazine (DEC), flubendazole (FBZ), ivermectin (IVM) and the
anti-Wolbachia macrofilaricide, minocycline (MIN) were tested in Brugia malayi (Bm)-parasitized BALB/c SCID mice vs
vehicle control (VC). Responses were compared to BALB/c wild type (WT). Onchocerca ochengi male worms or
onchocercomata were surgically implanted into BALB/c SCID, CB.17 SCID, BALB/c WT mice or Meriones gerbils. Survival
was evaluated at 7–15 days. BALB/c SCID were tested to evaluate the responsiveness of pre-clinical macrofilaricides FBZ
and rifapentine (RIFAP) against male Onchocerca. Results: WT and SCID responded with >95% efficacy following ABZ or DEC treatments against Bm larvae (P < 0.0001). IVM was partially filaricidal against Bm larvae in WT and SCID (WT; 39.8%, P = 0.0356 and SCID; 56.7%, P = 0.026). SCID
responded similarly to WT following IVM treatment of microfilaraemias (WT; 79%, P = 0.0194. SCID; 76%, P = 0.0473). FBZ
induced a total macrofilaricidal response against adult Bm in WT and SCID (WT; P = 0.0067, SCID; P = 0.0071). MIN
induced a >90% reduction in Bm Wolbachia burdens (P < 0.0001) and a blockade of microfilarial release (P = 0.0215) in
SCID. Male Onchocerca survival was significantly higher in SCID vs WT mice, but not gerbils, after +15 days (60% vs 22% vs
39% P = 0.0475). Onchocercoma implants had engrafted into host tissues, with evidence of neovascularisation, after +7
days and yielded viable macro/microfilariae ex vivo. FBZ induced a macrofilaricidal effect in Onchocerca male implanted
SCID at +5 weeks (FBZ; 1.67% vs VC; 43.81%, P = 0.0089). Wolbachia loads within male Onchocerca were reduced by 99%
in implanted SCID receiving RIFAP for +2 weeks. Conclusions: We have developed a ‘pan-filarial’ small animal research model that is sufficiently robust, with adequate
capacity and throughput, to screen existing and future pre-clinical candidate macrofilaricides. Pilot data suggests a murine
onchocercoma xenograft model is achievable. Keywords: Anti-filarial, Lymphatic filariasis, Onchocerciasis, Macrofilaricide, Brugia, Onchocerca, Wolbachia Keywords: Anti-filarial, Lymphatic filariasis, Onchocerciasis, Macrofilaricide, Brugia, Onchocerca, Wolbachia Central Lancashire Online Knowledge (CLoK)
Title
A murine macrofilaricide pre-clinical screening model for onchocerciasis and
lymphatic filariasis
Type
Article
URL
https://clok.uclan.ac.uk/25922/
DOI
https://doi.org/10.1186/s13071-014-0472-z
Date
2014
Citation
Halliday, Alice, Guimaraes, Ana F, Tyrer, Hayley orcid iconORCID: 0000-
0002-4447-828X, Metuge, Haelly Mejane, Patrick, Chounna Ndongmo
Winston, Arnaud, Kengne-Ouafo Jonas, Kwenti, Tayong Dizzle Bita,
Forsbrook, George, Steven, Andrew et al (2014) A murine macrofilaricide
pre-clinical screening model for onchocerciasis and lymphatic filariasis.
Parasites & Vectors, 7 (472). pp. 1-14.
Creators
Halliday, Alice, Guimaraes, Ana F, Tyrer, Hayley, Metuge, Haelly Mejane,
Patrick, Chounna Ndongmo Winston, Arnaud, Kengne-Ouafo Jonas, Kwenti,
Tayong Dizzle Bita, Forsbrook, George, Steven, Andrew, Cook, Darren,
Enyong, Peter, Wanji, Samuel, Taylor, Mark J and Turner, Joseph D Central Lancashire Online Knowledge (CLoK)
Title
A murine macrofilaricide pre-clinical screening model for onchocerciasis and
lymphatic filariasis
Type
Article
URL
https://clok.uclan.ac.uk/25922/
DOI
https://doi.org/10.1186/s13071-014-0472-z
Date
2014
Citation
Halliday, Alice, Guimaraes, Ana F, Tyrer, Hayley orcid iconORCID: 0000-
0002-4447-828X, Metuge, Haelly Mejane, Patrick, Chounna Ndongmo
Winston, Arnaud, Kengne-Ouafo Jonas, Kwenti, Tayong Dizzle Bita,
Forsbrook, George, Steven, Andrew et al (2014) A murine macrofilaricide
pre-clinical screening model for onchocerciasis and lymphatic filariasis. Parasites & Vectors, 7 (472). pp. 1-14. Creators
Halliday, Alice, Guimaraes, Ana F, Tyrer, Hayley, Metuge, Haelly Mejane,
Patrick, Chounna Ndongmo Winston, Arnaud, Kengne-Ouafo Jonas, Kwenti,
Tayong Dizzle Bita, Forsbrook, George, Steven, Andrew, Cook, Darren,
Enyong, Peter, Wanji, Samuel, Taylor, Mark J and Turner, Joseph D Central Lancashire Online Knowledge (CLoK) Central Lancashire Online Knowledge (CLoK)
Title
A murine macrofilaricide pre-clinical screening model for onchocerciasis and
lymphatic filariasis
Type
Article
URL
https://clok.uclan.ac.uk/25922/
DOI
https://doi.org/10.1186/s13071-014-0472-z
Date
2014
Citation
Halliday, Alice, Guimaraes, Ana F, Tyrer, Hayley orcid iconORCID: 0000-
0002-4447-828X, Metuge, Haelly Mejane, Patrick, Chounna Ndongmo
Winston, Arnaud, Kengne-Ouafo Jonas, Kwenti, Tayong Dizzle Bita,
Forsbrook, George, Steven, Andrew et al (2014) A murine macrofilaricide
pre-clinical screening model for onchocerciasis and lymphatic filariasis. Parasites & Vectors, 7 (472). pp. 1-14. Creators
Halliday, Alice, Guimaraes, Ana F, Tyrer, Hayley, Metuge, Haelly Mejane,
Patrick, Chounna Ndongmo Winston, Arnaud, Kengne-Ouafo Jonas, Kwenti,
Tayong Dizzle Bita, Forsbrook, George, Steven, Andrew, Cook, Darren,
Enyong, Peter, Wanji, Samuel, Taylor, Mark J and Turner, Joseph D It is advisable to refer to the publisher’s version if you intend to cite from the work. https://doi.org/10.1186/s13071-014-0472-z It is advisable to refer to the publisher’s version if you intend to cite from the work. https://doi.org/10.1186/s13071-014-0472-z All outputs in CLoK are protected by Intellectual Property Rights law, including Copyright law. Copyright, IPR and Moral Rights for the works on this site are retained by the individual authors
and/or other copyright owners. Terms and conditions for use of this material are defined in the
http://clok.uclan.ac.uk/policies/ Halliday et al. Parasites & Vectors 2014, 7:472
http://www.parasitesandvectors.com/content/7/1/472 http://www.parasitesandvectors.com/content/7/1/472 * Correspondence: joseph.turner@lstmed.ac.uk
1Department of Parasitology, Liverpool School of Tropical Medicine, Liverpool, UK
Full list of author information is available at the end of the article Background Presently, only larval Onchocerca life cycle
stages are routinely used to screen filaricidal drug candi-
dates in mice. Infectious stage (L3) larvae of O. volvulus
can be implanted within micro-chambers to achieve only
abbreviated development to the L4 larval stage [17]. Microfilarial infections of the skin, utilising purified cattle
Onchocerca mf, can be established in inbred laboratory
mouse strains and have been utilised in pre-clinical filarici-
dal testing [18]. However, no reliable macrofilarial Oncho-
cerca small animal model has been described. Previous
attempts to utilize inbred mouse strains, including lym-
phopenic strains, to establish Onchocerca macrofilarial in-
fections from infectious stage (L3) larval inoculations, has
thus far proven unsuccessful [19]. However, Rajan and col-
leagues demonstrated that O. volvulus female worm ‘loops’,
exposed from surrounding nodular encasement in excised
nodules, could remain viable following implantation into
Severe-Combined ImmunoDeficiency (SCID) mice [20]. The same laboratory has also demonstrated that full devel-
opment of Brugia can occur in SCID strains [21]. Further,
our laboratory has previously demonstrated that O. lienalis
mf infections can persist for at least 100 days in SCID
recipients without waning [22]. Existing Onchocerca macrofilaricides have either too low
selective toxicity (suramin) [7], are known to induce severe
adverse reactions contraindicating usage at doses required
to be effective (e.g. diethylcarbamazine or high dose iver-
mectin) [8,9] or presently cannot be delivered orally (e.g. flubendazole) [10]. Whilst targeting the O. volvulus endo-
symbiont, Wolbachia, with tetracycline antibiotics has
proven safe in delivering macrofilaricidal activity, includ-
ing in individuals co-infected with L. loa [11,12], present
protracted treatment lengths (4–6 weeks) and contraindi-
cations in certain population groups (pregnant women
and children <8 years old) precludes the wide-scale use of
this class of anti-Wolbachia drug in large scale MDA [1]. Stimulated by renewed philanthropic investment by a
number of stakeholders, a number of drug discovery and
development programmes have been initiated to identify
new candidate macrofilaricidal therapeutics that can
effectively and safely target the macrofilarial stage of O. volvulus or its endosymbiont in a timeframe compatible
with MDA delivery (generally considered an orally adminis-
tered course not exceeding seven days). The development of Onchocerca macrofilaricides is
hindered by the lack of an appropriate small animal
laboratory model to robustly evaluate candidates in vivo
at the pre-clinical stage. A long term model of brugian
lymphatic filariasis (B. malayi/B. Background with ivermectin (IVM) target the transmissive stages of
O. volvulus, microfilariae (mf), in the skin, with limited ef-
ficacy against adult (macrofilariae) fertility or survival [4]. Whilst effective at reducing disease, due to repopulation
of the skin with mf post-treatment, IVM has to be admin-
istered periodically. In addition, IVM has to be delivered
for protracted periods (17-20+ years) due to the longevity
of macrofilarial infections (10–15 years). This presents a
challenge in sustainability with high population coverage
in mass drug administration programmes (MDA) to The tissue dwelling filaria, Onchocerca volvulus, infects an
estimated 37 million people, predominantly in Sub-
Saharan Africa [1]. Ocular onchocerciasis (river blindness)
is the second leading cause of worldwide preventable
blindness [2] and is a priority neglected tropical disease
(NTD) targeted for elimination [3]. Current treatments Halliday et al. Parasites & Vectors 2014, 7:472
http://www.parasitesandvectors.com/content/7/1/472 Halliday et al. Parasites & Vectors 2014, 7:472
http://www.parasitesandvectors.com/content/7/1/472 Page 2 of 14 patients [15,16]. Traditionally, the use of cattle naturally
infected with bovine Onchocerca (O. dukei, O. gutterosa,
O. ochengi, O. lienalis) has been exploited as a pre-clinical
system to scrutinise Onchocerca-specific macrofilaricidal
activity. Throughput is severely restricted by the logistics of
identifying and experimenting on parasitized cattle in sub-
Saharan Africa and the large quantities of drug required
to dose up to 0.5 metric tonne animals. Further, without
challenging empirical pharmacological evaluation, re-
quiring robust sample sizes, atypical pharmacokinetic
profiles within ruminants may lead to erroneous con-
clusions regarding efficacy. maintain control of disease and eventually break the trans-
mission cycle. Further, the emergence of sub-optimal
responders to IVM following repetitive treatments [5] and
the risk of severe adverse reactions in patients co-infected
with the bloodborne filaria, Loa loa [6], exert additional
challenges on maintaining control of onchocerciasis. Drugs effective at killing adult Onchocerca (macrofilari-
cides), would be desirable to address this pressing global
health problem and accelerate the ultimate elimination of
onchocerciasis. New macrofilaricides may well also have
useful indications against the causative agents of lymphatic
filariasis;
LF
(Wuchereria
bancrofti,
Brugia
malayi,
B. timori), especially to reduce the long tail of ‘endgame
mop-up’ in countries that have completed extensive
elimination programmes or in ‘hard to reach’ areas [1]. A potential solution to the current challenges facing
pre-clinical onchocerciasis macrofilaricide evaluation is
the development of a small animal model of macrofilarial
onchocerciasis. Background pahangi) is available in
the susceptible gerbil host Meriones unguiculatus [13]
and certain strains of inbred mice are susceptible to the
filaria, Litomosoides sigmodontis [14]. Whilst these ro-
dent filariasis models are undoubtedly useful in identify-
ing efficacious filaricidal compounds, overt differences in
the biology of Onchocerca species requires confirmation
of effectiveness at the pre-clinical stage before informed
decisions can be made about clinical development for
onchocerciasis indications. A current example of this
has been the lack of translation of macrofilaricidal
activity of the macrocyclic lactone, moxidectin, from
pre-clinical testing against Brugia in gerbils and dogs,
when evaluated by a phase II clinical trial in onchocerciasis Thus, in this paper, we evaluated the suitability of the
SCID mouse as a pre-clinical model to test macroflarici-
dal activity against filariae, using laboratory maintained
Brugia malayi to assess responsiveness to a range of
filaricidal compounds before trialling survival and drug
responses against Onchocerca ochengi implants. Brugia malayi parasites The life cycle of B. malayi (Bm) was maintained in
mosquitoes and susceptible Meriones gerbils at LSTM. To generate infective Bm larvae (BmL3) for infections,
female adult Aedes aegypti mosquitoes were fed with Bm
microfilariae (mf) collected from infected gerbils by
catheterisation, as previously described [23], followed by
mixing with human blood and feeding through an artifi-
cial membrane feeder (Hemotek®). Blood-fed mosquitoes
were reared for 14 days to allow for development to L3. The L3 were collected from infected mosquitoes by
crushing and concentration using a Baermann’s appar-
atus and RPMI medium. For Onchocerca implants, rodents were placed under
surgical anaesthesia using i.p. injections of ketamine and
medetomidine. Onchocercomata were thoroughly cleaned
of bovine tissue, washed in several changes of RPMI +
PSN and small sections of the adult worms were exposed
by partial rupture of the capsule. Groups of 8–15 motile
O. ochengi male macrofilariae or 4 prepared O. ochengi
nodules were implanted into the peritoneal cavity or to
the cutaneous tissue of the upper side of the neck (for s.c
nodule implants). All wounds were re-sutured after
surgery and animals were individually housed and closely
monitored for the recovery period (7 days post-op). Drug efficacy assessments Developing larvae, macrofilariae and released mf were
recovered by peritoneal washings and enumerated by mi-
croscopy. Motile, unencapsulated worms were scored as
viable. Bm mf were centrifuged before being resuspended
in a known volume and a sample enumerated. For Bm mf
microfilaraemias, 30 μl thick films on uncoated glass slides
(Corning) were prepared from freshly-collected blood (tail
bleeds or cardiac punctures post-mortem) in 5000 U/ml Implantation of adult macrofilariae Bm macrofilariae were collected from infected SCID mice
and were grouped into batches of 13 adults. Male BALB/c
SCID and BALB/c WT mice were placed under surgical
anaesthesia using isofluorane and were given s.c. injection
of bruprenorphine before 13 Bm macrofilariae were placed
into the peritoneal cavity by making a small incision to the
skin and abdominal cavity wall in the upper right quad-
rant. The incisions were re-sutured after implant and
animals were individually housed after surgery. Methods
A i
l Male BALB/c SCID were purchased from Harlan La-
boratories, UK, while male CB.17 SCID mice and BALB/c
WT mice were purchased from Charles River, UK. Male
Meriones unguiculatus (Mongolian gerbils; jirds) were
purchased from either Charles River, UK or Janvier La-
boratories, France. Rodents shipped to REFOTDE, Buea,
Cameroon, were maintained in conventional housing with Halliday et al. Parasites & Vectors 2014, 7:472
http://www.parasitesandvectors.com/content/7/1/472 Page 3 of 14 daily cage cleaning and changing of food. Food, water and
bedding were sterilised by autoclaving. For B. malayi
experiments, animals were kept at the Biomedical Services
Unit (BSU), University of Liverpool, UK in specific
pathogen-free (SPF) conditions. All experiments carried
out in Cameroon were approved by the Animal Care
Committee, REFOTDE. All experiments on animals in
the UK were approved by the ethical committees of the
University of Liverpool and LSTM, and were conducted
according to Home Office (UK) requirements. purified by PD10 column size exclusion chromatography
(Amersham). Bm mf were enumerated by microscopy,
concentrated by centrifugation and 0.125 × 106 mf were
inoculated into the circulation via the lateral tail vein as
described previously [24]. Onchocerca ochengi parasites O. ochengi nodules were obtained from the skins of nat-
urally infected zebu cattle from the Adamawa region of
Cameroon through existing commercial practice for meat
production. At abbatoirs in the South West Province,
Cameroon, female cattle were checked for O. ochengi infec-
tion by palpation of the skin of the umbilical region for
onchocercomata. Positive skins were collected after slaugh-
ter. The tissue was then transported to REFOTDE, Buea
within 2 hours of collection. Skins were washed several
times and the hair was removed by shaving. Onchocerco-
mata were excised from dermal tissue using sterile scalpels
and forceps, and were placed in RPMI containing penicillin,
streptomycin and neomycin (RPMI + PSN). To obtain free
adult males, onchocercomata were cut gently to expose the
adult worms using sterile scalpels and were incubated in
petri dishes containing RPMI + PSN for 4 hours at 37°C,
5% CO2, to allow males to escape into the medium. Free,
intact and motile adult males were confirmed by visualisa-
tion of posterior anatomy, were washed several times in
fresh RPMI + PSN and kept at 37°C, 5% CO2 overnight. Drug treatments
Th
d
d The drug doses in mg/kg and routes used in this study
were: Albendazole (ABZ; 50 mg/kg qd po), diethylcarbam-
azine (DEC; 50 mg/kg qd po), flubendazole (FBZ; 10 mg/
kg qd sc), ivermectin (IVM; 5 mg/kg qd ip or 15 mg/kg qd
po), minocycline (MIN; 25 mg/kg bid po) and rifapentine
(RIFAP; 15 mg/kg qd po). Drugs were dissolved in stand-
ard suspension vehicle (0.5% sodium carboxymethyl cellu-
lose; 0.5% benzyl alcohol; 0.4% Tween 80; 0.9% NaCl),
with the exception of MIN, which was dissolved in water,
RIFAP which was dissolved in 55% polyethylene glycol
300; 25% propylene glycol; 20% water and parenteral IVM
which was dissolved in 1% DMSO. Oral drugs were ad-
ministered in volumes of 100-200 μl by gavage. All drugs
were purchased from Sigma Aldrich. PCR quantification of Wolbachia Individual adult filariae were fixed in RNAlater and
stored at 4°C. For Wolbachia enumerations, DNA was
extracted from worm samples using the DNeasy Blood
and Tissue Kit (Qiagen) according to manufacturer’s
instructions. Levels of Bm Wolbachia wsp and Bm gst
gene copy numbers were quantified using qPCR with
Bm-specific primers, as reported elsewhere [25]. Levels
of O. ochengi-specific wsp and gst were estimated using
identical PCR conditions, with the wsp primer pairs:
wsp420TGTTGGT(AG)TTGGT(GC)TTGGTG, wsp583
AACCAAA(AG)TAGCGAGC(CT)CCA and the gst pri-
mer pairs: gst175ATTGAAGCGCTTATTAGTCTGC, gst3
05TGTCGTTTCCATTTCATTTTC. To further assess responses of the SAFD, IVM,
against mf in the circulation, Bm mf were inoculated
via the tail vein into BALB/c SCID mice or BALB/c
immune competent controls. Initial parasitaemias were
measured at a baseline of +48 h after inoculation, be-
fore groups of mice were administered with a single
parenteral dose of 5MK IVM or VC. IVM induced rapid
reductions in microfilaraemia +24 h post-treatment
and levels further declined +7d post-treatment in both
WT and SCID mice (79%; P = 0.0194 and 76%; P =
0.0473 median reductions +7d, respectively, Figure 2A). In SCID mice, the levels of mf recovered from the
cardiac puncture at termination were also significantly
reduced in IVM-treated mice (89% median reduction,
P = 0.0286, Figure 2B). B. malayi experimental infections For B. malayi (Bm) L3 infection, 100 freshly collected,
motile Bm L3 were injected via the intra-peritoneal route. Efficiencies of inoculations were confirmed by needle
washout. For mf perfusion, Bm mf were harvested by peri-
toneal washings of patently infected Meriones gerbils
under isoflurane anaesthesia, washed in RMPI + PSN and Halliday et al. Parasites & Vectors 2014, 7:472
http://www.parasitesandvectors.com/content/7/1/472 Page 4 of 14 infectious third stage (L3) of Brugia malayi (Bm) via the
intra-peritoneal route. Infected mice were orally admin-
istered with SAFD or vehicle control (VC) at indicated
doses for seven days, before Bm larvae were recovered
by peritoneal lavage (+24 h following the final drug
exposure) and motile parasites enumerated. Results are
shown in Figure 1. ABZ and DEC treatment delivered
an almost complete filaricidal activity in WT mice (100%
and >99%, respectively). These potent filaricidal effica-
cies were emulated within SCID hosts (ABZ; 98%, DEC;
100% reductions, P < 0.0001). IVM was partially filarici-
dal at the dose administered (15 mk/kg qd) in WT mice
(39.8% mean reduction, P = 0.0356). In SCID mice, a
partial filaricidal response was also evident (56.7% mean
reduction, P = 0.026). lithium heparin anti-coagulant (Sigma Aldrich). Slides
were air dried, de-haemaglobinised in tap water, fixed in
80% MeOH and stained with Giemsa (BDH). Bm mf were
enumerated by microscopy. For recovery of O. ochengi
nodules, the nodule tissue was excised from the area of
tissue engraftment post-mortem. Nodules were dissected
and incubated in RPMI + PSN, 37°C, 5% CO2 for +4 h
before the presence of motile worms or mf was evaluated
by microscopy. Statistical analysis Where intra-group data was skewed, non-parametric
analyses were used to compare statistical differences
between two independent groups (Mann Whitney test)
or three or more independent groups (Kruskal Wallis
with Dunn’s post-hoc tests). Where intra-group data dis-
played a normal distribution, parametric 1way ANOVA
with Bonferroni post-hoc tests were used to examine
statistical differences between 3 or more groups. Paired
T tests evaluated changes in time within individual ani-
mals. Correlations were assessed for significance using
Pearson Correlation test. Significance is indicated by P <
0.05*, P < 0.01** and P < 0.001***. Whilst infectious stage Bm L3 are reported to
develop into mf-producing macrofilariae in SCID mice,
WT mice are refractory to full Bm development
[21,26]. For the purposes of validating direct FBZ macrofi-
laricidal efficacy in immunodeficient mice compared with
immunosufficient controls, we implanted a defined num-
ber of Bm macrofilariae sourced from +35 day ip infec-
tions of SCID donors into either WT or SCID recipients. Following +2 day recovery from surgery, mice were
placed on parenteral FBZ suspension (10 mk/kg sub-
cutaneous, qd) or matching VC for a total of five days
and macrofilaricidal efficacy was evaluated +5 weeks
following
the
last
drug
exposure. Comparing
VC
groups, there was a marginally non-significant de-
creased recovery of Bm macrofilariae in BALB/c WT
versus BALB/c SCID mice (P = 0.069). FBZ treatments
were 100% efficacious in both WT and SCID BALB/c
mice implanted with Bm macrofilariae (Figure 3A; aver-
age recovery of 0% FBZ treatment vs. 38%, P = 0.0067
for VC WT and 46% P = 0.0071 for VC SCID). En-
trapped immotile macrofilariae encapsulated within
leukocytic granulomas were frequently evident in WT
but not SCID mice (median recovery 4, WT vs 0, SCID,
P = 0.0104; Figure 3B). Onchocerca macrofilariae survival following implantation
into WT/SCID mice and Mongolian gerbils Using the intraperitoneal surgical implant technique as
detailed above for Bm, we implanted isolated motile
male Onchocerca macrofilariae into various laboratory
rodent models and evaluated survival following +15 days
(Figure 6). As well as comparison of WT vs SCID mice,
we tested survival in Mongolian gerbils (Meriones ungui-
culatus), an outbred laboratory rodent susceptible to a
number of other filariae. After 15 days post-surgical im-
plant, we successfully recovered parasites from all rodent
recipients with the exception of one WT BALB/c mouse. Male Onchocerca macrofilariae recovered from rodent im-
plants were monitored for viability ex vivo in culture after
recovery from rodent hosts and motility comparable to
freshly isolated adult males was observable up to 7 days. At +15 days, recoveries of male macrofilariae were, on
average, significantly lower in WT BALB/c versus SCID
BALB/c mice (22% vs 60% median recovery, P = 0.0475),
whilst the average recovery of Onchocerca male macrofi-
lariae was not significantly different in Meriones gerbils vs
WT or SCID BALB/c mice (38%). We took advantage of the full development of Bm in
SCID mice to examine the response to oral treatment
with the anti-Wolbachia tetracycline, MIN, against the
macrofilarial stage of the parasite. SCID BALB/c mice
were infected with 100 infectious stage BmL3 larvae ip
and dosing with MIN or vehicle control (VC) com-
menced at +6wk post-infection, when parasites had
reached the juvenile adult stage. Mice were left for two
weeks following the last drug exposure and adult Bm
and released mf were collected at the early onset of
patency (+12wks post-infection). The average recovery of
adult Bm in control mice was 9.4 +/−2.6 SEM (n = 5) and
recoveries did not vary in MIN treated animals (Figure 4A). Numbers of Wolbachia were quantified following DNA
extraction of individual female worms (n = 10/group,
pooled from individual mice; Figure 4B). In the control
group, average Wolbachia numbers per female were
5.865 × 107 +/−0.72 × 107. The average number of Wol-
bachia in female worms exposed to MIN in vivo in
SCID mice had been significantly reduced to 1.837 ×
106 +/−0.702 × 106. This equated to a 98.4% reduction
in Wolbachia (P < 0.0001). The majority of control mice
also contained peritoneal mf (4/5 mice; Figure 4C). Mf
production was enumerated per female worm and, on
average, each 12 week old female worm had produced We also trialled the implantation of isolated O. Evaluating the performance of reference filaricidal
compounds against B. malayi in SCID mice We adapted mouse models of Brugian filariasis [26-28] to
scrutinise whether the standard anti-filarial drugs (SAFD)
albendazole (ABZ), diethylcarbamazine (DEC) and ivermec-
tin (IVM) or drugs with demonstrated macrofilaricidal
properties, flubendazole (FBZ) and the tetracycline anti-
wolbachia antibiotic, minocycline (MIN), displayed predict-
able efficacy in a Severe-Combined Immuno-Deficiency
(SCID) mouse model system. For SAFD, which predominantly target the larval
stages of filariae in clinical and veterinary indications, we
inoculated either BALB/c SCID or BALB/c wild type
(WT) mice, as an immune-sufficient control, with 100 Halliday et al. Parasites & Vectors 2014, 7:472
http://www.parasitesandvectors.com/content/7/1/472 Page 5 of 14 WT VC
WT+ABZ
WT+DEC
WT+IVM
SCID VC
SCID+ABZ
SCID+DEC
SCID+IVM
0
20
40
60
80
% recovery BmL4
Figure 1 Comparative larvicidal activity of SAFDs against
Brugia in WT versus SCID mice. Percentage recoveries of BmL4
larvae from the peritoneal cavities of mice eight days after
inoculation with 100 BmL3 and commencement of a seven day oral
regimen of 50 mg/kg qd albendazole (ABZ), diethylcarbamazine
(DEC) or 15 mg/kg qd ivermectin (IVM). Circle plots are recoveries
from BALB/c WT mice whilst square plots are derived from BALB/c SCID
mice. Error bars are mean +/−SEM% recoveries per group. Data is pooled
from two individual experiments for WT and one experiment for SCID
mice (n = 4/group). Significant differences (1 way ANOVA with Bonferroni
multiple comparison) are indicated P < 0.001***, P < 0.01**, P < 0.05*. 373.3 (+/−204.4) mf. Contrastingly, there was a complete
absence of mf in the peritoneal cavity of MIN treated
SCID mice (P = 0.0215), consistent with loss of embryonic
development following the sterilisation of Wolbachia from
adult Bm filarial tissues. Yields of Onchocerca macrofilariae from naturally
parasitized cattle Zebu cattle, naturally infected with the bovine Oncho-
cerca species, O. ochengi, were identified within herds
moved from pasture land in the Adamawa Region and
slaughtered for meat production in abattoirs located in
the South West region of Cameroon. Over a 48-day col-
lection period, a total of 2612 nodules were collected from
28 infected hides (mean 105.5 +/−28.4 SEM, Figure 5),
which were processed to purify motile male Onchocerca
macrofilariae. A positive correlation between numbers of
nodules recovered and numbers of adult males was ob-
served (Pearson R = 0.869; P < 0.0001) and, on average,
69.7 +/−16.4 SEM motile male macrofilariae were recov-
ered per infected cattle hide processed. This was equiva-
lent to an average ratio of 0.66:1 male macrofilariae
recovered per harvested nodule. Figure 1 Comparative larvicidal activity of SAFDs against
Brugia in WT versus SCID mice. Percentage recoveries of BmL4 Figure 1 Comparative larvicidal activity of SAFDs against
Brugia in WT versus SCID mice. Percentage recoveries of BmL4
larvae from the peritoneal cavities of mice eight days after
inoculation with 100 BmL3 and commencement of a seven day oral
regimen of 50 mg/kg qd albendazole (ABZ), diethylcarbamazine
(DEC) or 15 mg/kg qd ivermectin (IVM). Circle plots are recoveries
from BALB/c WT mice whilst square plots are derived from BALB/c SCID
mice. Error bars are mean +/−SEM% recoveries per group. Data is pooled
from two individual experiments for WT and one experiment for SCID
mice (n = 4/group). Significant differences (1 way ANOVA with Bonferroni
multiple comparison) are indicated P < 0.001***, P < 0.01**, P < 0.05*. Figure 1 Comparative larvicidal activity of SAFDs against
Brugia in WT versus SCID mice. Percentage recoveries of BmL4
larvae from the peritoneal cavities of mice eight days after
inoculation with 100 BmL3 and commencement of a seven day oral
regimen of 50 mg/kg qd albendazole (ABZ), diethylcarbamazine
(DEC) or 15 mg/kg qd ivermectin (IVM). Circle plots are recoveries
from BALB/c WT mice whilst square plots are derived from BALB/c SCID
mice. Error bars are mean +/−SEM% recoveries per group. Data is pooled
from two individual experiments for WT and one experiment for SCID
mice (n = 4/group). Significant differences (1 way ANOVA with Bonferroni
multiple comparison) are indicated P < 0.001***, P < 0.01**, P < 0.05*. Onchocerca macrofilariae survival following implantation
into WT/SCID mice and Mongolian gerbils ochengi onchocercomata, containing a mixture of cow
tissue plus both female and male Onchocerca macrofi-
lariae, into SCID BALB/c or SCID CB.17 strains. In
this pilot study, four onchocercomata were implanted
into the peritoneal cavity or sub-cutaneously at the
nape of the neck of each SCID recipient. Table 1 and
Figure 7 detail the parasitological observations +7 days Halliday et al. Parasites & Vectors 2014, 7:472
http://www.parasitesandvectors.com/content/7/1/472 Page 6 of 14 y
http://www.parasitesandvectors.com/content/7/1/472 A
B
baseline
+24h
+7d
0
500
1000
1500
2000
Bm mf/ml peripheral blood
BALB/c SCID
baseline
+24h
+7d
0
500
1000
1500
2000
Bm mf/ml peripheral blood
BALB/c SCID + 5MK IVM
baseline
+24h
+7d
0
500
1000
1500
2000
Bm mf/ml peripheral blood
BALB/c + 5MK IVM
baseline
+24h
+7d
0
500
1000
1500
2000
Bm mf/ml peripheral blood
BALB/c
BALB/c SCID VC
BALB/c SCID IVM
0
20000
40000
60000
Bm mf/ml cardiac circulation +7d
BALB/c WT VC
BALB/c WT IVM
0
20000
40000
60000
Bm mf/ml cardiac circulation +7d
Figure 2 Comparative microfilaricidal activity of IVM against Brugia in WT versus SCID mice. Bm mf densities in peripheral circulating
blood (A) or cardiac circulation (B) at ‘baseline’ (48 h following intravenous perfusion with 1.25 × 105 purified mf) or at indicated time points
following treatment with 5 mg/kg ivermectin (IVM) or vehicle control (VC) via the intraperitoneal route. Top panels are data derived from WT
BALB/c, bottom panels are data from BALB/c SCID mice. Error bars indicate median mf densities and interquartile range. Data is from an individual
experiment (n = 4/group). Significant differences with time (paired T Test) or between groups (Mann Whitney Test) are indicated *P < 0.05. A
baseline
+24h
+7d
0
500
1000
1500
2000
Bm mf/ml peripheral blood
BALB/c + 5MK IVM
baseline
+24h
+7d
0
500
1000
1500
2000
Bm mf/ml peripheral blood
BALB/c B A Bm mf/ml cardiac circulation +7d baseline
+24h
+7d
0
500
1000
1500
2000
Bm mf/ml peripheral blood
BALB/c SCID
baseline
+24h
+7d
0
500
1000
1500
2000
Bm mf/ml peripheral blood
BALB/c SCID + 5MK IVM
BALB/c SCID VC
BALB/c SCID IVM
0
20000
40000
60000
Bm mf/ml cardiac circulation +7d Bm mf/ml peripheral blood Bm mf/ml peripheral blood Bm mf/ml cardiac circulation + Figure 2 Comparative microfilaricidal activity of IVM against Brugia in WT versus SCID mice. Onchocerca macrofilariae survival following implantation
into WT/SCID mice and Mongolian gerbils Bm mf densities in peripheral circulating
blood (A) or cardiac circulation (B) at ‘baseline’ (48 h following intravenous perfusion with 1.25 × 105 purified mf) or at indicated time points
following treatment with 5 mg/kg ivermectin (IVM) or vehicle control (VC) via the intraperitoneal route. Top panels are data derived from WT
BALB/c, bottom panels are data from BALB/c SCID mice. Error bars indicate median mf densities and interquartile range. Data is from an individual
experiment (n = 4/group). Significant differences with time (paired T Test) or between groups (Mann Whitney Test) are indicated *P < 0.05. following nodule implantation. At necropsy, the major-
ity of SCID BALB/c recipients (4/6) had evidence of
engraftment of some or all implanted onchocercomata
into abdominal visceral tissues, mainly connective tissues
continuous with the mesenteries and visceral fat pads. In
engrafted onchocercomata, neovacularisation could be
observed (9/24 implanted nodules), manifest as capillary
beds distributed across the capsule surface, stemming
from proximal host vascular networks. Onchocercomata
were extracted, partially dissected to expose loops of
female macrofilariae and cultured ex vivo for 4 hours. Ob-
servations of motility during this period revealed that in 5/
6 SCID recipients, 100% of implanted nodules contained
motile female Onchocerca macrofilariae. Transplanted onchocercomata
yielded
motile
male
Onchocerca
macrofilariae after recovery from 4/6 SCID recipients at
a ratio similar to that observed from freshly isolated
nodules (i.e. ~1 male/2 nodules). Following sub cutaneous
implantations in SCID CB.17 mice, 100% of onchocerco-
mata (n = 8) in 2/2 recipients displayed engraftment into
the sub cutaneous layer with evidence of neovascularisa-
tion. Vessel-like structures containing blood cells, prox-
imal to female worms, were identifiable within implanted
onchocercomata by histology. All onchocercomata recov-
ered from sub cutaneous implants at +7 days contained
motile female macrofilariae when dissected and cultured
ex vivo. A single motile male macrofilaria was released
from nodules derived from 1/2 recipient mice. Evidence of Halliday et al. Parasites & Vectors 2014, 7:472
http://www.parasitesandvectors.com/content/7/1/472 Page 7 of 14 to evaluate macrofilaricide efficacy. We applied the opti-
mised FBZ screen verified in BALB/c SCID Bm implants
(Figure 3) to compare suitability of this system for
macrofilaricide testing. An increased number of 15 mo-
tile male Onchocerca macrofilariae were implanted into
each SCID mouse recipient to mitigate against decline in
survival over 5 weeks. Onchocerca macrofilariae survival following implantation
into WT/SCID mice and Mongolian gerbils Error
bars indicate median and interquartile range. Data is from an individual
experiment (n = 5/group). Significant differences between groups
(Mann Whitney Test) are indicated *P < 0.05, **P < 0.01. Figure 3 Comparative macrofilaricidal activity of FBZ against
Brugia in WT versus SCID mice. (A) % recoveries of Bm embryogenesis within implanted female Onchocerca uteri
was apparent by histological examination, including the
presence of inter-uterine stretched mf. Further, released
motile microfilariae were evident in the culture medium
following ex vivo culture of implanted sub cutaneous
onchocercomata derived from 2/2 SCID CB.17 recipients. We also tested a lead anti-Wolbachia rifamycin anti-
biotic, rifapentine (RIFAP), for activity against Onchocerca
male worms in CB.17 SCID mice. Groups of two mice
were given oral doses of RIFAP (15 mg/kg) or standard
suspension vehicle (VC) daily for 14 days, starting from
1–2 days recovery after surgery. Implanted Onchocerca
were retrieved +2 weeks after last drug exposure. Total re-
coveries of Onchocerca macrofilariae were not affected by Onchocerca macrofilariae survival following implantation
into WT/SCID mice and Mongolian gerbils Also, daily isolates of macrofilar-
iae (from individual cattle hides) were divided equally
between recipients consigned to FBZ or VC treatments
to avoid inter-group bias in quality and age of male
worms that might affect survival. Further, to mitigate
against inter-group variation in survival rates over a pro-
tracted period post-implantation masking macrofilaricidal
effects, group sizes were increased to 7–8 mice. Treatment
groups were maintained for up to 31 days (4–5 wks post
implant) before recovery of parasites (Figure 8). FBZ in-
duced a significant, almost total macrofilaricidal response,
with mean survival of 1.67% (+/−1.09, n = 8), compared
with a mean survival of 43.81% (+/−11.44, n = 7) recovery
in the VC group (P = 0.0089). In the treated group, single
motile worms were recovered in 2/8 recipients, whilst the
other six mice had either an absence of infection or recov-
ery of completely immotile worms. The two motile worms
derived from FBZ treated mice were moribund with
irregular and retarded ‘twitching’ motility, compared to
the motility rate observed of macrofilariae recovered from
VC mice or of freshly isolated onchocercomata. A
B
WT FBZ
SCID FBZ
0
1
2
3
4
5
6
granuloma recovery
*
WT VC
WT FBZ
SCID VC
SCID FBZ
0
20
40
60
80
% recovery adult Bm
**
**
Figure 3 Comparative macrofilaricidal activity of FBZ against
Brugia in WT versus SCID mice. (A) % recoveries of Bm
macrofilariae and (B) numbers of granulomas recovered +6 weeks after
intraperitoneal surgical implantation into BALB/c WT or BALB/c SCID
mice and commencement of a 5 day 10 mg/kg qd sub-cutaneous
dosing with flubendazole (FBZ) or matching vehicle control (VC). Error
bars indicate median and interquartile range. Data is from an individual
experiment (n = 5/group). Significant differences between groups
(Mann Whitney Test) are indicated *P < 0.05, **P < 0.01. A
WT VC
WT FBZ
SCID VC
SCID FBZ
0
20
40
60
80
% recovery adult Bm
**
** B
WT FBZ
SCID FBZ
0
1
2
3
4
5
6
granuloma recovery
* B Figure 3 Comparative macrofilaricidal activity of FBZ against
Brugia in WT versus SCID mice. (A) % recoveries of Bm
macrofilariae and (B) numbers of granulomas recovered +6 weeks after
intraperitoneal surgical implantation into BALB/c WT or BALB/c SCID
mice and commencement of a 5 day 10 mg/kg qd sub-cutaneous
dosing with flubendazole (FBZ) or matching vehicle control (VC). Evaluation of the SCID model of onchocerciasis as a
pre-clinical macrofilaricidal drug screen Because of initial, reproducible, high recoveries of viable
male Onchocerca macrofilariae in BALB/c SCID mice,
we evaluated this model as an anti-Onchocerca in vivo
macrofilaricidal drug screen where survival over a more
protracted time frame (4–5 weeks) would be necessary A
B
C
VC
MIN
0
5
10
15
20
% recovery B. malayi @ +12 wks
VC
MIN
105
106
107
108
wsp copy number /
female B. malayi @ +12 wks
***
(98.4%)
VC
MIN
1
10
100
1000
10000
Mf (+1) / female B. malayi @ +12 wks
*
Figure 4 Anti-Wolbachia activity against Brugia macrofilariae in SCID mice. (A) % recoveries of Bm macrofilariae (B) Wolbachia loads per
female Bm and (C) numbers of released mf per female Bm in BALB/c SCID mice +12 weeks after intraperitoneal infection with 100 BmL3 and +6 weeks
after commencement of 4 week oral 25 mg/kg bid minocycline (MIN) or vehicle control (VC). Error bars indicate median and interquartile range. Dashed horizontal lines in (B) indicate 1 and 2 log reductions compared with median VC levels. Median % reduction in (B) is indicated in parentheses. Data is from an individual experiment (n = 5/group; individual worms pooled per group). Significant differences between groups (Mann Whitney Test)
are indicated *P < 0.05, ***P < 0.001. A
VC
MIN
0
5
10
15
20
% recovery B. malayi @ +12 wks B
VC
MIN
105
106
107
108
wsp copy number /
female B. malayi @ +12 wks
***
(98.4%) C
VC
MIN
1
10
100
1000
10000
Mf (+1) / female B. malayi @ +12 wks
* B Figure 4 Anti-Wolbachia activity against Brugia macrofilariae in SCID mice. (A) % recoveries of Bm macrofilaria Figure 4 Anti-Wolbachia activity against Brugia macrofilariae in SCID mice. (A) % recoveries of Bm macrofilariae (B) Wolbachia loads per
female Bm and (C) numbers of released mf per female Bm in BALB/c SCID mice +12 weeks after intraperitoneal infection with 100 BmL3 and +6 weeks
after commencement of 4 week oral 25 mg/kg bid minocycline (MIN) or vehicle control (VC). Error bars indicate median and interquartile range. Dashed horizontal lines in (B) indicate 1 and 2 log reductions compared with median VC levels. Median % reduction in (B) is indicated in parentheses. Data is from an individual experiment (n = 5/group; individual worms pooled per group). Evaluation of the SCID model of onchocerciasis as a
pre-clinical macrofilaricidal drug screen Significant differences between groups (Mann Whitney Test)
are indicated *P < 0.05, ***P < 0.001. Figure 4 Anti-Wolbachia activity against Brugia macrofilariae in SCID mice. (A) % recoveries of Bm macrofilariae (B) Wolbachia loads per
female Bm and (C) numbers of released mf per female Bm in BALB/c SCID mice +12 weeks after intraperitoneal infection with 100 BmL3 and +6 weeks
after commencement of 4 week oral 25 mg/kg bid minocycline (MIN) or vehicle control (VC). Error bars indicate median and interquartile range. Dashed horizontal lines in (B) indicate 1 and 2 log reductions compared with median VC levels. Median % reduction in (B) is indicated in parentheses. Data is from an individual experiment (n = 5/group; individual worms pooled per group). Significant differences between groups (Mann Whitney Test)
are indicated *P < 0.05, ***P < 0.001. Halliday et al. Parasites & Vectors 2014, 7:472
http://www.parasitesandvectors.com/content/7/1/472 Halliday et al. Parasites & Vectors 2014, 7:472
http://www.parasitesandvectors.com/content/7/1/472 Page 8 of 14 A
B
C
D
Nodules
Free adult males
0
100
200
300
400
Count
0
100
200
300
400
0
50
100
150
200
motile male macrofilariae
nodules
Figure 5 Yields of female and male Onchocerca macrofilariae isolated from naturally infected cattle. A) Typical yield of excised O. ochengi
onchocercomata from a parasitized cattle hide B) A pair of liberated, motile male O. ochengi worms +4 h after disruption of onchocercoma
(nodule) capsule and culture at 37°C/5%CO2. Scale bar =1 cm. C) Relationship between numbers of onchocercomata recovered per cattle hide
and number of motile male O. ochengi harvested. Dashed line is linear regression best fit. D) Recoveries of onchocercomata (closed plots) and
male O. ochengi (open plots) per cattle hide (n = 29). Error bars are mean +/−SEM. A A B B C
0
100
200
300
400
0
50
100
150
200
motile male macrofilariae
nodules D
Nodules
Free adult males
0
100
200
300
400
Count
0 C D D Figure 5 Yields of female and male Onchocerca macrofilariae isolated from naturally infected cattle. A) Typical yield of excised O. ochengi
onchocercomata from a parasitized cattle hide B) A pair of liberated, motile male O. ochengi worms +4 h after disruption of onchocercoma
(nodule) capsule and culture at 37°C/5%CO2. Scale bar =1 cm. C) Relationship between numbers of onchocercomata recovered per cattle hide
and number of motile male O. ochengi harvested. Dashed line is linear regression best fit. Evaluation of the SCID model of onchocerciasis as a
pre-clinical macrofilaricidal drug screen D) Recoveries of onchocercomata (closed plots) and
male O. ochengi (open plots) per cattle hide (n = 29). Error bars are mean +/−SEM. treatment regimen (56.65%, VC and 58.35%, median
recovery, RIFAP; Figure 9A). Numbers of the single copy
Wolbachia surface protein (wsp) gene per isolated male
Onchocerca marofilariae were quantified as a surrogate
measurement of endosymbiont density within nematode
tissues (Figure 9B). A highly significant 99% reduction in
Wolbachia number was recorded in Onchocerca macrofi-
lariae obtained from CB.17 SCID mice treated with rifa-
pentine for 14 days (4.6 × 106 median wsp copies, VC vs. 0.0452 × 106, RIFAP, P < 0.001). Wolbachia reductions
were preserved when adjusted for potential variation in
size and age of adult male Onchocerca derived from cattle
onchocercomata, by normalisation to a single copy filarial
gene, gst (Figure 9C). throughput to address current demand. For these rea-
sons we decided to develop and validate a small animal
model of onchocerciasis. We chose to trial SCID mice as
a compatible host for the cattle Onchocerca, O. ochengi. We selected this particular parasite after identifying an
abundant and relatively convenient sampling source of
O. ochengi macrofilariae in cattle herds derived from the
Adamawa region of Northern Cameroon used for com-
mercial meat production. Our experience over a three-
month evaluation period indicated that the prevalence of
infected female cattle being moved for slaughter in the
South West Province was typically between 5-10% and
that, with around 10–20 cattle being processed daily at a
local abattoir, there was frequent availability of infected
cow tissues. Because we typically collected >100 O. ochengi macrofilariae from a single hide, this provided an
adequate daily supply line of Onchocerca for in vivo drug
testing. The implantation of macrofilariae into groups of
rodents from a single cow effectively increased capacity
4–5 fold in terms of biological units available for drug
testing. Further, considering the much reduced space and
costs demanded for long-term husbandry of rodents vs
cattle, the rodent model should further facilitate increased Discussion The development of macrofilaricides against onchocer-
ciasis is currently hampered by a lack of a facile pre-
clinical infection model. Extrapolating efficacy of drug
candidates against lymphatic filariae in susceptible ro-
dents may not necessarily translate into effective oncho-
cerciasis indications and traditional pre-clinical testing
in cattle onchocerciasis does not possess the required Halliday et al. Parasites & Vectors 2014, 7:472
http://www.parasitesandvectors.com/content/7/1/472 Page 9 of 14 BALB/c WT
BALB/c SCID
GERBIL
0
20
40
60
80
% recovery male Onchocerca
*
Figure 6 Survival of male Onchocerca macrofilariae in
laboratory rodents. Percentage recoveries +15 days
post-intraperitoneal implantation with 8–12 isolated, motile male
Onchocerca macrofilariae in BALB/c WT, BALB/c SCID and Meriones
unguiculatus gerbils. Error bars are median recoveries with interquartile
range. For BALB/c SCID, data is pooled from two individual experiments
(n = 3/4). For BALB/c WT and Meriones, data is from a single experiment
(n = 3/4). Significant differences between groups (Kruskal-Wallis Test with
Dunn’s multiple comparison) is indicated *P < 0.05. The selection of SCID mice was based on extensive use
of this lymphopenic mouse system for xenograft transfers
in cancer and malaria chemotherapy pre-clinical testing
[30,31] and our own and other laboratory’s observations
that SCID mice are permissive hosts for non-murine fil-
ariae, including full development of the human lymphatic
filariae, B. malayi [21] and stage-specific Onchocerca spp. infections [20,22]. [
]
A potential caveat to the application of SCID mice for
anti-filarial drug screening is the absence of adaptive im-
mune responses, which might be important in interacting
with candidate filaricidal compounds to induce macrofilar-
icidal effects. Whilst it is inconclusive whether inflamma-
tory reactions in patients post-treatment with anti-filarial
drugs (e.g. “Mazzoti reactions”) are a necessary compo-
nent in the death of filariae or merely a response to dead
and damaged worms [16] and the concomitant liberation
of somatic antigens and Wolbachia endobacteria [32,33],
the former has been proposed due to a general lack of effi-
cacy of SAFD at physiological levels in vitro against filariae
[34,35]. Further, various ‘immuno-pharmacological’ modes
of action have been proposed for SAFD, including the
prevention of immuno-modulatory secretions from mf by
IVM [36] and the induction of host inducible nitric oxide
and cyclooxygenase pathways by DEC [24]. Thus, it was
important to validate anti-filarial responses in the SCID
model against an immunologically intact WT control,
where possible. otility assessed by dissection microscope +4 h after excision of nodule grafts, disruption of nodule capsule and culture in complete me
– not done. Discussion For this we took advantage of WT BALB/
c mice as an immune competent background strain that,
whilst resistant to chronic patent infections, accommo-
dates life cycle stages of B. malayi for periods sufficient to
evaluate filaricidal drug effects [24,27]. The results of our
studies, comparing larvicidal responses of the SAFD: ABZ,
DEC and IVM, illustrated no difference in the level of ob-
served efficacy of these reference anti-filarials against in-
fectious Bm L3 larvae, or in the case of IVM, bloodborne
mf, in the absence of adaptive immune responses. In fact,
for mf, we observed a 2.5 fold higher peripheral circulating
mf and 6.4 fold increased cardiac blood levels in SCID vs Figure 6 Survival of male Onchocerca macrofilariae in Figure 6 Survival of male Onchocerca macrofilariae in
laboratory rodents. Percentage recoveries +15 days post-intraperitoneal implantation with 8–12 isolated, motile male
Onchocerca macrofilariae in BALB/c WT, BALB/c SCID and Meriones
unguiculatus gerbils. Error bars are median recoveries with interquartile
range. For BALB/c SCID, data is pooled from two individual experiments
(n = 3/4). For BALB/c WT and Meriones, data is from a single experiment
(n = 3/4). Significant differences between groups (Kruskal-Wallis Test with
Dunn’s multiple comparison) is indicated *P < 0.05. capacity for simultaneous or overlapping Onchocerca drug
screening within the same laboratory, in a cost-effective
manner. The ability to culture the male O. ochengi macro-
filariae ex vivo for durations of at least five days, also
means that this method of collection could be applied to
in vitro testing of novel macrofilaricides, similar to the
published male O. gutterosa drug screen [29]. Table 1 Parasitological observations of Onchocerca ochengi onchocercomata post-implantation into SCID mice
Mouse strain/ID
Number/location
Vascularisation
Motile females*
Motile males*
Motile mf*
BALB/c SCID 1
4 ip
4/4
4/4
2/4
nd
BALB/c SCID 2
4 ip
2/4
4/4
0/4
nd
BALB/c SCID 3
4 ip
0/4
4/4
0/4
nd
BALB/c SCID 4
4 ip
0/4
4/4
2/4
nd
BALB/c SCID 5
4 ip
1/4
0/4
2/4
nd
BALB/c SCID 6
4 ip
2/4
4/4
2/4
nd
CB.17 SCID 1
4 sc
4/4
2/2
0/2
yes
CB.17 SCID 2
4 sc
4/4
3/3
1/3
yes
Intraperitoneal implantation (ip), sub cutaneous implantation (sc). *motility assessed by dissection microscope +4 h after excision of nodule grafts, disruption of nodule capsule and culture in complete medium at 37°C/5%CO2. nd – not done. ( p),
p
(
)
ection microscope +4 h after excision of nodule grafts, disruption of nodule capsule and culture in complete medium at 37°C/5%CO2. p
p
( p),
p
(
)
*motility assessed by dissection microscope +4 h after excision of nodule grafts, disruption of nodule capsule and culture in complete medium at 37°C/5%CO2.
nd – not done. Discussion ical observations of Onchocerca ochengi onchocercomata post-implantation into SCID mice Halliday et al. Parasites & Vectors 2014, 7:472
http://www.parasitesandvectors.com/content/7/1/472 Halliday et al. Parasites & Vectors 2014, 7:472 Page 10 of 14 Halliday et al. Parasites & Vectors 2014, 7:472
http://www.parasitesandvectors.com/content/7/1/472 y
http://www.parasitesandvectors.com/content/7/1/472 Figure 7 Engraftment of Onchocerca onchocercomata in SCID mice. Engrafted peritoneal (A&B) or sub cutaneous (C&D) onchocercomata
in situ or excised nodules from the peritoneum (D) or sub cutaneous tissue (E) +7 days after implantation into BALB/c or CB.17 SCID mice. Haematoxylin and eosin staining of sub cutaneous engrafted onchocercomata illustrating embryogenesis (F) and putative murine host vessel-like
structures (H). High magnification images of inter-uterine stretched microfilarae (G) and vessel-like structure (I). Key: dermis (d), embryos (e),
visceral fat (f), mesentery (m), microfilariae (mf), nodule (n), female Onchocerca ochengi (o), uteris (u), vessel (v). Arrows indicate zones of
neovascularisation. Scale bars are 50 μm (F&H) and 10 μm (G&I). Figure 7 Engraftment of Onchocerca onchocercomata in SCID mice. Engrafted peritoneal (A&B) or sub cutaneous (C&D) onchocercomata
in situ or excised nodules from the peritoneum (D) or sub cutaneous tissue (E) +7 days after implantation into BALB/c or CB.17 SCID mice. Haematoxylin and eosin staining of sub cutaneous engrafted onchocercomata illustrating embryogenesis (F) and putative murine host vessel-like
structures (H). High magnification images of inter-uterine stretched microfilarae (G) and vessel-like structure (I). Key: dermis (d), embryos (e),
visceral fat (f), mesentery (m), microfilariae (mf), nodule (n), female Onchocerca ochengi (o), uteris (u), vessel (v). Arrows indicate zones of
neovascularisation. Scale bars are 50 μm (F&H) and 10 μm (G&I). We extended our evaluation of the SCID mouse, tak-
ing advantage of the full development of Brugia in this
immunocompromised system, to assess the appropriate-
ness of its use as a facile anti-Wolbachia drug screen. For this we chose a point of oral administration to drug
with the anti-Wolbachia reference tetracycline, MIN,
once parasites had undergone the final moult to become
immature macrofilariae. At this point in the Bm life
cycle, Wolbachia numbers have completed a log phase
expansion and are representative of levels in mature
Brugia (1-5 × 107 Wolbachia per female worm) [25]. Fur-
ther, initiating anti-Wolbachia drugging at the immature
macrofilarial stage allowed us to simultaneously and
rapidly discern downstream effects on embryogenesis via
initial mf release, at the immediate onset of patency
(+10-11 weeks in mice). Discussion We could consistently recover
Bm macrofilariae in infected and dosed SCID animals,
supporting prior observations of full permissiveness of
this model [21] and allowing for reliable production of
the required numbers of adult worms and mf release for
assessment of Wolbachia efficacy. Oral MIN administra-
tion in infected SCID mice for 28 days reduced Wolba-
chia loads within female Bm below the 90% threshold
deemed to irreversibly sterilise filarial tissues in clinical
studies, leading to macrofilaricidal effects [33,42,43]. The >90% levels of depletion observed in female macro-
filariae derived from drugged SCID Bm infections were
consistent with in vivo effects reported following pro-
tracted tetracycline treatments in patent Bm infections
of gerbils [44] and were reflected in a complete block-
ade in mf release in drugged animals. WT control groups at 9 days post-tail vein perfusion,
which allowed us to discern a more obvious treatment
effect of single dose IVM. We also observed similar mf
levels in CB.17 SCID mice (data not shown). The elevated
persistence of circulating mf in SCID mice may be due to
a lack of initiation of an effective stage-specific adaptive
immune response. Certainly, microfilariaemic brugian
filariasis patients have hyporesponsive filarial antigen-
specific peripheral blood mononuclear cell responses vs
amicrofilaraemic infected individuals [37]. Splenic clear-
ance has been demonstrable in controlling bloodborne
microfilaraemias in mice [38] and baboons [39] which
suggests that SCID mice may have a defective mechanism
at this secondary lymphoid organ. This data extends experiments undertaken in athymic
nude mice that demonstrates a lack of a role for T lym-
phocytes/lymphocyte ‘help’ in a DEC mode of action [40]
and also suggests T and B lymphocyte-mediated adaptive
immunity is dispensable for the effects of the benzimid-
azole (BZ) and macrocyclic lactone families of anti-filarial
drugs. Further, a complete FBZ macrofilaricidal response
was apparent in both WT and SCID animals using a dose
regimen previously reported as effective in the Meriones
gerbil Brugia macrofilariae implant model [41]. FBZ
macrofilaricidal efficacy generally proceeded without overt
leukocytic granuloma formation in SCID mice suggesting
that these reactions are a response to dead worms but are
not integral to the mode of action of BZ anthelmintics. Whether this extends to other classes of SAFD that have
macrofilaricidal activity against Bm, e.g. DEC and MOX,
remain to be evaluated. Halliday et al. Discussion However, should drugs emerge with putative T or B cell
adaptive immune-pharmacological mechanisms, the avail-
ability of comparative Bm and Onchocerca macrofilaricide
screens in WT mice, SCID mice and gerbils would serve Figure 8 Macrofilaricidal activity of parenteral FBZ against
Onchocerca macrofilariae in SCID mice. Percentage recoveries
+5 weeks after intraperitoneal surgical implantation of 15 isolated,
motile male Onchocerca macrofilariae in BALB/c SCID mice and
commencement of a 5 day 10 mg/kg qd sub-cutaneous dosing
with flubendazole (FBZ) or matching vehicle control (VC). Error bars
indicate median and interquartile range. Data is from an individual
experiment (n = 7-8/group). Significant differences between groups
(Mann Whitney Test) are indicated **P < 0.01. Figure 8 Macrofilaricidal activity of parenteral FBZ against
Onchocerca macrofilariae in SCID mice. Percentage recoveries g
+5 weeks after intraperitoneal surgical implantation of 15 isolated,
motile male Onchocerca macrofilariae in BALB/c SCID mice and
commencement of a 5 day 10 mg/kg qd sub-cutaneous dosing
with flubendazole (FBZ) or matching vehicle control (VC). Error bars
indicate median and interquartile range. Data is from an individual
experiment (n = 7-8/group). Significant differences between groups
(Mann Whitney Test) are indicated **P < 0.01. A
B
C
VC
RIFAP
0
20
40
60
80
100
% recovery male Onchocerca
VC
RIFAP
102
103
104
105
106
107
108
wsp copies / male Onchocerca
(99.0%)
***
VC
RIFAP
0.1
1
10
100
1000
wsp/gst / male Onchocerca
(99.3%)
***
Figure 9 Anti-Wolbachia activity against Onchocerca macrofilariae in SCID mice. (A)% recoveries, (B) Wolbachia loads per motile male
Onchocerca macrofilaria measured by wsp gene copy number or (C) Wolbachia loads per motile male Onchocerca macrofilaria as a ratio wsp/gst
filarial gene copy number +29 days after intraperitoneal implantation in CB.17 SCID mice and +28 days after commencement of 2 week oral
15 mg/kg rifapentine (RIFAP) or vehicle control (VC). Error bars indicate median and interquartile range. Dashed horizontal lines indicate 1 and 2
log reductions compared with median VC levels. Median % reduction is indicated in parentheses. For B&C, data from individual worms are
pooled from groups of two mice. Significant differences between groups (Mann Whitney Test) are indicated ***P < 0.001. Discussion Parasites & Vectors 2014, 7:472
http://www.parasitesandvectors.com/content/7/1/472 Page 11 of 14 VC
FBZ
0
20
40
60
80
100
% recovery male Onchocerca
**
Figure 8 Macrofilaricidal activity of parenteral FBZ against
Onchocerca macrofilariae in SCID mice. Percentage recoveries
+5 weeks after intraperitoneal surgical implantation of 15 isolated,
motile male Onchocerca macrofilariae in BALB/c SCID mice and
commencement of a 5 day 10 mg/kg qd sub-cutaneous dosing
with flubendazole (FBZ) or matching vehicle control (VC). Error bars
indicate median and interquartile range. Data is from an individual
experiment (n = 7-8/group). Significant differences between groups
(Mann Whitney Test) are indicated **P < 0.01. Having validated the SCID model system as suitably
responsive to a range of filaricidal reference compounds,
we tested survival rates of male Onchocerca macrofilariae
in either SCID BALB/c or WT BALB/c mice. The results
of a two-week implant pilot study indicated that male
Onchocerca survived significantly better in the immuno-
compromised system, suggesting that adaptive immune
responses begin to exert attritional effect on survival by
this stage. This is consistent with the kinetics of immune-
attrition against larval Bm infections where adaptive
immune responses begin to exert significant filaricidal
activity at +2 weeks post-infection [26]. We were also able
to preliminarily evaluate survival in the Brugia susceptible
outbred rodent, Meriones, which indicated that male
Onchocerca macrofilariae could persist at a similar level as
within SCID mice. As our focus was on development of a
flexible ‘pan-filarial’ SCID pre-clinical model, we did not
investigate survival in Meriones gerbils further. However
our initial findings suggest Meriones may also be a suitable
laboratory host for male Onchocerca implants and further
investigation is warranted to explore the length of persist-
ence in this immune-intact outbred rodent. It is debatable
whether macrofilaricides with a total reliance on adaptive
immunity would be suitable for indications in chronic fil-
ariasis patients who typically display hyporesponsive T cell
profiles to filarial antigens [37,45,46]. Furthermore, identi-
fication of ‘hits’ within in vitro culture screening assays
[29,47] would fail to identify drugs with a reliance on host
adaptive immune responses and as such, these candidates
would be suitable for in vivo evaluation in SCID mice. Discussion This would
offer a desirable refinement to the male Onchocerca SCID
implant model and control for testing drug exposure
effects at a more naturalistic site of sub-cutaneous parasit-
ism and/or emulate drug targeting of worms within a
complex tissue surrounding of the onchocercoma. For this
reason we undertook a pilot study whereby onchocerco-
mata were implanted both into the peritoneal cavity and
sub-cutaneously. It was observed that, at both sites, many
of the nodules had become attached to host tissues and
the majority of nodules had evidence of rapid host neovas-
cularization. Vascularisation with both blood and lymph-
atic vessels is a consistent feature of O. volvulus nodule
microarchitecture [50-52]. Whether neovascularisation is
actively induced by pro-angiogenic parasite secretions [53]
or is part of an innate inflammatory response to foreign
material, remains to be resolved. Analogous to solid tu-
mours, that can be successfully targeted by antiangiogenic
therapies, neovascularisation is possibly a pre-requisite for
more protracted survival, as a source of nutrients and oxy-
gen supply deep within the nodule. Whilst only evaluated
for seven days, our pilot data is encouraging; 83% of the im-
planted nodules contained motile female macrofilariae and
25% also yielded motile male macrofilariae ex vivo. Whilst
no mf were observed from the culture of skin from the ear
or tail in SCID recipients of sub-cutaneous nodules, motile
mf were liberated after culturing recovered implants. This
suggests that female macrofilariae are fertile and produ-
cing mf post-implant in vivo. Because O. lienalis mf show
a cumulative increase in recruitment to the skin during
the first three weeks following inoculations in SCID mice
[22] extended experiments are required to determine the
dynamics of mf recruitment to the skin from implanted
nodules. As lymphatic growth into nodular tissue has been
proffered as an exit route for mf migration into the skin
[52], this process may be dependent on lymphangiogenic
responses developing within implanted nodules. These experiments are ongoing and require further
optimization and refinement to test whether survival can as useful pre-clinical assessment tools to dissect the mode
of action and spectrum of anti-filarial effects. By applying the efficacious FBZ regimen demonstrable to
exert macrofilaricidal effects against Bm adults, we could
reproduce the profound effect of this drug against im-
planted adult male Onchocerca macrofilariae within SCID
mice. This tallies with the reported macrofilaricidal effect of
the modified FBZ, UMF078, against O. Discussion ochengi in the nat-
ural cattle host [48]. Thus, our experiment demonstrates
‘proof of principle’ that the SCID mouse Onchocerca
macrofilariae implant model is sufficiently robust to test
macrofilaricide activity over a 5 week time frame. Because
single, moribund yet motile worms could be isolated in a
minority of FBZ treated mice, a slightly extended period
may be warranted to determine maximum macrofilaricidal
activity. Male macrofilariae were reproducibly recovered
from 100% of 22 SCID mouse recipients in our experi-
ments (discounting FBZ treatments), assessed between 2–5
weeks post implant (mean survival = 49.22% +/−5.08). It is
probable that more protracted durations of survival are
achievable and this requires further assessment. Confirming our validation experiments with Bm, the
male Onchocerca macrofilariae SCID implant model was
also assessed as a suitable anti-Wolbachia screen, with
strong Wolbachia signal being reliably detected from indi-
vidual male Onchocerca worms and >98% depletions of
Wolbachia from filarial tissues recorded following ‘gold-
standard’ oral RIFAP treatment. This is consistent with
the rapid effects of the rifamycin class of antibiotics
observable in the B. malayi infection model in SCID mice
(manuscript in preparation). The matching anatomical site of Bm adult parasitism
and Onchocerca macrofilariae implantation within the
peritoneal cavity of the pan-filarial SCID pre-clinical
screen, along with availability of both Brugia and Oncho-
cerca macrofilariae ex vivo screening systems, offers a
comprehensive suite of pre-clinical tools for robust in-
terrogation of novel macrofilaricide and anti-Wolbachia
drugs in development. This is further aided by a high
throughput cell screening assay for anti-Wolbachia drug
discovery [49]. The pan-filarial murine SCID host de-
scribed here will therefore provide a useful tool to facili-
tate the construction of rational PK/PD models and help
drive iterative medicinal chemistry to further improve
promising classes of drugs. Perhaps the most important
advance this model provides is the ability to more accur-
ately discern comparative drug class effects against differ-
ent genera of medically important filariae in a controlled
experimental system. Should the Bm life cycle be estab-
lished in sub-Saharan African laboratories, this raises the
possibility of undertaking dual Bm and Onchocerca
macrofilarial implants within the same host, which would
powerfully address the issue of drug effect on different
filarial genera. Discussion C
VC
RIFAP
0.1
1
10
100
1000
wsp/gst / male Onchocerca
(99.3%)
*** C
VC
RIFAP
0.1
1
10
100
1000
wsp/gst / male Onchocerca
(99.3%)
*** B
VC
RIFAP
VC
RIFAP
102
103
104
105
106
107
108
wsp copies / male Onchocerca
(99.0%)
*** B
VC
RIFAP
102
103
104
105
106
107
108
wsp copies / male Onchocerca
(99.0%)
*** C Figure 9 Anti-Wolbachia activity against Onchocerca macrofilariae in SCID mice. (A)% recoveries, (B) Wolbachia loads per motile male
Onchocerca macrofilaria measured by wsp gene copy number or (C) Wolbachia loads per motile male Onchocerca macrofilaria as a ratio wsp/gst
filarial gene copy number +29 days after intraperitoneal implantation in CB.17 SCID mice and +28 days after commencement of 2 week oral
15 mg/kg rifapentine (RIFAP) or vehicle control (VC). Error bars indicate median and interquartile range. Dashed horizontal lines indicate 1 and 2
log reductions compared with median VC levels. Median % reduction is indicated in parentheses. For B&C, data from individual worms are
pooled from groups of two mice. Significant differences between groups (Mann Whitney Test) are indicated ***P < 0.001. Figure 9 Anti-Wolbachia activity against Onchocerca macrofilariae in SCID mice. (A)% recoveries, (B) Wolbachia loads per motile male
Onchocerca macrofilaria measured by wsp gene copy number or (C) Wolbachia loads per motile male Onchocerca macrofilaria as a ratio wsp/gst
filarial gene copy number +29 days after intraperitoneal implantation in CB.17 SCID mice and +28 days after commencement of 2 week oral
15 mg/kg rifapentine (RIFAP) or vehicle control (VC). Error bars indicate median and interquartile range. Dashed horizontal lines indicate 1 and 2
log reductions compared with median VC levels. Median % reduction is indicated in parentheses. For B&C, data from individual worms are
pooled from groups of two mice. Significant differences between groups (Mann Whitney Test) are indicated ***P < 0.001. Halliday et al. Parasites & Vectors 2014, 7:472
http://www.parasitesandvectors.com/content/7/1/472 Halliday et al. Parasites & Vectors 2014, 7:472
http://www.parasitesandvectors.com/content/7/1/472 Page 12 of 14 Given that SCID mice have an impaired mechanism of
foreign tissue rejection and are routinely used for grafting
human tumours [30] it was hypothesized that O. ochengi
onchocercomata from the dermis of infected cows could
survive upon engraftment into these mice, giving rise to
the possibility of developing a murine model containing
adult males, females and mf and keeping the natural ana-
tomical structure of the parasitic niche intact. Competing interests The authors declare that they have no financial or other competing interests. 13. Ash LR: Chronic Brugia pahangi and Brugia malayi infections in Meriones
unguiculatus. J Parasitol 1973, 59(3):442–447. Received: 19 August 2014 Accepted: 2 October 2014 Received: 19 August 2014 Accepted: 2 October 2014 reduced biomass and less dense extra-cellular matrix of
ochengi vs. volvulus onchocercomata may facilitate an in-
crease in perfusion of host solutes, as well as our observa-
tions of neovascularization, to support protracted survival
of implanted female macrofilariae. Acknowledgements We thank Professor Charles MacKenzie for helpful advice regarding FBZ
dosing and critical appraisal of the manuscript. This work was supported by
a Bill and Melinda Gates Foundation (BMGF) funded Grand Challenges
Explorations Phase I award (OPP1086755) to JDT, MJT and SW and the BMGF
funded A.WOL drug development programme (OPP1045261) to LSTM. 18. Townson S, Dobinson A, Connelly C, Muller R: Chemotherapy of
Onchocerca lienalis microfilariae in mice: a model for the evaluation of
novel compounds for the treatment of onchocerciasis. J Helminthol 1988,
62(3):181–194. 19. Townson S, Bianco AE, Owen D: Attempts to infect small laboratory
animals with the infective larvae of Onchocerca lienalis. J Helminthol 1981,
55(4):247–249. Authors’ contributions 14. Petit G, Diagne M, Marechal P, Owen D, Taylor D, Bain O: Maturation of the
filaria Litomosoides sigmodontis in BALB/c mice; comparative
susceptibility of nine other inbred strains. Ann Parasitol Hum Comp 1992,
67(5):144–150. AH designed the study, carried out experimental infections/implantation
studies, undertook statistical analyses and assisted in drafting the manuscript. ACG assisted in experimental infections and undertook molecular assays. HT
undertook experimental infections, molecular assays and histology analysis. HMM/CNW/KOJA/TDBK assisted in implantation studies. GF/AS/DC assisted in
experimental infections. PE assisted in implantation studies. SW/MJT
conceived and designed the study. JDT conceived and designed the study,
assisted in implant studies, undertook statistical analyses and wrote the
manuscript. All authors read and approved the final manuscript. 15. Awadzi K, Opoku NO, Attah SK, Lazdins-Helds J, Kuesel AC: A randomized,
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immunity against Onchocerca volvulus and O. lienalis infective larvae in
mice. Trop Med Parasitol 1994, 45(1):17–23. Halliday et al. Parasites & Vectors 2014, 7:472
http://www.parasitesandvectors.com/content/7/1/472 Halliday et al. Parasites & Vectors 2014, 7:472
http://www.parasitesandvectors.com/content/7/1/472 Halliday et al. Parasites & Vectors 2014, 7:472
http://www.parasitesandvectors.com/content/7/1/472 Page 13 of 14 Page 13 of 14 References Awadzi K: Clinical picture and outcome of serious adverse events in the
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treatment of Onchocerciasis. Filaria J 2003, 2(Suppl 1):S6. Conclusions SCID mice can be successfully utilised to maintain all
life cycle stages of the lymphatic filariae, Brugia malayi
and adult stages of the cattle filaria, Onchocerca ochengi
with protracted survival. A range of reference anti-
filarial drugs including macrofilaricides targeting nema-
tode or Wolbachia endosymbionts have been tested
against Bm and O. ochengi in SCID mice. These refer-
ence drugs perform with matching efficacy compared
with either immune-competent controls or between the
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filarial’ in vivo pre-clinical tool suitable to screen novel
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1 1Department of Parasitology, Liverpool School of Tropical Medicine, Liverpool,
UK. 2Research Foundation for Tropical Diseases and the Environment, Buea,
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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
• 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: Submit your next manuscript to BioMed Central
and take full advantage of: 40. Vickery AC, Nayar JK, Tamplin ML: Diethylcarbamazine-mediated clearance
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Partnering Ethics and Chemistry in Secondary and University STEM Education via an Innovatively Designed Periodic Table of Chemical Elements
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Research Repository
Partnering Ethics and Chemistry in Secondary and University STEM Education via an
Innovatively Designed Periodic Table of Chemical Elements
Bramstedt, Karina
Published in:
Acta Bioethica
DOI:
10.4067/S1726-569X2020000100101
Licence:
CC BY
Link to output in Bond University research repository.
Recommended citation(APA):
Bramstedt, K. (2020). Partnering Ethics and Chemistry in Secondary and University STEM Education via an
Innovatively Designed Periodic Table of Chemical Elements. Acta Bioethica, 26(1), 101-106.
https://doi.org/10.4067/S1726-569X2020000100101 Bond University
Research Repository
Partnering Ethics and Chemistry in Secondary and University STEM Education via an
Innovatively Designed Periodic Table of Chemical Elements
Bramstedt, Karina
Published in:
Acta Bioethica
DOI:
10.4067/S1726-569X2020000100101
Licence:
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Link to output in Bond University research repository. Recommended citation(APA):
Bramstedt, K. (2020). Partnering Ethics and Chemistry in Secondary and University STEM Education via an
Innovatively Designed Periodic Table of Chemical Elements. Acta Bioethica, 26(1), 101-106. https://doi.org/10.4067/S1726-569X2020000100101 Bond University
Research Repository
Partnering Ethics and Chemistry in Secondary and University STEM Education via an
Innovatively Designed Periodic Table of Chemical Elements Bond University
Research Repository Partnering Ethics and Chemistry in Secondary and University STEM Education via an
Innovatively Designed Periodic Table of Chemical Elements Bramstedt, Karina Bramstedt, Karina
Published in:
Acta Bioethica
DOI:
10.4067/S1726-569X2020000100101
Licence:
CC BY
Link to output in Bond University research repository. Recommended citation(APA):
Bramstedt, K. (2020). Partnering Ethics and Chemistry in Secondary and University STEM Education via an
Innovatively Designed Periodic Table of Chemical Elements. Acta Bioethica, 26(1), 101-106. https://doi.org/10.4067/S1726-569X2020000100101 Recommended citation(APA):
Bramstedt, K. (2020). Partnering Ethics and Chemistry in Secondary and University STEM Education via an
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coordinator. Download date: 24 Oct 2024 Download date: 24 Oct 2024 Acta Bioethica 2020; 26 (1): 101-106 Karina Bramstedt1 Abstract: As declared by the United Nations, 2019 is the International Year of the Periodic Table of Chemical Elements. Accordingly, an innovative new Periodic Table of Chemical Elements and Ethics [PETE] has been developed as an educational
tool for secondary and university STEM (Science, Technology, Engineering and Mathematics) education. The tool is designed
to be used in a case-based approache that is feasible to both individual and small group learners. Specifically, with the new
periodic table, STEM becomes aligned with STSE (Science and Technology on Society and Environment), laying a curricular
pathway for integrating discussions of ethics into the teaching of chemistry. Presented is the table, as well as sources for pairable
ethics cases, and guidance for teachers to create curriculum which facilitates connections between ethics, chemistry, and society. Keywords chemistry; education; ethics; science/education; educational technology Ética y química asociadas en la educación secundaria y universitaria STEM, a través de una tabla periódica de
elementos químicos de diseño innovador Resumen: Según lo declarado por las Naciones Unidas, 2019 es el Año Internacional de la Tabla Periódica de Elementos
Químicos. En consecuencia, se ha desarrollado una nueva tabla periódica innovadora de elementos químicos y ética [PETE]
como una herramienta educativa para la educación secundaria y universitaria STEM (Ciencia, Tecnología, Ingeniería y
Matemáticas). La herramienta está diseñada para usarse en un enfoque basado en casos que sea factible tanto para estudiantes
individuales como para grupos pequeños. Específicamente, con la nueva tabla periódica, STEM se alinea con STSE (Ciencia
y Tecnología en Sociedad y Medio Ambiente), estableciendo una vía curricular para integrar las discusiones de ética en la
enseñanza de la química. Se presenta la tabla, así como las fuentes de casos éticos deseables y orientación para que los maestros
creen un plan de estudios que facilite las conexiones entre la ética, la química y la sociedad. Palabras clave: química; educación; ética; enseñanza de las ciencias; tecnologia Educacional 1 Luxembourg Agency for Research Integrity (LARI) 6, Luxembourg. Bond University Faculty of Medicine and Health Sciences, Queens
land, Australia
Correspondence: txbioethics@yahoo.com PARTNERING ETHICS AND CHEMISTRY IN SECONDARY
AND UNIVERSITY STEM EDUCATION VIA AN INNOVATIVELY
DESIGNED PERIODIC TABLE OF CHEMICAL ELEMENTS Karina Bramstedt1 Introduction of Chemical Elements termed the Periodic Table
of Chemical Elements and Ethics [PETE.] PETE
retains the standard features of the Periodic Table
of Chemical Elements(4) (i.e., atomic number, el
ement symbol, element name, atomic mass) while
pairing one word relating to ethics or research eth
ics along with the chemical element. The word
pairing aligns to the letters of the element symbol
(118 unique pairs). In this way, the geometric lay
out and scientific content of the Periodic Table of
Chemical Elements are retained and visually in
tact, and the ethics content is added. In 2016, Dr Astrid Steele argued in The Journal
of Science Teacher Education that there was the
“need for a moral component for science educa
tion”(1:357). She further stated that an ethical
framework would “inform decisions and direc
tions of [STEM] teachers, and teacher educa
tors”(1:359). Concurring, an innovative new de
sign of the Periodic Table of Chemical Elements
has been created which facilitates both ethics and
chemistry education in secondary schools as well
as universities (Figure 1). Specifically, with the new
periodic table, STEM content aligns with STSE
(Science and Technology on Society and Environ
ment) content, facilitating a curricular pathway
to integrate discussions of ethics into the teaching
of chemistry. 2019 was declared the International
Year of the Periodic Table of Chemical Elements
by the United Nations(2), thus the timely creation
of this new table for STEM is fitting [See next
page]. Some of the word-element pairs have an imme
diate ethical connection. For example, potassium
(element 19, symbol K) is paired with the ethics
word “kind”. In this context, students could ex
plore the case of three authors who unkindly pla
giarized the work of others who had also researched
potassium(5). With regard to element 98 (Califor
nium, symbol Cf), this is paired with the ethics
word “confidentiality” and students could explore
the National Aeronautics and Space Administra
tion’s Aviation Safety Reporting System(6) in the
context of Californium’s use in the detection of
aircraft metal fatigue. Copper (element 29, sym
bol Cu) is paired with the ethics word “culture”
and this can be explored in the context of mining
harms to indigenous peoples(7). For the word-el
ement pairings that do not [currently] have direct
ethical connections, analysis of the pairings in the
context of element groups and historical cases is
proposed. The Evolution of the Periodic Table of Chemi
cal Elements What is known today as the Periodic Table of
Chemical Elements had its origination in the
mid-1800s by several scientists, including chemist
Dmitri Ivanovich Mendeleev and physician Julius
Lothar Meyer. Even the contributions and ulti
mate authorship credit of the table is an ethical is
sue worthy of debate(3). Due to the table’s unique
ability to be a visual teaching tool, many variations
have been created. These variations are notably
different from the original in that they do not aim
to also teach chemistry concurrently, but rather
the Periodic Table of Chemical Elements becomes
only a geometric template with the chemistry con
tent removed. Such examples include the Periodic
Table of the Presidents (https://periodicpresidents. com/product/ptotp/), Periodic Table of Figures of
Speech
(https://visual.ly/community/infographic/
education/periodic-table-figures-speech), and the Pe
riodic Table of Musical Instruments (https://www. kickstarter.com/projects/1913274728/periodic-table-
of-musical-instruments). Teaching chemistry involves exploring the chemi
cal elements according to their group (vertical
column of elements that generally have similar
physical and chemical properties), period (hori
zontal row of elements that have the same num
ber of atomic orbitals), and blocks (table segments
relating to electrons). Table 1 collates the ethics
words according to element group to facilitate a
potential curricular package that can further pair
with a chemistry-related ethics case(8) that ei
ther the teacher presents for analysis, or that the
students search for using the Internet as part of
an individual or small group project. Reflective
writing could also be added in addition to case
discussions(9). Online sources for case studies are
presented in Table 2. Associando ética e química na educação stem secundária e universitária via uma tabela periódica de element
químicos desenvolvida de forma innovadora Resumo: Como declarado pelas Nações Unidas, 2019 é o Ano Internacional da Tabela Periódica de Elementos Químicos. Portanto, uma inovadora e nova Tabela Periódica de Elementos Químicos e Ética (PETE, sigla em inglês) foi desenvolvida
como uma ferramenta educacional para educação STEM (sigla em inglês para Ciência, Tecnologia, Engenharia e Matemática)
secundária e universitária. A ferramenta é elaborada para ser usada em uma abordagem baseada em casos, viável tanto para
aprendizagem individual como de pequenos grupos. Especificamente, com a nova tabela periódica, STEM se alinha com
STSE (sigla em inglês para Ciência e Tecnologia na Sociedade e Ambiente), estabelecendo uma via curricular para integrar
discussões de ética no ensino de química. Apresenta-se a tabela, bem como fontes de casos éticos pareados, e orientação para
professores criarem um currículo que facilite conexões entre ética, química e sociedade. Palavras chave: química, educação, ética, ciência/educação, tecnologia educacional 101 Innovatively Designed Periodic Table of Chemical Elements - Karina Bramstedt Meet PETE Presented here is a newly designed Periodic Table 102 Acta Bioethica 2020; 26 (1): 101-106 Acta Bioethica 2020; 103 Innovatively Designed Periodic Table of Chemical Elements - Karina Bramstedt Table 1. Element Groups and the Ethics Terms/
Atomic Number
Group #
Ethics Terms
1
Hypothesis/1; Listen/3; Nature/11; Kind/19;
Robust/37; Codes/55; Fair/87
2
Benefit/4; Mitigate/12; Careful/20; Scru
ples/38; Balance/56; Rapport/88
3
Secure/21; Yielding/39; Lawful/57; Cere
bral/58;
Proper/59;
Need/60;
Permis
sion/61; Smile/62; Equipoise/63; Good/64;
Timber/65; Duty/66; Honest/67; Earnest/68;
Teamwork/69; Verifiability/70; Luminant/71;
Accurate/89; Thank/90; Pauseful/91; Util
ity/92; Non-Partisan/93; Purpose/94; Ami
able/95;
Circumspect/96;
Benchmark/97;
Confidentiality/98; Ethos/99; Fathom/100;
Methodical/101; Novel/102; Liberty/103
4
Timely/22; Zoiatrics/40; Helpful/72; Refer
ence/104
5
Veracity/23;
Noble/41;
Tactful/73;
De
brief/105
6
Credible/24; Moral/42; Worthy/74; Sport
ing/106
7
Manners/25; Toxicity/43; Reliable/75; Bioeth
ics/107
8
Feedback/26; Rule/44; Onus/76; Humans/108
9
Collegial/27; Rights/45; Irenic/77; Men
tored/109
10
Nice/28;
Prudent/26;
Patience/78;
Dis
close/110
11
Culture/29; Agile/47; Authorized/79; Regu
lated/111
12
(Grey) Zone/30; Credit/48; High Road/80;
Consent/112
13
Bona Fide/5; Altruism/13; Gatekeeper/31; In
sight/49; Truthful/81; Neighborly/113
14
Courage/6;
Sincere/14;
Genuine/32;
Sound/50; Publish/82; Fly Right/114
15
Norm/7; Professional/15; Ask/33; Stable/51;
Biosafety/83; Meticulous/115
16
Objective/8; Sharing/16; Search/34; Temper
ate/52; Polite/84; Level-headed/116
17
Futility/9; Clear/17; Belmont Report/35; In
clusion/53; Attentive/85; Trust/117
18
Humane/2; Neutral/10; Archive/18; Kin
dred/36; Xenial/54; Randomization/86; Ob
ligation/118
Table 2. Online Sources for Chemistry-Ethics
Case Studies
Source
Location
News stories
Google search (e.g., search terms
chemist/chemistry, ethics/miscon
duct, lab/laboratory, poison)
Full journal articles dis
cussing chemistry-ethics
cases
http://www.hyle.org/journal/issues/
special/ethical-cases.html
Fictional
chemistry-
ethics cases created by
the American Chemical
Society
https://www.acs.org/content/acs/
en/about/governance/committees/
ethics/ethics-case-studies.html
Fictional cases in e-
book, chapter 7, The
Ethical Chemist
https://global.oup.com/academic/
product/the-ethical-chemist-
9780190668648?cc=lu&lang=en&
Catalogue of chemistry-
related retracted journal
articles
https://retractionwatch.com/cat
egory/by-subject/physical-sciences-
retractions/chemistry-retractions/
Misconduct cases from
the US Office of Re
search Integrity
https://ori.hhs.gov/content/case-
summary-endo-matthew
https://ori.hhs.gov/content/case-
summary-baughman-brandi-m
https://ori.hhs.gov/content/case-
summary-ramadugu-venkata-sud
heer-kumar
Online chemistry maga
zine with news content
which includes ethics
cases
https://www.chemistryworld.com/ Table 1. forming their attitudes, values, and behaviors. forming their attitudes, values, and behaviors. forming their attitudes, values, and behaviors. Examples for connecting elements to cases include
the following: Strontium (element 39, group 2)
could be discussed along with concepts in eth
ics and nuclear chemistry, specifically, balancing
benefits and risks in various settings (medicine,
war) and the careful use of mitigation to minimize
harm(10). Carbon (element 6, group 14) could
be discussed in the context of the ethics of the
Pheramor dating app (https://www.pheramor.com/),
specifically exploring how the concepts of sincer
ity, genuineness, soundness and evidenced-based
science thread among marketing of “health” and
social apps. Silver (element 47, group 11) could
be discussed in the context of the ethical complex
ity of silver nanoparticles, raising concerns about
regulations and authorized use (medical use in
hospitals vs personal use in socks)(11). Manga
nese (element 25, group 7) could be discussed in
the context of the improperly formulated metal
storage vats of the 1919 catastrophic molasses
flood, along with the concepts of reliability and
professionalism (a synonym for manners)(12). The
level of complexity of cases and concepts should
be steered by the teacher during curriculum devel
opment so as to match the learning environment
(secondary vs higher education). Indeed, the many examples of ethics cases illus
trate there are frequent possibilities for ethical di
lemmas in the field of chemistry. Memorization
of element symbols, atomic numbers and atomic
mass, are devoid of the innate contextual connec
tion of chemistry to society, and the ethical mat
ters therein. The use of the PETE in chemistry
education is a potential tool for luminating the
connection and facilitating discussion and de
construction. When students make links to real
world cases, this can help chemistry seem real and
alive, and there is support for this ethics teaching
method among chemistry educators(19). For the
students who become scientists, “[they] have an
obligation to further the conversation about the
implications of their work, because they possess
more information about the advances that create
these ethical questions”(20:59). A potential limitation of this work is that the eth
ics words chosen for the PETE table are gener
ally positive or neutral, rather than negative. For
example, element 87 (francium, Fr) was assigned
the ethics word “FAIR” rather than “FRAUD”. Similarly, element 27 (cobalt, Co) was assigned
“COLLEGIAL” rather than “CONFLICT OF
INTEREST”. Why Bring Ethics to Chemistry? The European Chemical Society established the
Working Party on Ethics in Chemistry(13) with
objectives that include increasing the awareness of
the moral complexity of chemistry activities(14). More specifically, they view the ethical issues as
crossing several domains, including good scientific
practice, publishing, chemical safety (inside and
outside the laboratory), chemical synthesis, educa
tion, mentoring, and sustainability(14). Other is
sues in chemistry include professionalism(15,16)
and dual use technologies(11). The ALL European Academies Permanent Work
ing Group on Science and Ethics argued in their
statement on Ethics Education in Science(17), that
ethics education should include the ethical aspects
of how society interconnects with science. Edu
cation about the ethical connections in chemistry
has also been promoted by others(18). Yet while
the Working Group’s focus is the university set
ting, it seems appropriate to begin these discus
sions prior to university, where early learners are forming their attitudes, values, and behaviors. The PETE table is intentionally
created with a positive tone to show the benefi
cent aspects of ethics; however, through case dis
cussions, the negative aspects of ethical dilemmas
will also emerge. For example, when discussing
element 82 (lead, Pb, group 14, ethics word “pub
lish”) chemistry teachers can include the concept
of plagiarism. This notably links to other ethics
words in group 14, such as “COURAGE” and
“GENUINE”. Another potential limitation of
this work is that it has not been formally studied
as a curriculum tool. It is hoped that the publica
tion of PETE in open-access form will encourage
teachers to use it and assess its value with empiri
cal research methods. Why Bring Ethics to Chemistry? Meet PETE Element Groups and the Ethics Terms/
Atomic Number
Group #
Ethics Terms
1
Hypothesis/1; Listen/3; Nature/11; Kind/19;
Robust/37; Codes/55; Fair/87
2
Benefit/4; Mitigate/12; Careful/20; Scru
ples/38; Balance/56; Rapport/88
3
Secure/21; Yielding/39; Lawful/57; Cere
bral/58;
Proper/59;
Need/60;
Permis
sion/61; Smile/62; Equipoise/63; Good/64;
Timber/65; Duty/66; Honest/67; Earnest/68;
Teamwork/69; Verifiability/70; Luminant/71;
Accurate/89; Thank/90; Pauseful/91; Util
ity/92; Non-Partisan/93; Purpose/94; Ami
able/95;
Circumspect/96;
Benchmark/97;
Confidentiality/98; Ethos/99; Fathom/100;
Methodical/101; Novel/102; Liberty/103
4
Timely/22; Zoiatrics/40; Helpful/72; Refer
ence/104
5
Veracity/23;
Noble/41;
Tactful/73;
De
brief/105
6
Credible/24; Moral/42; Worthy/74; Sport
ing/106
7
Manners/25; Toxicity/43; Reliable/75; Bioeth
ics/107
8
Feedback/26; Rule/44; Onus/76; Humans/108
9
Collegial/27; Rights/45; Irenic/77; Men
tored/109
10
Nice/28;
Prudent/26;
Patience/78;
Dis
close/110
11
Culture/29; Agile/47; Authorized/79; Regu
lated/111
12
(Grey) Zone/30; Credit/48; High Road/80;
Consent/112
13
Bona Fide/5; Altruism/13; Gatekeeper/31; In
sight/49; Truthful/81; Neighborly/113
14
Courage/6;
Sincere/14;
Genuine/32;
Sound/50; Publish/82; Fly Right/114
15
Norm/7; Professional/15; Ask/33; Stable/51;
Biosafety/83; Meticulous/115
16
Objective/8; Sharing/16; Search/34; Temper
ate/52; Polite/84; Level-headed/116
17
Futility/9; Clear/17; Belmont Report/35; In
clusion/53; Attentive/85; Trust/117
18
Humane/2; Neutral/10; Archive/18; Kin
dred/36; Xenial/54; Randomization/86; Ob
ligation/118 4
Timely/22; Zoiatrics/40; Helpful/72; Refer
ence/104 104 Acta Bioethica 2020; 26 (1): 101-106 References 1. Steele A. Troubling STEM: Making a case for an ethics/STEM partnership. Journal of Science Teacher Education 2016;
27(4): 357-371. 2. United Nations Educational, Scientific and Cultural Organization. 2019 IYPT International Year of the Periodic Table
of Chemical Elements Opening Ceremony. Paris, France. January 2019. Available from: https://en.unesco.org/sites/
default/files/iypt2019-programme-opening_en.pdf Accessed 10 April 2019. i
g
g
3. Kaji M. Social background of the discovery and the reception of the periodic law of the elements: recognizing the con
tributions of Dmitri Ivanovich Mendeleev and Julius Lothar Meyer. Annals of the New York Academy of Sciences 2003;
988: 302-306. 4. IUPAC | International Union of Pure and Applied Chemistry. IUPAC Periodic Table of the Elements; 2018. Available
from: https://iupac.org/what-we-do/periodic-table-of-elements/#a9 Accessed 10 April 2019. 5. Yan X, Lv S, Guo R. Retraction: A New Indicator for Potassium Ions at Physiological pH by Using a Macrocyc
nescent Metal Complex. Chemistry: A European Journal 2013; 19(19): 5783. p
y
p
6. National Aeronautics and Space Administration. Aviation Safety Reporting System: Confidentiality and Incentives to Report. Available from: https://asrs.arc.nasa.gov/overview/confidentiality.html Access 1 June 2019. 7. Woollard J. Overcoming the challenges of legacy mines in the Northern Territory. AUSIMM Bulletin 2014; 3: 55-56. 8. Fisher ER, Levinger NE. A directed framework for integrating ethics into chemistry curricula and programs using real
and fictional case studies. Journal of Chemical Education 2008; 85(6): 796-801. 9. Coppola BP. Targeting entry points for ethics in chemistry teaching and learning. Journal of Chemical Education 2000;
77(11): 1506-1511. 10. Mast L. Meet Katsuko Saruhashi, a resilient geochemist who detected nuclear fallout in the Pacific; 2019. Availa
https://massivesci.com/articles/katsuko-saruhashi-geochemistry-seawater-japan/ Accessed 10 April 20 11. Calderón-Jiménez B, Johnson ME, Montoro Bustos AR, et al. Silver nanoparticles: Technological advances, so
cietal impacts, and metrological challenges. Frontiers in Chemistry 2017; 5: 6 Published 2017 Feb 21. doi:10.3389/
fchem.2017.00006. 12. Rossow MP. The Molasses Flood of 1919 and Other Ethical Failures in Engineering; 2015. Available from: https://pdhon
line.com/courses/r151/Molasses%20flood%20Study%20Guide.pdf Accessed 10 April 2019. 13. European Chemical Society. Statutes; 2016. Available from: https://www.euchems.eu/wp-content/uploads/2017/10/
Statutes-WP-on-Ethics.pdf Accessed 10 April 2019. 14. Mehlich J, Moser F, Van Tiggelen B, et al. The ethical and social dimensions of chemistry: reflections, considera
clarifications. Chemistry: A European Journal 2017; 23: 1210-1218. 15. Kovac J. Ethics in science: The unique consequences of chemistry. Accountability in Research 2015; 22(6): 312-329. 16. Tragger R. Chemistry graduate student gets seven years for poisoning co-worker. Chemistry World, 13 December 2018. Acknowledgements The author thanks retired science teacher Kathleen
Schenk (Evansville, IN USA) for the open-access
Excel template (http://www.sciencegeek.net/tables/
tables.shtml) that was used to build the Periodic
Table of Chemical Elements and Ethics. 105 Innovatively Designed Periodic Table of Chemical Elements - Karina Bramstedt References Available from: https://www.chemistryworld.com/news/chemistry-graduate-student-gets-seven-years-for-poi
soning-co-worker/3009898.article Accessed 10 April 2019. 17. ALL European Academies Permanent Working Group on Science and Ethics. Ethics Education in Science; 2013. Available
from: https://www.allea.org/wp-content/uploads/2015/07/Statement_Ethics_Edu_web_final_2013_10_10. pdf Accessed 10 April 2019. 18. Köster V, Mehlich J. Bringing ethics in chemistry to universities. ChemViews 2018, 4 September. DOI:
chemv.201800076 19. Kovac J. Scientific ethics in chemical education. Journal of Chemical Education 1996; 73(10): 926-928. 20. Wright MB. The role of ethics in stem education: A course proposal (Honor’s thesis, Baylor University, Houston, TX,
USA); 2017. Available from: https://baylor-ir.tdl.org/handle/2104/9974 Accessed 10 April 2019. Received: July 5, 2019
Accepted: October 18, 2019 Received: July 5, 2019
Accepted: October 18, 2019 Received: July 5, 2019
Accepted: October 18, 2019 Accepted: October 18, 2019 106
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Forest governance and institutional structure: an ignored dimension of community based forest management in the Philippines
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International forestry review
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cc-by
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Gestion des forêts et structure institutionelle: une dimension peu connue de la gestion forestière
communautaire aux Philippines Gestion des forêts et structure institutionelle: une dimension peu connue de la gestion forestière
communautaire aux Philippines G. R. DAHAL et D. CAPISTRANO Cet article identifie les faiblesses stratégiques du processus de politique de dévolution dans la gestion forestière, et il analyse leurs raisons
sous-jacentes. Il établit ensuite la relation des résultats de la politique de dévolution avec la gestion et les structures institutionelles. La
recherche sur le terrain a été entreprise dans les Philippines, en considérant six cas de sites de gestion forestière communautaire ( CBFM) dans
la province de Nueva Vzcaya et Quirino, et en employant une technique qualitative pour recueillir les données et leur interprétation. L’étude
démontre que le processus de politique de dévolution a deux faiblesses stratégiques interdépendantes majeures: l’une est une articulation
inadéquate de la politique, et l’autre, la réalité complexe de la mise en pratique.En se basant sur l’analyse des faiblesses stratégiques dans le
processus de la politique de dévolution dans les Philippines, cet article démontre que le degré de succès des résultats des politiques dépend
de l’interdépendance entre les niveaux de dévolution et une articulation claire des lignes de conduite d’une part; et la qualité de la gestion et
des structures institutionelles d’autre part. Gestión forestal y estructuras institucionales: una dimensión olvidada del manejo forestal
comunitario en Filipinas Forest governance and institutional structure: an ignored
dimension of community based forest management in
the Philippines G. R. DAHAL and D. CAPISTRANO Centre for International Forest Research, Forests and Governance Programme, Bogor Barat 16680, Indonesia Email: g.dahal@cgiar.org Email: g.dahal@cgiar.org SUMMARY This paper identifies strategic weaknesses in the devolution policy process in forest management and analyses the reasons behind them. Further, it establishes the relationship of devolution policy outcomes with governance and institutional structures. The field research was
undertaken in the Philippines, taking six cases of community based forest management (CBFM) sites in the province of Nueva Vizcaya
and Quirino and employing a qualitative technique for data collection and interpretation. The study demonstrates that the devolution policy
process has two major interrelated strategic weaknesses: one is inadequate policy articulation and the other is a set of differences between
policy and the complex reality of implementation. Drawing upon this analysis of strategic weaknesses in the devolution policy process in the
Philippines the paper argues that the level of success of policy outcomes is dependent on the interrelation between the levels of devolution
with clear policy articulation on the one hand and quality of governance and institutional structures on the other. Keywords: Philippines, forest policy, governance, institutions, community 377
International Forestry Review Vol.8(4), 2006 377
International Forestry Review Vol.8(4), 2006 PAPERS INTRODUCTION Most developing countries have initiated decentralisation
reforms over the past two decades. In decentralisation,
central governments transfer some of their fiscal, political
and administrative responsibilities to lower-level government
units, local institutions, corporate agencies, community
groups and the private sectors (World Bank 1997, Ribot 2004). The primary rationale for decentralisation is to overcome the
failure of central government in addressing people’s needs
and priorities. Other driving forces behind decentralisation
are: to achieve allocative efficiency in resource distribution
in the context of different local preferences and priorities,
to maintain equity and social justice, to increase the
competitiveness of government in providing services to
their citizens, to neutralise the possible pressure of regional
autonomy and provide better and more stable governance
(Rondinelli 1981, Cheema and Rondinelli 1983, Smith 1985,
Burns et al. 1994, Mayers and Bass 1999). a series of factors such as: the need to overcome increasing
forest degradation due to a history of government failure in
protection and promotion of the forest, the need to reduce the
cost of central bureaucracies, the desire to comply with the
concept of economic liberalisation and market orientation,
the desire to increase access and control of local community
and to ensure equity (Shepherd 1992, Hobley 1996, Fisher
2000, Edmunds and Wollenberg 2001, Colfer and Capistrano
2005). For the last two decades, conservation and natural
resource management approaches have been shifting from
costly state control systems to ones in which local people are
actively involved in the process. The new system includes
the participation of resource users in management decisions
and the sharing of benefits through restructuring power
relations between the state and communities by transferring
management authority to the local level (Chambers 1995,
1997; Shackleton et al. 2002). The approach of decentralisation is also linked with
neoliberal ideas, which consider that the state is not the
only provider of public goods and services, but the private
and civil society domain of development could be equally
efficient or even better in providing such services (Turner
and Hulme 1997, Manor 1999). These objectives are further
linked with establishment of good governance, UNDP
(1997) views decentralisation as the key to good governance
and a logical application of the major characteristics of good
governance. Despite the aforementioned rationales of decentralisation
and devolution in forestry, there is a quantity of literature that
views the success of forest devolution as limited in practice
(Anderson 2000, Enters et al. INTRODUCTION 2000, Fisher 2000, Edmunds
and Wollenberg 2002). The effort towards devolution so far
is insufficient, as a result, a number of setbacks have been
encountered in the implementation process (Shepherd 1992,
and Anderson 2000). This indicates that there is still a lack of
meaningful devolution in practice. Edmunds and Wollenberg
(2001:190) stated that ‘regarding devolution in forestry from
the perspective of the poorest farmers, who solely depend
on nearby forest for their livelihood through collection of
fodder, fuel wood, woodcarving, charcoal making, livestock
raising the results are almost disappointing’. In most cases,
the livelihood of the poor forest dependents is challenged
due to the influence of elites in decision-making about forest
management (Shepherd 1992). These all indicate that there
are some weaknesses in the devolution process in forestry and
as a result the achievement so far is limited or even negative in
many cases (Gilmour and Fisher 1997, Roy and Tisdell 1998,
Agrawal and Ostrom 2001, Djeumo and Fomete 2001). In the forestry sector, the decentralisation and devolution
are dominant themes of policy discussion in most developing
countries. Many countries in Asia and Africa have recently
developed legislation and policies to address the core
value of decentralisation and devolution. Some of them
are considered progressive in terms of devolving authority
and power from central government to local government
or community institutions. However, in most cases the
genuine transfer of power and authority is not happening as
stipulated in the policy and legislation (Fisher 1999, Ostrom
1999, Fisher 2000, Enters and Anderson 2000, Ribot 2002
and 2004). Against this backdrop, this research analyses the strategic
weaknesses in the devolution policy process in forest
management and assesses the reasons for such weaknesses. It also explores the possible links between those reasons
and the issues of governance and institutional structure in
collective action. For this research, the case of community
based forest management (CBFM) in the Philippines is taken
as a manifestation of devolution policy in forestry. alta calidad de gobierno y de estructuras institucionales. alta calidad de gobierno y de estructuras institucionales. Gestión forestal y estructuras institucionales: una dimensión olvidada del manejo forestal
comunitario en Filipinas G. R. DAHAL y D. CAPISTRANO Este artículo identifica los problemas estratégicos del proceso político de delegación de poderes en el manejo forestal, y analiza su origen,
además de establecer la relación entre los resultados de la política de transferencia de poderes, y la administración y las estructuras
institucionales. La investigación sobre el terreno se llevó a cabo en Filipinas, basada en seis casos de manejo forestal comunitario en
las provincias de Nueva Vizcaya y Quirino, y empleó una técnica cualitativa para la recolección e interpretación de datos. El estudio
demuestra que el proceso de delegación de poderes tiene dos debilidades estratégicas importantes, interrelacionadas entre sí: en primer lugar,
la coordinación política insuficiente, y en segundo lugar, las diferencias entre la política misma y la realidad compleja de su implementación. Basándose en este análisis de las debilidades estratégicas del proceso de delegación de poderes en Filipinas, el estudio sugiere que el grado
de éxito de las políticas depende de la interrelación entre los niveles de delegación, junto con una coordinación política transparente y una G.R. Dahal and D. Capistrano 378 Post colonial period (1947 to date) or local government) and civil society (community based
institutions) at the local level. Both hinder the process of
devolving power, functions, and resources on the one hand
and contribute to deviation of policy implementation from its
original thrust on the other hand. The framework also indicates
that devolution policy is a form of broader governance process
(as a manifestation of the relationship between state and civil
society) operating within a broader governance framework
of state, civil society and market. However, this study
concentrates only on the governance and institutional part
within the devolution policy process, basically focusing on
quality or process of governance. The framework also shows
that governance and institutional structure are interdependent
and mutually reinforcing. Even after the end of colonial period, the government
continued to attack upland dwellers against their practice
of ‘slash and burn’ agriculture inside the forest. A new
thinking emerged when a FAO research project gave a report
in 1957 stating that Kaingin could be continued through
the application of a fallow system, which would not pose a
threat to the forest ecology, but contribute to the livelihoods
of the communities. Further to this report, an additional
recommendation was made through a national conference
on Kaingin in 1965, where the social dimension of Kaingin
was highlighted (Magno 2001). In 1972, President Ferdinand Marcos declared Martial
Law in the Philippines. During this period the president
allowed his cronies and relatives to operate concessions to
harvest the trees under Timber License Agreements (TLAs)
in areas of over 100,000 hectares (Porter and Ganapin 1988,
Vitug 2000). During the Marcos era the Philippine forest had
one of the worst deforestation rates (as in Table 1) in the
Asia Pacific region, losing on average 316,000 hectares of
forest a year from 1980-1990 (ADB 1992 1994, Bagadian
1993, MPFS 2001). GENERAL
CONTEXT
OF
DECENTRALISATION/
DEVOLUTION POLICY IN FORESTRY In the case of forestry, devolution is commonly understood as
the transfer of the role of the central state in managing forest
under specified terms and conditions to local government units
or communities. Devolution policy in forest management has
been gaining popularity in most developing countries since
1990 as a strategy to achieve the goal of sustainable forest
management and biodiversity conservation (Toha and Barros
1997). The motivation for devolution in forestry is driven by Based on the above discussion a hypothesis was developed
(Figure 1) against which the results of the study are assessed. It states that there are weaknesses at two levels in devolution
policy process. First lies between central government and local
government. Second lies between the state (local administration Forest governance and institutional structure 379 FIGURE 1 Framework of the research FIGURE 1 Framework of the research FIGURE 1 Framework of the research
D
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Governance
Institutional Structure
Devolution policy process
Central
government
Power
Functions
Resources
Local administration
Local government
Power
Functions
Resources
Community
institutions
Partnership
Negotiation
Implementation
W
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State
Civil society
Market Colonial period (1521-1947) FIGURE 1 Framework of the research
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Governance
Institutional Structure
Devolution policy process
Central
government
Power
Functions
Resources
Local administration
Local government
Power
Functions
Resources
Community
institutions
Partnership
Negotiation
Implementation
W
E
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State
Civil society
Market The colonisers viewed the Philippines forest as state property,
so the government always attempted to maintain control over
the forest against the indigenous/tribal upland dwellers living
inside the forest. For this reason, the government formulated
a number of Laws and Acts to evict the indigenous people
from the forest. In 1863, the “Inspeccion General de Montes”
(IGM) was established as a first forest agency to control
and manage the forest in the Philippines (Magno 2001,
Poffenberger and McGean 1993). In order to prohibit the
slash and burn practice of agriculture (Kaingin) inside the
forest, particularly in upland areas, the colonial government
formulated a Definite Forest Laws and Regulation (Royal
Decree of the King of Spain) in 1889. Later in 1901, a much
stronger law was drawn up to control Kaingin, which was
termed as the Kaingin Law (Act No. 274). Market DECENTRALISATION/DEVOLUTION
OF
FOREST
MANAGEMENT IN THE PHILIPPINES Devolution policy for forestry in the Philippines has a long
history, however, more specific attempts to implement
forest devolution have been made over the last decade. Until the early 1980s the Philippines’ forest policies were
characterised as highly regulatory, centrally controlled, and
industry oriented (Brillantes 2000, Contreras 2000, Pulhin
2003). Forest policy change in the Philippines falls into three
distinctive periods as shown below. Year
Forest Cover (in
millions of hectares)
Percent of total area
1575
27.5
92
1863
20.9
70
1920
18.9
64
1934
17.8
57.3
1970
10.9
36.3
1980
7.4
24.7
1990
6.7
20.7
2001
5.4
18
TABLE 1 Forest cover decline in the Philippines
Source: RMPFD 2003 TABLE 1 Forest cover decline in the Philippines Pre-colonial period (before 1521) This is the period before the arrival of Spanish colonisers in
1521. According to Sanvictores (1997), forest management
then was based on communal cooperation among tribal
members, who were residing inside or around the forestland. Forest was taken as a sacred creation of God. So, people
worshipped the forest as a part of their livelihood gift. Over
92 percent of the total land was under forest cover with
naturally grown dipterocarps, narra, mahogany, mangrove
swamps, pine and mossy forest. Source: RMPFD 2003 380 G.R. Dahal and D. Capistrano To respond to the destructive outcome of the uncontrolled
timber harvesting by TLA Concessions and huge conversion
of forestland to agriculture, which caused rapid deforestation,
a new approach was introduced to rehabilitate areas through
reforestation. Some of the related initiatives include the
formulation of policies on Forest Ecosystem Management
in 1976, Communal Tree Farming in 1979 and the Family
Approach to Reforestation in 1981. In 1982, the Integrated
Social Forestry (ISF) policy was introduced to include the
upland dwellers as partners in resource development and
conservation. The emphasis was put on the issuance of
secured long-term tenure stewardship contracts for 25 years
(Poffenberger and McGean 1993, Magno 2001). from the Department of Environment and Natural Resources
(DENR) to the Local Government Units (DENR 1992). Second, the enactment of Executive Order 263 in 1995
by the then President Fidel Ramos declared CBFM as a
national strategy to achieve sustainable forest management
and social justice. Under this the DENR transferred their role
and authority over forest protection to the organised local
communities, under community based forest management
agreements (CBFMA) for 25 years and conditionally
renewable for another 25 years. Since then there have been
more than 1500 CBFM agreements made in the Philippines
to manage 1.5 million hectares of forestland (Table 2). The third is the Indigenous People’s Rights Act (IPRA)
of 1997. This Act mandated a National Commission for
Indigenous People (NCIP) to hand over specified ancestral The Marcos regime was overthrown after a historical
people’s power movement commonly known as ‘EDSA’1 The Marcos regime was overthrown after a historical
people’s power movement commonly known as ‘EDSA’1 TABLE 2 Status of CBFM agreements in the Philippines TABLE 2 Status of CBFM agreements in the Philippines
Source: DENR 2004
Regions
No. of CBFM agreement
sites
Tenured area (Hectares)
No of households
No. 1 Epifanio De Los Santos Avenue
2 POs- People’s Organisation, who undertake
a CBFM agreement with the DENR
3 ARMM- Autonomous Region of Muslim Mindanao
4 CAR- Cordillera Administrative Region Pre-colonial period (before 1521) of PO2
ARMM3
10
22,861
2,365
10
CAR4
67
48,045
11,909
67
01
126
40,080
14,205
126
02
93
272,509
92,099
93
03
120
78,066
11,544
120
04-A
31
16,914
2,944
31
04-B
79
96,602
10,122
79
05
52
41,703
10,542
52
06
104
42,656
16,978
104
07
133
45,476
11,901
133
08
111
107,557
12,693
111
09
121
66,298
12,030
121
10
295
214,209
30,376
295
11
92
195,396
25,895
92
12
48
88,645
10,197
48
13
95
197,788
28,150
95
Total
1,577
1,574,812
303,950
1,577 Source: DENR 2004 domain to the indigenous cultural communities to manage,
protect and use the resources in their domain forever. domain to the indigenous cultural communities to manage,
protect and use the resources in their domain forever. movement in 1986. The changed political circumstances
slightly helped to strengthen the devolution process in
forestry as government started to formulate new policies
and guidelines. In this endeavour, the following three main
policy reforms were initiated in the Philippines. In theory, the preamble to all these milestone policies
stated that local institutions would be given full authority
and power to make independent decisions at the local level
in terms of management of forests, the policies would
ensure that the tenure and use rights of local communities
were secured. However, in practice, a considerable literature First is the Local Government Code (also known as
Republican Act, RA 7160), which transferred certain roles
of previously operating integrated social forestry (ISF) sites Forest governance and institutional structure 381 RESEARCH SITES, THEIR CONTEXT AND METHODS indicates that the authority, power and resources are not
devolved, benefits to the real users of the forest have been
limited (Guiang 1996, Bagadion 2000, Uting 2000, Fisher
2000, Borlagdan et al. 2001, Contreras 2001, Edmunds and
Wollenberg 2001, Pulhin 2003). In this research, the devolution policy process related to
community based forest management is taken as the major
field of analysis. In order to select the research sites a set
of criteria was established which includes: selection of
sites covering all types of intervention (state, foreign donor,
or community themselves), sites operating under Local
Government Code (LGC) 1991, Executive Order (EO) 263
and IPRA Law 1997, and sites having experience with the
commercial harvesting of timber. Under these criteria, the
following sites were deliberately selected in the province of
Nueva Vizcaya and Quirino (Figure 2). Against this backdrop this study aims to analyse
empirically the important issues pertaining to the devolution
policy process in reference to forest management in the
Philippines. This study focuses on the six cases of community
based forest management in northern Luzon Island, Region
II and has the following objectives. • Identify the strategic weaknesses5 in the devolution
policy process in forestry in the Philippines. A total of 87 semi structured interviews, 6 focus group
discussions and 18 key informant interviews were taken
during the study. The research employed a qualitative
technique for data collection, analysis and interpretation. The major tools used for data collection were: document
analysis, observation, and interviews as described above. • Analyse the reasons behind the strategic weaknesses in
the devolution policy process. • Assess and establish the relationship of the devolution
policy outcomes to the quality of governance and
institutional structures. FIGURE 2 Research sites in the province of Nueva Vizcaya (NV) and Quirino FIGURE 2 Research sites in the province of Nueva Vizcaya (NV) and Quirino FIGURE 2 Research sites in the province of Nueva Vizcaya (NV) and Quirino
Alicia
Buena
vista
Kinacao
Bitnong
Kalahan
DMP
5 Strategic weakness: lack of strength, power or determination to achieve particular purpose as per plan or to gain an advantage. Buena
vista Kinacao Bitnong Kalahan Alicia 5 Strategic weakness: lack of strength, power or determination to achieve particular purpose as per plan or to gain an advantage. G.R. Dahal and D. RESEARCH SITES, THEIR CONTEXT AND METHODS Capistrano 382 TABLE 3 Key features of the research sites in Nueva Vizcaya and Quirino province
Research sites
Key features
Federation of Vista Hill, Kalongkong and
Kakilingan Upland Farmers Association Inc. Buenavista, NV
ITTO funded, mixed tribal community, pastureland before CBFM, plenty of
physical resources of PO, numbers of collective enterprises, tenure instruments
are CBFMA and CSC6. 3000 hectares of forest managed by 212 households
under CBFM since 1999
Bitnong Guijo Greeners Association Inc.,
Bitnong, Dupax del Norte, NV
DENR regular intervention site, people from three barangay are using the
forest, pastureland before, less plantation effort. Tenure instruments are
CBFMA and CSC. Total of 300 hectares of forest has been managed by 86
households under CBFM since 1999. Kalahan Education Foundation,
Imugan, Sta Fe,
Nueva Vizcaya
Community initiated, ancestral domain of Kalanguya indigenous community,
PO operating livelihood enterprises and community services such as: health and
education, local rules in operation, type of tenure: CADC-CBFMA7. Total of
15000 hectares of forestland has been managed by 2000 households since 1974
as community forestry. Kinacao Upland Planters Association Inc.,
Kinacao, Baratbet
Nueva Vizcaya
Devolved ISF site, managed by the LGU8, no communal tenure, type of tenure:
CSC. Total of 87 hectares of forestland has been managed by 66 households
since 1991 as a devolved ISF site. Don Mariano Perez (DMP)
Farmers Multi Purpose Cooperative
Diffun, Quirino
German funded site, timber potential forest, having RUP9 to harvest timber
by the PO, type of tenure: CBFMA and CSC. Total of 135 households have
managed 3100 hectares of forest since 1991. Alicia Sustainable Resource Development
Cooperative, Quirino
It is partially funded by the German project, timber potential forest, having
RUP to harvest timber by the PO, type of tenure: CBFMA and CSC. Total of
5520 hectare of forest has been managed by 125 households since 2002. TABLE 3 Key features of the research sites in Nueva Vizcaya and Quirino province Devolved ISF site, managed by the LGU8, no communal tenure, type of tenure:
CSC. Total of 87 hectares of forestland has been managed by 66 households
since 1991 as a devolved ISF site. German funded site, timber potential forest, having RUP9 to harvest timber
by the PO, type of tenure: CBFMA and CSC. Total of 135 households have
managed 3100 hectares of forest since 1991. MAJOR FINDINGS AND DISCUSSION outcomes the CBFM implementation at the community level
carries many weaknesses and limitations. Table 4 summarises
the issues that emerged from the study and their status in
CBFM implementation at the PO/community level. The status of CBFM implementation at PO/community level
gives an overall picture of what is happening with devolution
in forestry in the Philippines. The variables that emerged
from the field study based on individual responses are
mixed in nature. Most of them are related to the institutional
process of POs, and enabling factors for implementation
while some are related to the outcome of CBFM intervention
at the community level. Based on issues that emerged and
their status, it is clear that besides having limited positive Similarly, the issues that emerged at the provincial
and central level indicate that the outcome of CBFM
implementation is closely associated with the prevailing
status of enabling factors at the provincial and national offices
of DENR and LGU. Despite numerous coordination forums
designed to avoid confusion and maintain the relationship
between the DENR and LGU, there is still confusion on Implementation issues
Status
Institutional process of POs
Sharing of benefits and resources
Inequitable, discriminatory
Participation, incentives and motivation
Fewer incentives, poor motivation
paid participation, lack volunteerism
Volunteer culture replaced by project incentive
Membership and community representation in
CBFM PO
Eligible members not included, CBFM more PO based than community based
Accountability, decision making and power
exercise
Poor compliance with their obligations
Structural and policy problems,
Elite controlled the decision making and the process of decision making is non
participatory
Information, communication and transparency
Poor transparency mainly with funds, no system of auditing in practice
Prevalence of conflicts
Boundary, role and power conflict
Unclear policy creating conflict among actors
Enabling factors related to CBFM
implementation
Security of tenure and property rights
Time bond security, CBFM members feel insecure and are reluctant to
contribute in CBFM activities, inequitable land distribution
Resources and competencies
Limited financial and human resources
Project dependent
Coordination, network, social relations
Poorly functioning coordination and network
Too many forums, but mostly non functional
Leadership and personal qualities
Majority with poor qualities and attitude
Process of timber harvesting under resource
utilisation permit (RUP)
Complex paper processing, insufficient market information
Red tape and loopholes for unethical behaviour
Ethnicity, culture, and norms
Indigenous cultural community with strong social capital. RESEARCH SITES, THEIR CONTEXT AND METHODS It is partially funded by the German project, timber potential forest, having
RUP to harvest timber by the PO, type of tenure: CBFMA and CSC. Total of
5520 hectare of forest has been managed by 125 households since 2002. FIGURE 3 Theme building process in N6- coding, search and exploring the texts
FIGURE 3 Theme building process in N6- coding, search
and exploring the texts FIGURE 3 Theme building process in N6- coding, search and exploring the texts
FIGURE 3 Theme building process in N6- coding, search
and exploring the texts g p
g,
p
g The themes that emerged from the qualitative data were
identified using computer software QSR N6. For this, the
text of individual interviews was coded and kept in an
appropriate node. The data were analysed using content
analysis technique discussing the themes that emerged from
coding of the text. Themes carrying similar meaning were
clustered under a single overarching theme. The QSR N6 is a computer package designed and
developed by the Computer Assisted Qualitative Data
Analysis Software (CAQDAS) group to aid researchers
in handling textual data for qualitative analysis. Certain
tools are provided for managing and exploring data and
developing and testing ideas and theories. The QSR N6
version of Nvivo computer software was used to analyse the
primary data (Figure 3). The text unit for coding was taken
as line and paragraph. 6 CSC- Certificate of Stewardship Contract
7 CADC-CBFMA- Certificate of Ancestral Domain Claim- Community Based Forest Management Agreement
8 LGU- Local Government Unit
9 RUP- Resource Utilisation Permit Forest governance and institutional structure 383 MAJOR FINDINGS AND DISCUSSION Heterogeneous communities with weak social capital
Ethics and standard of conduct
Stakeholders involved in corruption, and other unethical illegal activities
Outcome of CBFM implementation
Condition of forest
Better protected in project intervention sites, but poor in regular sites
Support for people’s livelihood and enterprise
development
Project based, insufficient options available
Poor support in technology and marketing
Traditional livelihood options are displaced
Collective enterprises are mostly failed
TABLE 4 State of CBFM implementation at the PO/community level TABLE 4 State of CBFM implementation at the PO/community level G.R. Dahal and D. Capistrano 384 policy per se about CBFM implementation. The Table 5
summarises the state of CBFM implementation at provincial
and central levels. has the greatest knowledge and information about the needs
and priorities of community people. Hence, the exclusion of
the barangay10 from the whole process of devolution in forest
management has made the devolution attempts incomplete. In this regard, one of the barangay captains stated: The evidence collected from the six research sites, the
provinces and the centre indicates that despite there being
some positive outcomes from CBFM implementation, there
are a number of limitations and weaknesses remaining at
all levels. To ensure the effective implementation of CBFM
these limitations and weaknesses need to be understood well
and addressed in a proper way. “I have seen that there are some technical problems with
implementation. We are not legally recognised as the partner
for CBFM implementation. There is problem in policy also. When CBFM was formed at that time they asked us to sign in TABLE 5 State of CBFM implementation: provincial and central levels
Resources and competencies
Limited resources to address increasing numbers of CBFM sites, insufficient skills
Monitoring and supervision
Project oriented, traditional and irregular
Resources lacking for monitoring
Planning and policy formulation
Top down planning, inconsistent policy
Coordination and cooperation
More forums but less action
Tension rather than cooperation
Incentives, motivation and service quality
Little incentive, poor motivation and quality, no special incentives for CBFM, apathy
Accountability structure
Policy conflict, unclear structure, poor accountability in practice
Ethics and standards of conduct
Involvement of key actors in corruption, illegal logging and unethical practices TABLE 5 State of CBFM implementation: provincial and central levels MAPPING
THE
STRATEGIC
WEAKNESSES
IN
DEVOLUTION POLICY PROCESS an agreement paper as a kind of witness rather than having
a role. We are not legally required to attend any meeting. We
are taking care of all development in the barangay, so, then
why are we not given a role in forest management?” The emerged issues that have been presented in earlier
sections indicate that there are a number of weaknesses in
the devolution policy process in forestry in the Philippines. Looking on the type of these issues, it revealed that the
weaknesses are of strategic in nature. Broadly, these strategic
weaknesses are mapped into two parts as in Figure 4. The first
is attributed to an inadequate policy articulation in devolving
the management role from the state to the LGU or POs and is
referred to as strategic weakness domain one. The second is
a set of differences between idealised policy and the complex
realities of implementation, which is associated with the issue
of poor governance practice and weak institutional structures
and is referred to as strategic weakness domain two. Second, the power of supervision and control of any
forest management activities devolved either to LGU or PO
is still retained by the DENR. Under the provision of the
LGC 1991, for all the devolved ISF activities, supervision
and control is remaining with the DENR, which is against
the principle of devolution. In such cases implementation of
devolution policy under the LGC seems incomplete, which is
due to existing incomplete devolution policy per se. One of
the Governors from the project site stated: “The power and authority devolved to the LGU is to
enforce the forestry law within community based forest
management as it is subject to control, supervision and
monitoring by DENR. In this case it looks like the Governor
is the police to protect forest and will enforce the forest law
in the province but the head of the police is DENR/ PENRO. How can it be like that?” 10 Barangay- the lowest political unit of local government Strategic weakness domain one The study identified the strategic weaknesses domain one as
a result of an incomplete and inadequate policy articulation
about devolving power and function from the centre to the
local level, which is reflected in the following evidence from
the field data. Third, the property rights of the PO members under
‘devolution’ in CBFM are limited to 25 years, and tenure
rights of the communal area under CBFMA and individual
actual land tilling as CSC by the members of CBFM are not
guaranteed for further extension after 25 years. First, the devolution under LGC 1991 is only to the
municipality level as it does not include the barangay, the
lowest level of the local government unit, which is the
closest structure of the state dealing with civil society and 10 Barangay- the lowest political unit of local government Forest governance and institutional structure 385 DENR plays a vital role, whereas the POs comply and act
as legitimate agents of the state to implement its agendas. Besides the preparation of documents, it is the DENR that
takes action against the defaulters in the POs. The harvesting
of any timber and non-timber forest products from the CBFM
is also subject to prior approval by the DENR. Contrary to
the thrust of devolution the DENR retains all authority. It is
due to incomplete and inadequate articulation of devolution
policy. Table 6 further shows that many CBFM members are
still not confident enough about present rights and tenure
arrangements as they are time bound and subject to change
any time in the future along with the change of political
scenarios at the national level. Fourth, the DENR’s retention of authority to make
final decisions on any actions of the POs has increased the
dependency of the POs on the DENR. For example, in the
preparation and approval of CRMF11, RUP and AWP12 the FIGURE 4 Di
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FIGURE 4 Diagrammatic presentation of analysis of strategic weaknesses in devolution policy process in forestry FIGURE 4 Di
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FIGURE 4 Diagrammatic presentation of analysis of strategic weaknesses in devolution policy process in forestry FIGURE 4 Diagrammatic presentation of analysis of strategic weaknesses in devolution policy process in forestry
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miitteedd ssuuppppoorrtt oonn
ppeeoopplleess lliivveelliihhoooodd,, eeqquuiittyy
pprrooppeerrttyy rriigghhttss aanndd
iim
mpprroovveem
meennttss iinn ffoorreesstt
ccoonnddiittiioonn.. 16
19
FIGURE 4 Diagrammatic presentation of analysis of strategic weaknesses in devolution policy process in forestry
TABLE 6 Perception of community members about the security of tenure Devolution
Policy
O
Ouuttccoom
mee DDeevvoolluuttiioonn
PPoolliiccyy
TThhrruusstt SSttaattee ooff
EExxeeccuuttiivvee
PPoolliicciieess SSttrraatteeggiicc wweeaakknneessss
ddoom
maaiinn ttwwoo::
W
Weeaakknneesssseess == PPoooorr ggoovveerrnnaannccee
aanndd
W
Weeaakk iinnssttiittuuttiioonnaall ssttrruuccttuurree TABLE 6 Perception of community members about the security of tenure TABLE 6 Perception of community members about the security of tenure 19
Source: Field study
11 CRMF- Community Resource Management Framework
12 AWP- Annual Work Plan
Research sites
Research sites
Level of confidence in the security of tenure
Fully confident
Confident
Not confident
Total
Buenavista
0
8
7
15
Bitnong
0
1
6
7
Kalahan
0
1
1
2
Kinacao
1
2
0
3
DMP
1
2
2
5
Alicia
1
2
2
5
Total
3
16
18
37 G.R. Dahal and D. Capistrano 386 TABLE 7 Respondent’s perceptions about prepared CRMF, RUP and AWP TABLE 7 Respondent’s perceptions about prepared CRMF, RUP and AWP
Source: Field study
Research sites
Who prepared CRMF, RUP and AWP
DENR
PO
DENR PO
& Project
Project
Project
DENR
General
Assembly
No Idea
Total
Buenavista
1
1
2
3
4
11
Bitnong
2
1
2
5
Kalahan
5
1
6
Kinacao
1
1
2
DMP
1
1
1
1
1
1
1
7
Alicia
2
1
1
1
5
Total
7
7
3
3
6
1
9
36 Who prepared CRMF, RUP and AWP during extension of RUP it is clear that - no SOP [Standard
Operating Procedure- euphemism for illegal activity] no
extension. Similarly, sometime DENR delayed the paper
processing which is an indirect way to motivate people to
go for bribery and support corruption. There are many
more other cases, even police, they want lumber without
payment, etc. FIGURE 4 Di
i
i
f
l
i
f
i
k
i d
l i
li
i f
FIGURE 4 Diagrammatic presentation of analysis of strategic weaknesses in devolution policy process in forestry For example, in Cordon there is a big check
point of DENR, the lowest amount a motorist gives them is
500 pesos but it will depend upon the volume of your load. They will say hello, who is your lawyer? Is Aquino [500
pesos] or Marcos [1000 pesos]?” Table 7 shows that most of the decisions are made by
the DENR and the project and very few decisions are made
by the general assembly of CBFM POs. Furthermore, a
member of Bitnong CBFM stated his view as: “We are still depending on DENR for any decisions. Association itself is not authorised to make local decisions
about our forest and funds.” Fifth, the present policies of devolution in forestry do
not allow community members to harvest forest products,
particularly timber. Any decision in this regard is subject to
prior approval by the DENR. In all the research sites CBFM
members expressed their dissatisfaction about this kind of
control mechanism on forest product harvesting. As one of
the CBFM PO members from Alicia stated: Not only the DENR, but there are some cases that CBFM
POs themselves are also involved in illegal timber poaching
activities. For instance, the treasurer of Kalahan Education
Foundation in Nueva Vizcaya stated that: “Any decisions are subject to supervision, control, and
review by DENR”, which means CBFM implemented by our
PO and LGU, should also be the subject of supervision and
control by the DENR”. “There are still cases of illegal logging during the night
time and selling of timber to Sta Fe and Cabanatuan. But
it is much reduced these days. The community themselves
control such kinds of activities. Forester Tamano is very strict
in controlling the illegal logging. Even the BOT chairman
was penalised just now as his son allowed a truckload of
timber transported from Malico to the Sta Fe in the name of
the municipal office construction, which does not have any
permit to carry such amount of timber”. “Yeah there are the cases of corruption, specifically Strategic weakness domain two These are a set of differences between idealised policy
and the complex realities of implementation. This hinders
the process of transforming policy into practice and the
factors associated with such hindrances are related to poor
governance and weak institutional structure in the devolution
policy process. Some of the factors that have emerged from
the study are explained below as evidence of this situation. Second, the exclusion of some community members and
discrimination in benefit sharing is a common issue at all
the research sites. It is due to the CBFM agreement, which
does not require compulsory inclusion of all the potential
members in the CBFM. First, the prevalence of corruption and illegal logging
at various levels of CBFM implementation signify that
the policy practice problem is associated with quality of
governance. Unethical practices within POs and the DENR
are revealed through different cases noted in the research
sites. Illegal timber poaching associated with the exchange
of bribes during transportation of timber by the POs is
commonly observed in most of the research sites. One of
the ex-chairpersons of Alicia CBFM in Quirino stated: Table 8 shows that many members of CBFMs in the
research sites still feel that there is discrimination in sharing
of benefits and resources within their PO. A huge number of
potential households are still not included in CBFM, which
further increases the practice of discrimination between
members and non-members. A large amount of share capital
is necessary to pay for CBFM membership, generally poor
farmers are unable to afford the amount and are not registered
as a member although they are potential and interested. As
one of the non member from Alicia explained: Forest governance and institutional structure Table 12 shows the
decreasing trend of budget allocation in the forestry sector
and particularly the CBFM programme. Fourth, the existing resources and competencies of POs
and the DENR are not compatible with what is required to
fulfil the plans of POs. A few attempts are made to generate
internal resources and capacities, however, the general
trend is to expect support from foreign projects, rather
than thinking creatively to generate internal resources. The
problem of resource limitation exists widely at community
(Table 11), province and central level in both state and civil
society. This situation is ultimately hindering the process of
implementation of devolution policy. The provincial CBFM coordinator from the DENR
Quirino explained the limitation of CBFM implementation
in the province as follows: “…that is our challenge. We have very limited staff
in Quirino. I am only one taking care of all sites at the
provincial level. There are 5 PMO13s assigned in the sites
but not only confined in CBFM, they are also assigned to
look after the protection of forest, alienation and disposition
of land, which are an extra load for them. Forest governance and institutional structure Forest governance and institutional structure 387 “There is no equal sharing. I think it all depends upon
the amount of share capital and other benefits are mainly
given to its members but the non-members can’t get any
benefits. As you have seen, banana suckers were distributed
only to the members.” been fully given to making decisions in a participatory
way and informing all members of them. The problem of
accountability is prevalent in most of the research sites as
there is no clear structure to show who is responsible to
whom and for what reasons. In such situations the elites
and a few powerful position holders are active in making
decisions with a poor level of accountability to the member
of the POs. Table 9 shows that plenty of potential households in the
research sites are still without having CBFM membership. Table 10 shows that decision making in the CBFM PO
is mainly done by the DENR and PO officials, however no
responses were recorded saying the decisions are made in Third, the institutional practices in terms of maintaining
transparency, accountability and participation are not
well established within CBFM POs. Attention has not TABLE 8 CBFM member’s perceptions about distribution of forest resources
TABLE 9 State of CBFM membership in the research sites
TABLE 10 Perceived level of decision making in CBFM PO
Source: Field study
Research sites
Response categories
Equal distribution
Discrimination
Total
Buenavista
5
6
11
Bitnong
1
4
5
Kinacao
0
3
3
Kalahan
3
1
4
Alicia
6
2
8
DMP
3
1
4
Total
18
17
35
Research sites
Existing CBFM PO member households
Non member households
Buenavista
212
25
Bitnong
86
30
Kinacao
66
32
Kalahan
514
15
DMP
135
55
Alicia
125
105
Decision making authority
Number of responses
PO officials
13
PO president or chairman
10
DENR
2
LGU
NIL
ENRO
1
Board members
4
Management team
2
Project
3
Joint decision by DENR and PO officials
26
Total
61 TABLE 8 CBFM member’s perceptions about distribution of forest resources TABLE 9 State of CBFM membership in the research sites G.R. Dahal and D. Capistrano 388 the general assembly of CBFM PO, which in theory should
be the accountable forum to make decisions. the CBFM process. Similarly, within DENR the financial
problem is considered as one of the major bottlenecks
in promoting CBFM programme. Forest governance and institutional structure We don’t have Except Kalahan the physical and financial resources are
only available in the project supported CBFM sites, which
indicates that there is lack of required resources to support TABLE 11 Summary of resources of CBFM POs Source: Field study
Research sites
Infrastructure and physical
resource
Fund and its sources
Trained human resources
Buenavista
Furnished office building
Computers
Motorbikes
Mobile phones
Officials records
Revolving Carabao
ITTO remaining fund from
second phase of the project,
Award,
Income from enterprises
Monthly dues,
Membership fee
(1.5 million Pesos)
Trained members in forest
management and enterprises
development
Paid forest technician
Internal auditor
Bitnong
Few registers and files, no office
building
Membership fee
(29, 500 Pesos)
No training given so far
Kalahan
Furnished office building
School
Fruit processing unit
Donor support
Membership
Cutting permit fee
Selling of product
(3.5 million Pesos)
Paid forest technician
Paid social mobiliser
Trained account keeper
Kinacao
Few register and files,
No office building
Membership
Donation
(32,000 Pesos)
No training given so far
DMP
Well furnished office building
Consumer goods shop
Rice mills
Solar system for electrification
RP German project
Membership and share capital
Benefits from rice mills and
cooperative store
Timber selling under RUP
(Fund balance not available)
Paid manager, consumer store and
rice mill operators
Trained members in forest
management
Alicia
Office building
Rice mill (not in operation) going
to install
German project support
Membership and share capital
Timber selling under RUP
operation
Donations
(2.12 millions Pesos)
Trained members in forest
management
Paid rice mill operator
13 PMO- Project Monitoring Officer Forest governance and institutional structure Forest governance and institutional structure enough funds to travel around and help every site. So POs
are complaining us for not visiting their sites. But we have
our problem also.” Sixth, the existence of more forums for coordination
at all levels does not guarantee the establishment of good
coordination of actions. This study has revealed that a
number of forums are formed at community level such as
BUDAC14 in Buenavista, MOA15 in Quirino, and PENRC16
in both provinces. However, in practice these forums are not
much functional in maintaining meaningful coordination. Fifth, the prevalence of conflicts of different types at PO
level has acted as a barrier for effective implementation of
the devolution policy. Manifestations of conflicts are due to
unclear boundary demarcation, discrimination while issuing
CSCs, discrimination in resource and benefits sharing, poor
leadership qualities, unclear policies etc. Trained human resources 389 Forest governance and institutional structure Seventh, the practice of unequal treatment by the PO
in resource distribution and sharing of benefits makes the
situation complex in terms of implementing the devolution TABLE 12 Budget allocation for CBFM programme in the Philippines (000 Pesos)
Source: JICA-DENR 2004
Years
National
budget
Regional budget
Province of
Nueva Vizcaya
Province of
Quirino
FMS
FMS
CBFM
DENR/PENRO17
DENR/PENRO
2001
1504805
17089
1556 (9.11%)
1981
1680
2000
1504805
15746
3667 (23.28%)
1981
1680
1999
1467692
13915
3253 (23.37%)
4370
1918
1998
1610430
15651
3257 (20.81%)
1047
808
1997
2025587
21001
5391 (25.68%)
1499
1449 TABLE 12 Budget allocation for CBFM programme in the Philippines (000 Pesos) TABLE 12 Budget allocation for CBFM programme in the Philippines (000 Pesos) TABLE 13 Collective enterprises initiated by CBFM POs and their present status
Source: Field study
14 BUDAC- Buenavista Upland Development and Cooperation
15 MOA- Memorandum of Agreement
16 PENRC- Provincial Environment and Natural Resource Committee
17 PENRO- Provincial Environment and Natural Resource Office
Research sites
Enterprises within CBFM PO
Status
Buenavista
Fossil flower production
Cattle dispersal
Trading post operation
Carabao (buffalo) for hire
Not even in breakeven position
Running but facing problems
Almost closed
Problem in maintaining rotation
Bitnong
None
Kalahan
Food processing plant
Swine production
Water purification unit
School and health centre
Carbon sequestration project
Water taxation project
Only in breakeven position
Already privatised
Not yet in operation
Not enough fund to run
Under process to implement
Not operational and legalised yet
Kinacao
Community fish pond
Cooperative marketing unit
Stopped due to boundary conflict
Conflict about misuse of funds
DMP
Consumer store operation
Swine production
Rice mill operation (two)
Hardly in breakeven
Scale down the size of production
1 in breakeven 1 already stopped
Alicia
Rice mill operation
Purchased but not yet installed TABLE 13 Collective enterprises initiated by CBFM POs and their present status 390 G.R. Dahal and D. Capistrano foresters. Many bureaucrats in the DENR feel devolution of
forest management as an act of losing power (Fisher et al. 2000). This attitude creates apathy in the promotion of the
CBFM programme. policies. The discrimination between members and non-
members, rich and poor, officials and non-officials of
POs, etc., creates a situation of conflict and de-motivates
community people in participating in the implementation of
CBFM. Besides the attitudinal problem, there remains the
problem of the structure of the DENR. Corruption as an established covert institution in
devolved forest management The evidence presented above shows that corruption in
the forestry sector is highly prevalent even in the devolved
context. The emergence of new collaborative forms of
corruption is revealed in the study, where the DENR and civil
society organisations, particularly POs, are jointly involved
in such unethical practices in the case of Buenavista. The
president of CBFM PO from Buenavista described the case
as follows. Unilateral policymaking process The process of policy making at the moment is the unilateral
task of the DENR. However, without involving all the actors
(civil society, private sector, NGOs and POs) and listening
their voices in forest devolution, it is hard to believe that
the interests of all the actors are properly accommodated/
reflected in the policies. THE REASONS BEHIND STRATEGIC WEAKNESSES
IN DEVOLUTION POLICY PROCESS The research study has revealed that ‘strategic weaknesses
domain one’ of the devolution policy process is due to an
inadequate policy articulation, but it has also revealed
that there are certain factors, which hinder the process of
meaningful devolution. Those factors are cross cutting and
widespread which are associated with the policymaking
process, attitude, structure, priorities of bureaucrats
and system of accountability. The reasons for ‘strategic
weakness domain two’ on the other hand, are as a result of a
set of differences between idealised policy and the complex
realities of implementation, linked with poor governance
quality and non-supportive institutional structures such as:
elites capturing the devolved power, lack of transparency
and accountability, lack of trust and cooperation, not giving
any recognition to local tradition, culture and systems,
bureaucratic apathy, and poor participation of community
people in CBFM activities. Trust between state and civil society in devolution of
forest management The state has always been a sceptical and unreliable force in
the devolution policy process. Many respondents from the
study sites were of the opinion that the policy consistency
of the government remained always doubtful. The CBFM
members are now not sure what will happen after the
completion of the 25 year tenurial period of the agreement,
as there is a tendency to frequent changes in the forest
policies. For example, the policy concerning harvesting of
timber by the CBFM PO was withheld unilaterally by the
DENR in 1998 and 2005/2006. Forest governance and institutional structure The traditionally
designed hierarchical structure of the bureaucracy still exists
and is not compatible with the role and responsibilities of
the changed context. Similarly, there exists an institutional
incompatibility associated with a hierarchical organization
in the DENR. For example, the DENR attempting to sponsor
and manage a participatory process, however, very little
reflected in practice. Making minor changes is unlikely to
address the fundamental problem. Eighth, the collective enterprises initiated by the external
project are not sustaining in most of the research sites. The
practice of volunteer contribution for collective action is
replaced by the practice of having remuneration for any
participation and contribution to CBFM related activities. The state of collective enterprises in research sites is
described below (Table 13). The weakness in CBFM implementation are not confined
only to the above-presented factors, but are also present in
the overall socio-political and economic context, traditional
norms, values, cultural practices, and quality of leadership is
also have a direct influence in the implementation process. It
is evident that relatively successful CBFM implementation
in Kalahan sites is attributed to their practice of a traditional
system of accountability and decision-making (Tongtongan:
a group of elderly people, who make most of the decisions
in Kalahan), a similar cultural identity, strong leadership
of Pastor Delbert Rice (A Christian missionary settled in
Kalahan since 1965) and a strong network and trust among
the members. Referring the evidence from the field some
of the broader reasons behind strategic weaknesses are
discussed below. GOVERNANCE AND INSTITUTIONAL STRUCTURE:
IGNORED DIMENSION GOVERNANCE AND INSTITUTIONAL STRUCTURE:
IGNORED DIMENSION GOVERNANCE AND INSTITUTIONAL STRUCTURE:
IGNORED DIMENSION As evident from the study, corruption permeates the process
of CBFM implementation at all levels. The actors in CBFM
implementation have unethical involvements within and
around the forest management. Such practices have two
implications. First they have reduced the accountability of
the actors in performing their roles and functions and second,
they have created weak governance practices resulting in
poor performance of the policy interventions. The present
policies have not concretely addressed these concerns though
every actor involved in CBFM implementation is aware of
them. The reasons for not taking corruption into account
are complex and mixed. First, the practice of corruption in
forestry is well established and it is very hard to break the MUTUAL
REINFORCEMENT
BETWEEN
TWO
DOMAINS OF STRATEGIC WEAKNESSES People from the research sites perceived CBFM is the target
and the need of the DENR rather than as a community need. There is an argument that full devolution will never happen
unless it is initiated through demand and pressure from
communities themselves (Anderson 2000). No one wants to
give up the power, he or she holds. Apart from Kalahan site,
none of the research sites demanded any authority and power
from the state. In Kalahan, community people jointly exerted
pressure on the DENR secretary to cede the authority for
managing the forest as community forestry in their ancestral
domain. But in other sites the state has introduced the concept
of CBFM and induced people to undertake an agreement to
fulfil government annual targets, where the relation is of
patron and client. Hence, the CBFM programme is unable
to make people accountable for their actions and develop a
feeling of ownership. The issues that have emerged from this research study
ultimately contribute to create two domains of strategic
weaknesses, but are interrelated as well. Some examples of
such relationship are explained below. For example, the Local Government Code 1991 is a
policy document for devolution, which excludes the barangay
from the process of devolution of forest management. The
implication of this inadequate policy articulation (strategic
weakness domain one) has manifested in the form of conflict
between barangay councils and PO committees at local
level (strategic weakness domain two). Likewise, another
example is the unilateral suspension of timber harvesting
permit of the POs by the central state, in consequence, local
community started feeling sceptical about other provision of
CBFM policy as well. Attitude, accountability and structure in government
bureaucracy “…We can not deny the illegal activities happening in
the area and the assistance of CENRO Bayombong is always
regarded in the conduct of the foot patrol and IEC. However,
one of the foresters in CENRO18 seems to be providing
information to the timber poachers of the planned anti-
timber poaching campaign of the CBFM project, giving a
chance to the timber poacher to elude possible arrest and
confiscation of their equipment and lumbers in exchange The traditional command and control approach of forest
management still has some effects on bureaucrats. The
orientation of this approach is to exclude community
people in the management. This is a techno-centric view of
bureaucrats who believe forest is only the domain of technical Forest governance and institutional structure 391 for monetary benefits or the lumber being delivered to the
forester’s furniture shop in Bayombong.” the forest department. The inclusion of community people as
an actual partner of forest management has hardly happened
in the Philippines, instead state perceived local communities
as enemies in managing forests. During both colonial and
postcolonial periods the politician always used the forest as
a means to secure their political position in the government. Issuance of TLAs to political supporters, involvement of
political persons in illegal logging of timber and unethical
links between forest bureaucrats and politicians are some
evidence of the non-supportive political context in devolving
the forest management role from the state to the civil society
organisations. In addition, some other unethical practices were revealed
within CBFM POs, particularly about the mis-use of funds,
vehicles and forest resources mostly by the presidents and
other executive members of the CBFM POs in the research
sites. The existence of such unethical and corrupt practices
not only challenges the quality of forest governance in the
devolved context, but also reflects the attitude and ethics
of the actors involved in the whole process of CBFM
implementation in the Philippines. Elites in power centres Similarly, under the present policy it is not obligatory
for POs to include all the potential households CBFM
members, as only seven members are enough to undertake
CBFM agreement with the DENR. This inadequate policy
articulation has resulted in the exclusion of plenty of potential
members from the CBFM, which has created conflicts and
discrimination in benefit sharing at the local level. The leaders handling the decision-making in CBFM POs are
mostly from economically wealthy categories, have highly
educated backgrounds and are representatives of local
political parties. At the beginning of CBFM formation the first
approach of the DENR is to contact those socio-economically
well off members of the community. This strengthens the
link between elite members of the community and the state. This relation further strengthens when the DENR undertakes
CBFM agreements and provides the training and exposure
to those elites in the process of CBFM implementation. Any
benefits and resources devolved to CBFM are enjoyed by
well off people in the community whereas poor members
have been pessimistic about getting benefits out of the
CBFM programme in their areas. 18 CENRO- Community Environment and Natural Resource Office Broader political and historical context of forest policy
development Historically, forest management in the Philippines remains
under the control of the state authority as the state still
believes forest protection and development is only the role of 18 CENRO- Community Environment and Natural Resource Office 392 G.R. Dahal and D. Capistrano • The role transformation process in the state (from a
command and control role to the transfer of significant
roles to the local people) needs to correspond with a
change in attitudes and behaviour from a traditional
way of thinking to a more democratic and participatory
way of thinking. • The role transformation process in the state (from a
command and control role to the transfer of significant
roles to the local people) needs to correspond with a
change in attitudes and behaviour from a traditional
way of thinking to a more democratic and participatory
way of thinking. tradition unless there is a strong mechanism to dismantle it. Second, the corruption in forestry is directly related to local
and national politics. The network between bureaucrats and
politicians in corrupt practices is strong and again is difficult
to dismantle as both of them are operating in close partnership
as a covert institution to meet their hidden objectives. Hence,
along with corruption other issues pertaining to governance
such as: accountability, transparency, and participation are
also ignored in the whole devolution policy process in the
Philippines. Government effort for minor changes to ensure
good governance and efficient institution is unlikely to
address fundamental problem unless considering the holistic
reform. In order to make these recommendations functional,
the following framework, Figure 5 is presented, which
emphasises the need to support the devolution policy process
with clear roles, accountability, transparency, sharing of
power and participation of all actors in the process. FIGURE 5 Framework for effective devolution policy process
Devolution policy process
Policy formulation
Policy implementation
State
Market
Civil society
Good governance
Supportive
institutional
structure
Policy outcome
Participation, voice, accountability and power sharing
Quality of
governance
Defined roles
and functions
FIGURE 5 Framework for effective devolution policy process FIGURE 5 F
k f
ff
ti
d
l ti
li
FIGURE 5 Framework for effective devolution policy process WAYS FORWARD TO OVERCOME THE STRATEGIC
WEAKNESSES Some recommendations are proposed to overcome the
strategic weaknesses identified in the devolution policy
process in forestry in the Philippines. • The existing inadequate articulation in devolution
policies needs necessary amendment to ensure
the transfer of power to make decisions on forest
management at the local level. For this, the devolution
of roles and functions should correspond with the
transfer of power and authority. In order to fulfil
this, tenure security should be guaranteed so as to
overcome the poor motivation of the CBFM members
to manage the forest. Similarly, the authority to
harvest forest products, particularly timber, should be
given to CBFM POs once their CRMF and RUP are
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Nations Research Institute for Social Development. DJEUMO, A., and T. FOMETE 2001. The Development
of Community Forests in Cameroon: Origins, Current
Situation and Constraints. Overseas Development Institute,
Rural Development Forestry Network. 25b: 1-28. Rural Development Forestry Network. 25b: 1-28. BORLAGDAN, S.B. 1992. The Cebu Social Forestry Pilot
Project: A Case Study in Upland Development. Philippine
Journal of Public Administration. CONCLUSION The strategic weakness domain one, as described in the previous
section, shows that the policy documents and instruments
relating to devolution in forestry are much too narrow in
devolving power, functions and responsibilities to the local
government and community organisations. Such incomplete
policy explanation has given rise to the second domain of
weaknesses linked with the policy practice gap. Inadequate
policy pronunciation results in an upward accountability
structure and is thus a source of poor governance during
implementation. Therefore, in the strategic weakness domain
two, the reasons for poor implementation of policy are seen
as the result of poor quality of governance and non-supportive
institutional structures, which are the ignored dimensions in
the whole process of transforming policy into practice. • There is a need to pay adequate attention to the
issues related to governance such as: clear role and
accountability, participation, transparency, fairness,
property rights on the one hand, and institutional
structures (both formal and informal institutions)
such as: norms, network, traditions, ethics, resources
and competencies on the other hand. Without more
consideration of the above issues it is naïve to expect
the desired policy outcomes from devolved forest
management in the Philippines. 18
Much research on community based forest management has
focused only on the issues associated with poor outcomes in
relation to the process of implementation with the presumption
that devolution policy in forestry per se is good. They have not
given adequate attention to policy matters, and especially, to
balancing the relationship between the policies on the one hand
and the issues associated with poor outcomes on the other. However, this research has found that the limited successes of
devolution policy are not only due to weak implementation but
also due to inadequate policy articulation. Thus, as suggested
by the present study, the knowledge concerning the reasons for
the limited success of devolution policy in forestry is attributed • Devolution should address the issue of people’s
livelihoods along with the agenda of environmental
protection. Thus, there is a need to balance the
priorities of community people’s livelihoods and
improving forest conditions. • There is a need to reinforce the restructuring process
already started within the state agency, making sure
that the state apparatus will have enough capacity
to deal with it’s new roles and responsibilities in the
context of changed policies. CONCLUSION 393 Forest governance and institutional structure to the inadequate policy articulation on the one hand and a
set of differences between policy and the complex realities of
implementation on the other hand. 311. London, Earthscan Publications. CHAMBERS, R. 1995. Paradigm Shifts and Practice of
Participatory Research and Development. In: Nelson, N. and S. Wright eds. Power and Participatory Development:
Theory and Practice. London: Intermediate Technology
Publications. REFERENCES 36 4: 367-387. EDMUNDS, D., and E. WOLLENBERG 2001. “Historical
Perspectives on Forest Policy Change in Asia: An
Introduction.” Environmental History 62: 190-212. BORLAGDAN S.B., ERNESTO S. GUIANG and JUAN M. PULHIN 2001. Community Based Forest Management
in the Philippines: A Preliminary Assessment. Quezon
City: Institute of Philippine Culture, Ateneo de Manila
University. ENTERS, T. and J. ANDERSON 1999. Rethinking the
Decentralisation
and
Devolution
of
Biodiversity
Conservations. In: Unaslyva. 199 50: 6-11. FALCONER, J. 1987. Forestry Extension: A Review of the
Key Issues. Social Forestry Network: 1-34. y
BRILLANTES, Jr. A. 2000. Decentralisation and Devolution
in the Philippines. In: Philippines Rural Development
and Natural Resource Management: Trend, Strategy,
Implementation, and Framework of Performance
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Government of the Philippines and the World Bank. Manila: The World Bank. FISHER, B. 1999. Creating Space: Development Agencies
and Local Institutions in Natural Resource Management. Forests, Trees and People. 22: 4-11. FISHER, R. J. 2000. Decentralisation and Devolution in
Forest Management: A Conceptual Overview. In: T. Enters, P.B. Durst, and M.Victor, eds. Decentralisation
and Devolution of Forest management in Asia and the
Pacific. Pp. 3-10. Bangkok: RECOFTC and FAO. BURNS, D., R. HAMBLETON and P. HOGGETT 1994. The Politics of Decentralisation: Revitalising Local
Democracy. Basingstoke: Macmillan Publications. FISHER, R. J., P. B.DURST, T. ENTERS and M. VICTOR
2000. Overview of Themes and Issues in Devolution and
Decentralisation of Forest Management in Asia and the
Pacific. Bangkok: RECOFTC Report. 18: vi-xi. CAPISTRANO, D. and C. J. PIERCE COLFER 2005. Decentralisation: Issues, Lessons and Reflections. In: Colfer J. and Doris Capistranoeds. The Politics of
Decentralisation: Forests, Power and People Pp 296- GILMOUR, D. A., and R. J. FISHER 1997. Evolution in
Community Forestry: Contesting Forest Resources. 394 G.R. Dahal and D. Capistrano Community Forestry at Crossroads: Reflections and
Future Directions in the Development of Community
Forestry. In: M.Victor, C. Lang, and J Bornemeir, eds.. Proceedings of an International Seminar. 17-19 July. Bangkok: RECOFTC Report No. 16: 27- 44. RIBOT, J. C. 2004. Waiting for Democracy: The Politics
of Choice in Natural Resource Decentralisation. Washington: World Resource Institute. ROBINSON, N.A. 1993. (Ed.) Agenda 21: Earth Action
Plan. New York: Oceana Publications. RONDINELLI, D. A. 1981. Government Decentralisation
in Comparative Perspective: The Theory and Practice
in Developing Countries. An Article Published in
International Review of Administrative Sciences. Public
Administration XIVII1: 133-145. GUIANG, E.S. 1996. REFERENCES Guiding National Transition in Forest
Management: Some Experience in the Philippines. Paper
Presented at the 5th Asia Forest Network Workshop 2-
6 December. What’s Working and What’s Not? New
Delhi: AFT. ROY, K. C., and C. A. TISDELL 1998. Good Governance
in Sustainable Development: The Impact of Institutions. International Journal of Social Economics. 25 6/7/8:
1310-1325. HOBLEY, M. 1996. Participatory Forestry: The Process
of Change in India and Nepal. London, Overseas
Development Institute. MAGNO, F. 2001. Forest Devolution and Social Capital:
State-Civil Society Relations in the Philippines. In:
Environmental History. 6: 264-286. SANVICTORES, E. 1997. Philippines Forestry in 21st
Century: Challenges and Prospects. Society of Filipino
Foresters: 49th Anniversary and National Conventions. Pp. 16-19. Manila: Society of Filipino Foresters, Inc. MAGNO, F. 2003. Forest Devolution and Social Capital:
State-Civil Society Relations in the Philippines. In:
Contreras, A.P. ed. Creating Space for Local Forest
Management in the Philippines. Pp.17-35. Manila: La
Salle Institute of Governance. SHACKLETON, S., B. CAMPBELL, E. WOLLENBERG
and D. EDMUNDS 2002. Devolution and Community
Based Natural Resource Management: Creating Space
for Local People to Participate and Benefits. Overseas
Development Institute Briefing Paper. 76: 1-6. MANOR, J. 1999. The Political Economy of Democratic
Decentralisation. Washington D.C.: The World Bank. SHEPHERD, G. 1990. Forestry, Social Forestry, Fuelwood
and Environment. A tour of the Horizon. Social Forestry
Network 11a: 1-12. Overseas Development Institute. MAYERS, J., AND S. BASS 1999. (Eds.). Policy that
Works for Forests and People: Real Prospects for
Forest Governance and Livelihoods. Policy Overview. London: International Institute for Environment and
Development. p
SHEPHERD, G. 1992. Forest Policies, Forest Politics. In:
G. Shepherd ed Forest Policies, Forest Politics. London:
Overseas Development Institutes Publications. Pp. 5-27
SMITH, B. C. 1985. Decentralisation- The Territorial
Dimension of the State. London: George Allen and
Unwin Publications. SHEPHERD, G. 1992. Forest Policies, Forest Politics. In:
G. Shepherd ed Forest Policies, Forest Politics. London:
Overseas Development Institutes Publications. Pp. 5-27 MPFS 2001. Master Plan for Forestry Development. Manila:
Forest Management Bureau and Food and Agriculture of
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Policies and Institutions in Achieveing Sustainable
Forest Development. Unasylva 48 190/191: 69-78. POFFENBERGER, M., and B. McGEAN 1993. REFERENCES Upland
Philippine Communities: Gardians of the Final Forest
Frontiers. Research Network Report No. 4. Berkeley:
Center for Southeast Asia Studies. TURNER, M. and D. HULME 1997. Governance,
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Population, and the Philippines Future. World Resource
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of Participatory Conservation. In: P Utting, ed. Forest
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PENRO, Nueva Vizcaya 2004. Compilation of CBFM
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Impact of School-Based Interventions on Children’s Healthful Nutritional Outcomes (2009-2013): Implications for Future Research
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International journal of child health and nutrition
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*Address correspondence to this author at the Department of Psychology and
Anthropology, Faculty of Nursing and Ocuppational Therapy, University of
Extremadura Avda. de
la Universidad s/n, 10003 Cáceres, Spain;
Tel: 927257000/Ext. 51241; E-mail: prohlfsdomnguez@yahoo.es International Journal of Child Health and Nutrition, 2015, 4, 180-193 International Journal of Child Health and Nutrition, 2015, 4, 180-193 180 Impact of School-Based Interventions on Children’s Healthful
Nutritional
Outcomes
(2009-2013):
Implications
for
Future Paloma Rohlfs Domínguez* Department of Psychology and Anthropology, Faculty of Nursing and Ocuppational Therapy, University of
Extremadura, Cáceres, Spain Abstract: Objective: The objective was to review the literature on school-based interventions during compulsory
education (published in 2009-2013) that may be effective in increasing healthful nutritional outcomes in children. Specific
strategies and their limitations will be identified. Methods: A qualitative systematic analysis of seventeen school-based interventions applied to six-eleven year-old
children, and published in peer-reviewed journals from 2009-2013 was carried out. Results: These studies taken as a whole used a variety of fourteen strategies, such as provision of nutritional and
gardening education; repeated exposure to vegetables (V); peer and adult modelling; chefs going into schools to teach
healthy nutritional issues. These studies showed four types of limitations: limitations derived from the experimental
designs and experimental procedures used and limitations affecting participant samples and data collection. Fifteen
recommendations for overcoming the targeted research limitations were identified, such as applying the intervention
during longer time intervals; examining the effectiveness of these interventions in different ethnicities and socioeconomic
groups; including larger participant samples; using randomized designs. Finally, six new working hypotheses to guide
future studies are proposed here. For example, a small number of V offered might lead to insufficient opportunities to
learn to like the flavour of V; schools’ previous experience with these interventions might distort children’s post-
intervention data related to their nutritional outcomes; providing children with nutritional and gardening education might
increase their fruit (F) selection, consumption and preferences and application of evaluative conditioning under more
appropriate experimental conditions might increase child V consumption. Conclusion: seventeen school-based interventions were included. These studies taken as a whole used a variety of
strategies (fourteen), and showed four types of limitations. Fifteen recommendations for overcoming the targeted
research limitations as well as six new hypotheses are proposed here. Future research in this field should focus on
overcoming its research limitations, such as the ones highlighted here, and building new working hypotheses, such as
those proposed here. Keywords: Children, vegetables, fruits, consumption, schools. INTRODUCTION and modify the establishment of stable food preference
patterns and nutritional habits [14-18]. It is well known that early vegetable consumption -a
healthy nutritional habit - counteracts childhood
obesity, one of the most worrying public health
problems throughout the world [1], as well as health
problems
in
adulthood,
such
as
obesity
[2],
hypertension,
heart
disease
and
cancer
[3-5]. Children’s intake rates remain, however, lower than
national recommendations [6, 7], an average of 3
portions daily in Europe [7]. In Spain, primary education is compulsory for 6-12-
year-old children [19], while children from birth until the
age of 6 years may voluntarily attend schools specially
designed for their early age (kindergarten) [20]. It has
been estimated that at least 20% of the children who
attend a Spanish school (either private or public) have
lunch (the main meal in Spain) each day in school
during the 8-9 month academic period [21]. Other
countries, such as the United Kingdom, Ireland,
Argentina, Sweden, and United States of America also
provide children with food in the school dining rooms
[22-26]. Therefore, the fact that many children receive
at least one meal at school is not only exclusive to
Spain, but is a worldwide social phenomenon. Children’s patterns of food intake are also linked to
their food preferences [8, 9] and their liking for specific
foods [10], those early preferences lasting until
adolescence and even young adulthood [11-13]. However, these early likings and preferences for foods
are not immutable. Indeed, early experiences (i.e. during childhood) with edibles, including V, may induce Because the school is an environment that provides
many children with edibles, it may thereby shape
childhood food preferences and eating habits [27-30]. © 2015 Lifescience Global
Based on this brief overview, the following
questions were considered:
Which school-based Based on this brief overview, the following
questions were considered:
Which school-based E-ISSN: 1929-4247/15 Impact of School-Based Interventions on Children’s Healthful Nutritional
International Journal of Child Health and Nutrition, 2015, Vol. 4, No. 3 1 Impact of School-Based Interventions on Children’s Healthful Nutritional International Journal of Child Health and Nutrition, 2015, Vol. 4, No. 3 Impact of School-Based Interventions on Children’s Healthful Nutritional
International Journal 181 interventions during the compulsory education period
may be effective in increasing healthful nutritional
outcomes in children? Nutritional outcomes are
considered here as being healthy when the involved
edibles were fruits (F), V, or F and V (FV). Criteria for Considering Studies A literature search of published studies on food
consumption by children in school settings was carried
out. More specifically, studies were included if they
dealt
with
several
particular
healthy
nutritional
outcomes (Table 1). Moreover, studies were included if
they were school-based, that is, if they were clearly
carried out, at least partially, in any physical space of
the target school buildings, such as classrooms, dining
halls or cafeterias. The focus of the present work
concerns 6-11 year-old children exclusively, an age-
range when children are typically required to attend
compulsory education at schools worldwide [19]. Younger children, in contrast, may attend school in
many European countries, such as Spain [20] and
Germany [31] as well as the USA [32], but in a
voluntary way, depending on parents' wishes. Children
older than 11 years are approaching adolescence [33,
34], and the focus is childhood. A wide range of study
designs were included in order to ensure the inclusion
of a vast spectrum of intervention strategies that
improved children's healthy nutritional outcomes. Indeed, randomized and non-randomized, controlled
and
non-controlled
trials
and
school-based
interventions with and without follow-up evaluations
were included. Furthermore, this work includes only
those studies that were published in peer-reviewed
journals between 2009 and August 2013. Previous
related work [35] focused on similar school-based
interventions published between 2000 and 2008. Table 2: Inclusion and Exclusion Criteria Inclusion criteria
1. Intervention: school-based. 2. Targeted edibles: F, V or FV. 3. Setting: compulsory education (6-11 year old). 4. Outcomes: Table 1. 5. Years of publication: from 2009 to August 2013. 6. Study design: randomized and non-randomized, controlled
and non-controlled trials and school-based interventions with
and without follow-up examinations. Exclusion criteria
1. Not school-based intervention. 2. Not focused on FV. 3. Targeted children having a specific medical problem. 4. Children aged outside the age range 6-11 years. Inclusion criteria
1. Intervention: school-based. 2. Targeted edibles: F, V or FV. 3. Setting: compulsory education (6-11 year old). 4. Outcomes: Table 1. 5. Years of publication: from 2009 to August 2013. 6. Study design: randomized and non-randomized, controlled
and non-controlled trials and school-based interventions with
and without follow-up examinations. Exclusion criteria
1. Not school-based intervention. 2. Not focused on FV. 3. Targeted children having a specific medical problem. 4. Children aged outside the age range 6-11 years. Inclusion criteria
1. Intervention: school-based. 2. Targeted edibles: F, V or FV. 3. Setting: compulsory education (6-11 year old). 4. Outcomes: Table 1. 5. Years of publication: from 2009 to August 2013. 6. Study design: randomized and non-randomized, controlled
and non-controlled trials and school-based interventions with
and without follow-up examinations. Exclusion criteria
1. Not school-based intervention. 2. Not focused on FV. 3. Targeted children having a specific medical problem. 4. Children aged outside the age range 6-11 years. Search Strategy The search strategy involved Academic Search
Complete,
PubMed
and
ScienceDirect
as
the
databases to identify published studies. Only studies
that met all of the following criteria were included:
population (6-11 year-old and thus school-aged
children); interventions (school-based interventions,
school-based nutrition programs, or school-based
nutritional interventions); school food environment
(school lunches, school meals, canteen, cafeteria, or
food services); targeted edibles (FV); nutritional
outcomes. INTRODUCTION What
limitations
are
found
in
these
school-based
interventions? How can these limitations be overcome
in future research efforts to develop viable strategies
for promoting healthy nutritional outcomes in children? In an attempt to answer these questions, pertinent
research on school-based interventions published from
2009 to 2013 is reviewed. This work begins with a
description of the criteria for considering studies and
the corresponding search strategy, along with a
synthesized comparison of the study findings. This is
followed by a discussion of the implications of the
results of these studies for future research in this field
(recommendations for overcoming identified research
limitations and new working hypotheses). Indeed, this work aims to complement that earlier
research. Studies were excluded if they were not
school-based, if they targeted pupils showing medical
specific problems and/or children older or younger than
the above-mentioned targeted age range (Table 2). Table 1: Healthy Nutritional Outcomes Included
1. FV-related nutritional knowledge. 2. Preferences for FV. 6. FV consumption. 3. Liking for FV. 4. Attitudes toward FV. 5. FV-related abilities, such as FV identification. 6. Willingness to try FV. Table 1: Healthy Nutritional Outcomes Included Table 1: Healthy Nutritional Outcomes Included Synthesized Comparison of Study Findings A total of seventeen studies that met the inclusion
criteria were included. A systematic analysis and
descriptive review of these studies, rather than a International Journal of Child Health and Nutrition, 2015, Vol. 4, No. 3 Paloma Rohlfs Domínguez 182 ,
,
,
g
Table 3: Characteristics of the Studies Included in this Review
Reference
Objectives
Explicit Hypothesis
Study Design,
Follow-up
Participants (Groups, Age
and sample size)
1. [36]
To increase children's
knowledge of healthy nutritional
habits; psychosocial variables. Associated with eating FV. And
preferences for FV. Children of the intervention
group would achieve these
objectives in a more extent
than the control group. Randomized trial. Controlled trial. No follow- up. One intervention group. One control group. 9-11 years
n = 255. 2. [37]
To examine how slicing apples
and oranges affect children's
selection and consumption of
fruit. Non-randomized
trial. Non-controlled trial. No follow- up. One intervention group. No control group. Kindergarten-9-10 years. n = 491. 3. [38]
To examine the impact of a
school garden on children's FV
knowledge, preference and
consumption. Children of the intervention
group would be more likely to
choose and eat vegetables
during the lunch time after the
intervention, in comparison
with both control groups. Non-randomized
trial. Controlled trial. No follow- up. One intervention group:
Nutrition education and
gardening. Two control groups:
1) Only nutrition education. 2) No intervention. 7-8 years. n = 115. 4. [39]
To examine if repeated tastings
of vegetables would increase
children's liking for vegetables. To determine the number of
tastings required for changing
children's disliking for
vegetables to liking them or
liking them a lot. Repeated exposure to
vegetables would increase
children's liking for vegetables. Non-randomized
trial. Non-controlled trial. No follow- up. Three intervention groups:
1) Children who did not like
vegetables prior to the
intervention. 2) Children who liked them
prior to the intervention. 3) Children who liked them a
lot prior to the intervention. No control group. 9-11 years. n = 360. 5. [40]
To examine the effect of a
comprehensive school
intervention on nutritional
knowledge, attitudes and
behaviours. In comparison to the other
children, the children most
exposed to the intervention
would show:
1) Greater increases in
nutritional knowledge. 2) Positive changes in attitudes
toward healthy eating
behaviours, including
preferences for FV. 3) More consumption of FV at
the school and outside of the
school. Non-randomized
trial. Non-controlled trial. No follow- up. Synthesized Comparison of Study Findings Three intervention groups:
1) High-degree intervention
development. 2) Medium-degree intervention
development. 3) Low-degree intervention
development. No control group. 9-11 years. n = 327. 6. [41]
To improve the school
environment and child nutrition
by youth partnerships. Child peer leaders' implication
in the whole intervention
process (planning,
implementation and evaluation
of results) would improve their
dietary intake, in comparison to
the control group. Non-randomized
trial. Controlled trial. No follow- up. Two intervention groups, which
received a nutritional education
program by the researchers
and peers:
1) These peers implemented a
FV snack stand in classrooms. 2) These peers implemented
the access to the teachers'
salad bar. One control group, which
received only the standard
classroom nutrition education
without peers' implication. 9-10 years. Table 3: Characteristics of the Studies Included in this Review Impact of School-Based Interventions on Children’s Healthful Nutritional
International Journal of Child Health and Nutrition, 2015, Vol. 4, No. 3 183 183 (Table 3). Continued. Reference
Objectives
Explicit Hypothesis
Study Design,
Follow-up
Participants (Groups, Age
and sample size)
7. [42]
To increase children’s liking for
FV by offering them repeated
opportunities to taste these
items. Non-randomized
trial. Non- controlled trial. Follow-up: at 4
th and
10
th post
intervention months. Two intervention groups:
1) Children who disliked the
targeted FV before the
intervention. 2) Children who liked the
targeted FV before the
intervention. No control group. 6-9 years. n = 379. 8. [43]
To examine the impact of a
multi-component, theory-based
intervention in children’s FV
consumption, preferences,
knowledge and body mass
index. Children exposed to the
intervention would show an
increased FV knowledge,
preferences and lunch time
consumption as well as lower
BMIs, in comparison to the
control group. Randomized trial. Controlled trial. Follow-up: at the
first-3th post-
intervention years. One intervention group. These
children were exposed to the
intervention. One control group. These
children were not exposed to
the intervention. Mean age: 6.2 years. n = 149. 9. [44]
To examine the effects of
exposure to vegetables of
different liking levels on
children's liking for and intake of
vegetables. 1) Exposure to vegetables
would increase children's
preferences for and intake of
vegetables. 2) Changes in liking, derived
from exposure to vegetables,
would be transferred to similar
non-exposed vegetables. 3) Children would show
increases and decreases in
liking for and intake of neutrally
liked vegetables paired with
liked and non-liked vegetables,
respectively. Randomized trial. Controlled trial. Synthesized Comparison of Study Findings Follow-up: at the
first-post-
intervention day. Three intervention groups:
1) These children received a
mixture of a neutrally liked
vegetable and a liked
vegetable. 2) These children received only
a neutrally liked vegetable. 3) These children received a
mixture of a neutrally liked
vegetable and a disliked
vegetable. One control group. These
children did not receive any
exposure intervention. 9-11 years. n = 345. 10. [45]
To evaluate the effects of a
multi-component nutrition
education program on children's
knowledge, attitudes and
behaviours related to
consumption of FV. Non-randomized
trial. Controlled trial. No follow- up. Two intervention groups:
1) Children received an
educational program. Teachers
and parents were involved in
the intervention as role models
for behaviour change. 2) Children received an
educational program, but
teachers and parents were not
involved in the intervention. One control group. These
children did not receive the
educational program. 8-11 years. n = 399. 11. [46]
To examine the impact of an
educational program together
with repeated food exposures
on children's ability to identify
FV and willingness to try FV. Children who received the
nutritional education program
together with food exposures
would be better at identifying
and more willing to try FV,
compared to other children. Non-randomized
trial. Non-controlled trial. No follow- up. Two intervention groups:
1) Children who received the
educational program plus
repeated FV exposures. 2) Children who only received
the educational program. No control group. 5-6 years 184 International Journal of Child Health and Nutrition, 2015, Vol. 4, No. 3 Paloma Rohlfs Domínguez 184 (Table 3). Continued. Reference
Objectives
Explicit Hypothesis
Study Design,
Follow-up
Participants (Groups, Age
and sample size)
12. [47]
To examine the impact of the so
called CHANGE intervention on
children's diet quality, thus
preventing children's unhealthy
weight gain. Children exposed to the
intervention would improve
their diet quality, in comparison
with other children. Randomized trial. Controlled trial. No follow- up. One intervention group. These
children were exposed to the
intervention. One control group. These
children were not exposed to
the intervention. 6-12 years. n = 432. 13. [48]
To examine the effects of chefs
going into schools to teach
children to prepare and taste
healthy food on children's food
preparation and consumption as
well as cooking confidence. Randomized trial. Controlled trial. No follow- up. One intervention group. These
children were exposed to the
intervention. One control group. These
children were not exposed to
the intervention. 9-11 years. Synthesized Comparison of Study Findings n = 169. 14. [49]
To examine the effectiveness of
the choice strategy on children's
vegetable consumption. Children provided with choice
would consume more
vegetables than children not
provided with choice. Children having choice
availability continuously during
the meal would show a higher
vegetable intake than those
who had choice availability
only once. Randomized trial. Controlled trial. No follow- up. Two intervention groups:
1) Children chose the
vegetable to ingest once
before the meal. 2) Children chose the
vegetable during the meal,
whenever they made a bite. One control group. These
children could not choose the
vegetable. 4-6 years. n = 150. 15. [50]
To examine the effectiveness of
adult modelling (the teacher
being the exposure model) on
children's fruit intake. Randomized trial. Controlled trial. Follow-up: at the
first post-
intervention year. Two intervention groups:
1) Children were exposed only
to an educational program. 2) Children were exposed only
to adult modelling. One control group. These
children were not exposed to
any intervention. 9 years. n = 184. 16. [51]
To examine the effectiveness of
integrating animal cartoon
characters into a
comprehensive nutritional
education program in children's
FV consumption and physical
activity. Non-randomized
trial. Non-controlled trial. No follow-up result
assessment. One intervention group. These
children were exposed to the
intervention. 8-11 years. n = 4,128. 17. [52]
To examine the effectiveness of
peer modelling combined with
rewarding in children's FV. Non-randomized
trial. Non-controlled trial. No follow-up result
assessment. Three intervention groups:
1) Children who consumed no
fruit at pre-intervention base
line. 2) Children who consumed no
vegetable at pre-intervention
base line. 3) Children who consumed FV
at pre-intervention base line. All these children were
exposed to the intervention. No control group. 6-11 years. n = 253. Impact of School-Based Interventions on Children’s Healthful Nutritional
International Journal of Child Health and Nutrition, 2015, Vol. 4, No. 3 185 Impact of School-Based Interventions on Children’s Healthful Nutritional 185 (Table 3). Continued. Country, City, School physical
space
Procedures
Results (they are significant)
Limitations
USA; Southeast Louisiana. Classrooms of different public
schools. Provision of nutritional
knowledge aimed to learn
the physiology of
digestion and the
importance of consuming
healthy foods, such as
FV. Modification of children's
social environment
leading to encourage to
consume FV. In comparison to control children,
children of the intervention group
showed an increase in their
healthy nutritional knowledge,
and the psychosocial variables
associated with eating FV were
improved. Synthesized Comparison of Study Findings However, their preferences for
FV did not change. The program had a relatively short, 12-
week duration. This may be insufficient
time for changing children's food
preferences. Follow-up assessment of the program
was not examined, so long-term
effects of the program are unknown. The majority of children were black
and resided in low-income households,
so results cannot be generalized to
other socioeconomic groups and
ethnicities. USA; Rural Kentucky. One school cafeteria. The kitchen staff was
asked to serve whole and
sliced apples and oranges
in the usual manner. On day 1, children could
choose the sliced fruits
among other food options. On day 2, children could
choose the whole fruits
among other food options. Slicing fruit encouraged children's
fruit selection and consumption,
only in the case of oranges. The greatest slicing effect was
observed among the younger
children. There were no independent subject
and food samples, so different factors
from slicing may have (also) influenced
the results. Results cannot be generalized to other
populations. USA; Southeastern. Classrooms and garden of one
school. Provision of nutritional
and gardening education. The first hypothesis was fulfilled. However, the intervention group
and the first control group
showed, with no significant
differences between both groups,
greater improvements in nutrition
knowledge than the second
control group. There was no impact on
children’s fruit-related knowledge,
preferences and consumption. The study did not use a randomized
design. The sample size was not as large as
desirable. The study did not include a follow-up
assessment to determine long-term
results. Participants were predominantly white,
second-grade population, and results
should not be generalized to other
populations. USA; South-eastern Louisiana. The cafeterias and classrooms
of four low-income public
schools. Provision of a vegetable
tasting program combined
with a nutritional
education program. Liking for the majority of the
targeted vegetables was
increased in the first group of
children. No changes in liking for the
vegetables were observed in the
other two groups. Children were 9-11 year old and
attending low-income schools of
South-eastern Louisiana. The 80% of
them were black, so results should not
be generalized to other populations. Questionnaires were used to collect
information on children, and social
desirability might have biased the
results. There was no control group. A random design was not used. Lower rate of participation of children
of the first group. USA; California. Classrooms; dining halls and
gardens of different schools. Synthesized Comparison of Study Findings A combined provision of
nutritional lessons,
cooking and garden
classes, as well as
exposure to FV. There was no difference in
nutritional knowledge nor
attitudes toward healthy eating
behaviours by intervention
degree. The most increases in
preferences for FV were found in
the children of the high-degree
intervention development. These
children also showed significant
increases in FV consumption, but
only at the school, while children
of the low-degree intervention
development showed a decrease
in this variable
Nor control nor random design was
used. Some schools had advantage over
other schools in implementing the
intervention because of their greater
experience in this program. The youngest children had difficulties
in providing researchers the
information required. Some of the information was collected
only in working days, weekends having
been omitted. The intervention was not applied at
home The intervention was not applied at
home. 186 International Journal of Child Health and Nutrition, 2015, Vol. 4, No. 3 Paloma Rohlfs Domínguez 186 (Table 3). Continued. Country, City, School physical
space
Procedures
Results (they are significant)
Limitations
USA; rural East Tennesee. Classrooms of different schools. Provision of taste-related
FV experiences by child
peers and/or adults. The first intervention group
showed an increased fruit
consumption. The second intervention group
showed a reduced energy intake. The second intervention group showed
a reduced fruit and vegetable intake,
due to problems related to the
measurement of dietary consumption. USA; Southeast Louisiana. Cafeteria of low-income schools. Repeated exposure to FV
during 8 weeks. Children of the first group showed
an improvement of their liking for
FV after the intervention and
maintained this improvement at
both follow-up assessments. There were some gender and
grade differences at each
assessment time. The number of exposures
required for observing these
increases in liking for FV were
two and three, respectively. Children of the second group
maintained their liking status at
each assessment time, and there
were no gender or grade
differences. Participants were first, 2th and 3th
graders from low-income schools, so
results should not be generalized to
other populations. Social desirability could have
influenced children’s responses. There was no control group. USA; North-eastern. Classrooms, lunchrooms of
different schools and children’s
homes. Provision of the following
components for promoting
FV consumption:
1) Loudspeaker
announcements. 2) Instructional material
(DVD). 3) Contingent rewarding
on a bite of FV. 4) Take-home activity
books. The sample size was not as large as
desirable, which may affect results’
generalization. Synthesized Comparison of Study Findings In comparison to the control
group, the intervention group
increased the FV consumption,
although this effect declined
across time. Preferences for FV and BMIs did
not change between groups. There were persistent increases
on children’s FV knowledge. The sample size was not as large as
desirable, which may affect results’
generalization. Denmark; Copenhagen. Classrooms. Repeated exposure to
vegetables in the context
of an evaluative
conditioning. In comparison to the control
group, liking for most vegetables
decreased after the intervention,
but tended to recover somewhat
during the follow-up. Vegetable intake decreased after
the intervention. Intake quantity varied across the
type of vegetable servings. Indeed, children consumed more
of neutrally liked vegetables
when these items were paired
with a liked vegetable than when
served alone or together with a
disliked vegetable. Most of the children were Caucasian
and middle class, so results should not
be generalized to other populations. All classes received similar, but
alternating serving orders of
vegetables at liking test days, thus
leading to confounding between
serving order and intervention group. There could have been peer influences
affecting the data. There could have been some
overestimations of the intake data, in
the case of children who dropped their
vegetables on the floor. USA; Los Angeles. Classrooms. Adult modelling. Nutrition education
sessions. Interactive activities. Neither of the 2 intervention
groups showed an increased FV
consumption. Neither of the 2 intervention
groups showed an increased
availability of FV at home. Only children of the first
intervention group showed
increases in knowledge, attitudes
and beliefs toward vegetables. The parent/teacher influence on
children's FV attitudes increased
only in the first group. Participant groups represented only a
few of some specific ethnic groups, so
results should not be generalized to
other populations. The small size of the firs intervention
group was to small to observe changes
in FV consumption. There was no follow-up result
assessment. There was no intervention on the
school food environment, this resulting
in no behavioural change in vegetable
consumption. All classes received similar, but
alternating serving orders of
vegetables at liking test days, thus
leading to confounding between
serving order and intervention group. There could have been some
overestimations of the intake data, in
the case of children who dropped their
vegetables on the floor. Participant groups represented only a
few of some specific ethnic groups, so
results should not be generalized to
other populations. Synthesized Comparison of Study Findings The small size of the firs intervention
group was to small to observe changes
in FV consumption. There was no follow-up result
assessment, so it is not known,
whether the results found are
sustained in the long-term. There was no follow-up result
assessment. There was no intervention on the
school food environment, this resulting
in no behavioural change in vegetable
consumption. Impact of School-Based Interventions on Children’s Healthful Nutritional
International Journal of Child Health and Nutrition, 2015, Vol. 4, No. 3 187 (Table 3). Continued. Country, City, School physical
space
Procedures
Results (they are significant)
Limitations
USA; Williamsburg James City. The classrooms of two different
schools. An educational program,
which included
interactivities about
healthy eating and
physical activity. Repeated exposure to FV. All children were better able to
identify FV. Only the children of the first
intervention group were more
willing to try FV. There were no changes in
children's identification abilities or
willingness to try vegetables. Children may have had insufficient
opportunities to learn to like the flavour
of the vegetables, due to the small
number of vegetables offered. There was no follow-up result
assessment, so effects of the
intervention over the long-term are
unknown. USA; rural areas of California,
Kentucky, Mississippi and South
Carolina. Classrooms and cafeterias of
different schools; children's
homes. Changes in the foods
offered in the cafeteria:
more FV and whole grains
and less added-sugar and
saturated-fat products. Educational program
based on the social-
cognitive theory. Parent and community
outreach components. In comparison to the control
group, children of the intervention
group showed an increased
consumption of vegetables and
combined FV, as well as a trend
to consume more fruits. They also showed a reduced
average daily dietary glycaemic
index. There were no differences in
children’s consumption of whole
grains. Results are not generalizable to other
populations. Many children who agreed to
participate in the study failed to
complete a second survey at the end
of the intervention. England; Est London, West
London, North West England
(near Manchester and Liverpool)
and Midlands. Classrooms of different schools. Instructional lessons. Sensory experiences
focused on taste. Practical cooking sessions
with a chef. In comparison to the control
group, the intervention group
showed gains in skills and
confidence to prepare and ask for
the ingredients to be purchased
for use in home. These children
also showed an increased
vegetable consumption. There was no follow-up result
assessment, so it is not known,
whether the results found are
sustained in the long-term. Spain; Granada. Dining halls of different schools. Provision of choice
availability at the lunch
time. Children of both intervention
groups ate more vegetables than
the control group. No control group was used.
Only one school participated in the
study, which may affect the
generalization of results.
The socioeconomic status or ethnicity
in schools with more cultural diversity
may impact the results.
No follow-up assessment was carried
out to check the stability of results in
the long-term. There was no follow-up result
assessment. There were no differences
between both choice conditions. There was no follow-up assessment,
so it is not known, whether the results
found are sustained in the long-term. Children's motivation (liking or
preference) for the targeted vegetables
during and after the meal was not
measured. Children's attentional focus during the
meal was neither measured. Greece; Chipre. Classrooms. Provision of a nutritional
educational program. Adult modelling. In comparison to the control
group, both intervention groups
exhibited a higher fruit intake. At 1-year follow-up, that increase
remained only for the children of
the 2th intervention group. The misreported food information: food
record during weekends was omitted. Parents reported information for their
children, but they may not know
exactly what their children ate outside
the school. The results were obtained from a
single school district, so results are not
generalizable to other populations. USA; Minessota. Classrroms and cafeteris. Children's exposure to
animal cartoon
characters. Provision of nutritional
lessons. Addition of FV to the
menus offered in the
cafeterias. Self-reported consumption of FV
was improved. The number of sessions attended
and improvements in fruit
consumption was weakly but yet
significantly related. No control group was used. The survey used self-reported
dichotomous questions. USA; Northen Utah. Cafeteria. Children watched videos
in which heroic peers
were eating FV, and
received a reward for
eating FV. Children's FV intake increased
after the intervention. This effect
was more discriminable among
children of the first intervention
group. No control group was used. Only one school participated in the
study, which may affect the
generalization of results. The socioeconomic status or ethnicity
in schools with more cultural diversity
may impact the results. No follow-up assessment was carried International Journal of Child Health and Nutrition, 2015, Vol. 4, No. 3 Paloma Rohlfs Domínguez 188 of the psychosocial variables associated with eating FV
is also found, but there were no changes in
preferences for FV [36]. These authors therefore
recommend that future research should identify ways to
increase children’s tasting and exposure to these
healthy foods, in addition to those strategies, in order to
change their preferences for FV. Following this
research line, at least three studies have obtained
positive results. Wang et al. [40] found that provision of
nutritional
lessons,
combined
with
cooking
and
gardening classes, as well as exposure to FV,
increases children's consumption of and preferences
for FV. DISCUSSION AND IMPLICATIONS FOR FUTURE
RESEARCH Based on the review of the included studies, the
answers to the three questions formulated in the
introductory section are presented below, along with
several implications for future research. There was no follow-up result
assessment. Nutritional knowledge or attitudes toward
healthy eating are not affected by this intervention,
however. The authors of this study suggest that the
potential advantage of some of the schools over others
in the implementation of the intervention (because of
previous relevant experience) may have distorted
children’s post-intervention data related to their
knowledge and attitudes toward healthy eating. That is,
this previous experience could have resulted in a
ceiling
effect. Therefore,
future
school-based
interventions
should
also
control
this
variable. Secondly, a school-based intervention that combined
an educational program and repeated exposure to FV
improves children's ability to identify FV as well as
willingness to try FV [46]. These variables are likely to
promote FV consumption in children, a hypothesis that
should be tested in the future. Thirdly, exposing
children to animal cartoon characters within a
comprehensive
nutritional
education
program
consisting of the provision of nutritional lessons, plus
addition of FV offered in the school cafeterias,
improves
children's
self-reported
FV
and
F
consumption [51]. meta-analysis, was conducted because of the marked
heterogeneity
in
the
types
of
school-based
interventions carried out. Furthermore, the studies used
a wide range of methods and outcomes to assess
effects on children's nutritional outcomes. The included
studies were analyzed according to the three research
questions formulated in the introductory section: which
school-based interventions executed during that period
may be effective in increasing these healthful nutritional
outcomes in children? What limitations do these
studies present? How would it be possible to overcome
these limitations in future investigations of viable
strategies for promoting child healthy nutritional
outcomes? (Table 3). School-Based Interventions Executed During the
Compulsory
Education
Period
that
may
be
Effective
in
Increasing
Healthful
Nutritional
Outcomes in Children 4, No. 3 189 tastings [39, 42]. Therefore, it is suggested that future
research should examine whether adding to the
targeted V some sweetener or even a sweet F, that is,
using
the
so-called
evaluative
conditioning
experimental paradigm –within this paradigm, a neutral
or even rejected stimulus is paired with an already liked
stimulus- (see Gast, Gawronski and De Houwer [53] for
a review) might increase children’s liking for V that is
already liked (but see Olsen et al. [44] for a different
point of view). Indeed, as it is have been pointed out in
a previous section, these authors found no increases in
liking for or intake of already liked V motivated by
evaluative conditioning. Authors of this study attribute
this result, either to children’s limited attention focused
on the targeted V, due to peer influence, or to
children’s V-related boredom sensation or the large
size of V servings. Future research should examine
evaluative conditioning related to child V consumption
under more appropriate experimental conditions. demonstrated to increase children's V intake as well as
their skills and confidence to prepare and ask for the
ingredients to be purchased for use at home [48]. Finally, promotion of FV consumption by means of
loudspeaker announcements, instructional material
(DVD), contingent rewards, and take-home activity
books has been found to increase children's FV
consumption, although this effect declines across time
(three months later) [43]. This kind of intervention has
also
demonstrated
increases
in
children's
FV
knowledge, but does not change their preferences for
FV, however [43]. These authors attribute this result to
the fact that they did not make the FV more palatable. Therefore, the effectiveness of increased palatability of
the FV served in enhancing children’s preferences for
those food items should be tested in the future. As can be seen, the effectiveness of a school-based
intervention in increasing healthful nutritional outcomes
in child population relies on the specific strategy or
strategies used. Across the included studies, fourteen
strategies have been used (Table 4). In addition to the strategies that have been
discussed so far in this section, there are four more
that deserve readers’ attention. The first involves
manipulation of the food environment at schools. For
example, offering sliced F in the cafeteria has been
shown to encourage children's F selection and
consumption of oranges, especially among younger
children, but does not impact consumption of apples
[37]. School-Based Interventions Executed During the
Compulsory
Education
Period
that
may
be
Effective
in
Increasing
Healthful
Nutritional
Outcomes in Children Provision of loudspeaker announcements, instructional
material (DVD), contingent rewarding on a bite of FV, and
take-home activity books. 10. Provision of an educational program combined with repeated
exposure to FV. 11. Offering more FV in the school cafeteria. 12. Chefs going into schools to teach healthy nutritional issues. 13. Provision of the opportunity to choose the V to ingest. 14. Exposure to animal cartoon characters within a
comprehensive nutritional education program. 3. Provision of nutritional and gardening education. 9. Provision of loudspeaker announcements, instructional
material (DVD), contingent rewarding on a bite of FV, and
take-home activity books. 10. Provision of an educational program combined with repeated
exposure to FV. 12. Chefs going into schools to teach healthy nutritional issues. 14. Exposure to animal cartoon characters within a
comprehensive nutritional education program. School-Based Interventions Executed During the
Compulsory
Education
Period
that
may
be
Effective
in
Increasing
Healthful
Nutritional
Outcomes in Children Therefore, future research should develop
additional age- and F-specific strategies to encourage
child F consumption. Similarly, offering children more
FV and whole grains with less added-sugar and
saturated-fat products in the school cafeteria has been
found to increase children's V and FV consumption
while
reducing
dietary
glycaemic
index
[47]. Furtheremore, providing children with the opportunity to
choose the V to ingest once before the meal or
whenever they take a bite during the meal has been
demonstrated to increase their V intake [49]. The
second strategy refers to others’ influence. Provision of
a FV snack stand in classrooms by peers increased
children's F consumption [41]. Furtheremore, peer
modeling has been observed to increase children's FV
intake [52], and adult modeling also increased
children's knowledge, attitudes and beliefs toward FV,
although it did not increase their FV consumption nor
availability of FV at children's home [45]. Such
modelling also increases children's F consumption,
with this effect remaining across time (one year later)
[50]. The third strategy is associated with the influence
of chefs. School programs in which chefs teach
children to prepare and taste healthy food has been Table 4: Essential Strategies Used by School-Based
Interventions Identified 1. Provision of nutritional knowledge combined with modification
of children's social environment. 2. Slicing F. 3. Provision of nutritional and gardening education. 4. Repeated exposure to V. 5. Provision of nutritional lessons, combined with cooking and
gardening classes, and exposure to FV. 6. Provision of a FV snack stand in classrooms by peers. 7. Peer modelling. 8. Adult modelling. 9. Provision of loudspeaker announcements, instructional
material (DVD), contingent rewarding on a bite of FV, and
take-home activity books. 10. Provision of an educational program combined with repeated
exposure to FV. 11. Offering more FV in the school cafeteria. 12. Chefs going into schools to teach healthy nutritional issues. 13. Provision of the opportunity to choose the V to ingest. 14. Exposure to animal cartoon characters within a
comprehensive nutritional education program. 1. Provision of nutritional knowledge combined with modification
of children's social environment. 2. Slicing F. 3. Provision of nutritional and gardening education. 4. Repeated exposure to V. 5. Provision of nutritional lessons, combined with cooking and
gardening classes, and exposure to FV. 6. Provision of a FV snack stand in classrooms by peers. 7. Peer modelling. 8. Adult modelling. 9. School-Based Interventions Executed During the
Compulsory
Education
Period
that
may
be
Effective
in
Increasing
Healthful
Nutritional
Outcomes in Children School-based
interventions
focused,
at
least
partially, on providing children with nutritional education
programs are effective in increasing healthful nutritional
outcomes. Indeed, it has been demonstrated that
children provided with nutritional and gardening
education are more likely to choose and eat a variety of
V (i.e. carrots, broccoli, cabbage and zucchini) during
lunch
time. This
strategy
also
increases
their
preferences
for
these
items. Their
nutritional
knowledge also improves if they are exposed to this
combination of strategies, but to the same extent as
when children only receive nutritional education [38]. Furthermore, this type of intervention does not impact
children’s selection, consumption or preferences for F,
when only one F (i.e. blueberry) is offered [38]. Therefore, these authors recommend that future
research should examine the same intervention, but
using a variety of F. Providing children with nutritional
knowledge, such as the physiology of digestion and the
need for consuming healthy foods, using a language
adapted to their age, together with modification of the
social environment by, for instance, encouraging
children to participate in school assemblies where the
message to consume FV is delivered, also result in an
increase in healthy nutritional knowledge. Improvement Other effective school-based interventions are those
focused on repeated exposure to FV as the only
strategy applied. Repeated exposure increases liking
for V and FV in children who did not like the targeted
items before this repeated taste-related experience [39,
42]. This result was constant across time (four and ten
months later) and subject to gender and grade
variables [42]. In the case of F, fewer exposures –two
times- are required for observing an increase in liking
for these items, in comparison to the number of
exposures required to increase liking for V –three
times- [42]. The authors attribute this effect to children’s
innate liking and rejection for the sweet and bitter
tastes of F and V, respectively. In contrast, repeated
exposure does not change liking for V and FV in
children who already liked V before the repeated s on Children’s Healthful Nutritional
International Journal of Child Health and Nutrition, 2015, Vol. 4, No. 3 18 Impact of School-Based Interventions on Children’s Healthful Nutritional
International Journal of Child Health and Nutrition, 2015, Vol. 4, No. 3 Impact of School-Based Interventions on Children’s Healthful Nutritional International Journal of Child Health and Nutrition, 2015, Vol. 4, No. 3 n’s Healthful Nutritional
International Journal of Child Health and Nutrition, 2015, Vol. Limitations of these Studies and ways to Overcome
them in Future Research [38],
Lakkakula et al. [39], Lakkakula et al. [42], Olsen et al. [44], Prelip et al. [45], Cohen et al. [50], Perikou et al. [53], and Wengreen et al. [52]. Consequently, the
effectiveness
of
these
interventions
should
be
examined in different ethnic and socioeconomic groups
in the future. The second most common limitation of
this type is related to the participant sample size. This
was not as large as desirable in several studies, such
as those by Parmer et al. [38], Lakkakula et al. [39],
Hoffman et al. [43], Prelip et al. [45], and Cohen et al. [47]. Finally, previous experience of some schools with
these interventions may have resulted in advantages
over other schools in implementing the intervention, for
example, in the study by Wang et al. [40]. Hence, this
variable should be controlled in future school-based
interventions. 2. Limitations derived from the experimental
procedures used. Within such limitations, Wang et al. [40] highlight that their intervention was not applied at
home, thus the resulting increases in FV consumption
observed among some students concern only foods
eaten during school hours, and cannot be generalized
to foods consumed at home. None of the studies
described here targeted the home food environment,
so this limitation also affects them. Prelip et al. [45]
highlight, in turn, that their intervention did not target
the school food intervention, which may explain the
lack of changes in children's V consumption. Future
studies should combine both home and school food
environments. Thatchildren might have had insufficient
opportunities to learn to like the flavor of the V during
the intervention that included only 4 V offerings, is
another limitation hypothesized by Schindler et al. [46]. 4. Limitations concerning data collection. In some
studies, questionnaires were used to collect information
on children (i.e. Lakkakula et al. [39]); thus social
desirability might have biased the results [39]. Moreover, in the study by Leines et al. [51], the survey
used self-reported dichotomous questions, which limits
children's provision of information. As Wang et al. [40]
have argued, young children have difficulties in
providing
researchers
with
required
information
because of their still limited language capacities. For
these reasons, development of methods of data
collection adapted to children's age and language are
warranted. In some studies (i.e. Wang et al. [40];
Perikkou et al. Limitations of these Studies and ways to Overcome
them in Future Research Future research should therefore examine the
effectiveness of these interventions in the long-term by
adding at least one follow-up assesment at any post-
intervention month or even year. A second limitation
relates to the lack of control groups with which to
compare the results of the experimental groups. This
limitation is found in the studies by Swanson et al. [37],
Lakkakula et al. [39], Leines et al. [51], Wengreen et al. [52], and Wang et al. [40]. These comparisons are
essential for ascertaining whether the effectiveness of
a school-based intervention may be exclusively
attributed to manipulation of the independent variable,
in this case, the type of strategy used for improving
children’s healthy nutritional outcomes. Consequently,
a better examination of the efectivenness of these
school-based interventions by adding control groups is
warranted. The third limitation involves the lack of
randomized experimental designs. This limitation exists
in the studies by Parmer et al. [38], Lakkakula et al. [39], and Wang et al. [40]. Randomized experimental
designs also ensure attribution of the effectiveness of a
school-based intervention to the strategy used. To
better examine the effectiveness of these school-based
interventions randomized designs are thus necessary. Finally, short durations of the interventions may limit
their effectiveness. Tuuri et al. [36] argue that the
relatively short duration of their program - 12-weeks -
was insufficient to change children's outcomes. It is
therefore recommended to test their intervention in the
future, but with a longer duration. Hence, this hypothesis should be tested in the future. Olsen et al. [44], on their part, affirm that all participants
received similar, but alternating servings of V at liking
test days, thus leading to confounding between serving
order and intervention group, which has to be avoided
in future studies. Finally, Rohlfs Domínguez et al. [49]
underline that they did not assess children's motivation
(liking or preference) for the targeted stimuli, nor
attentional focus during and after their intervention, and
therefore endorse the need to assess these variables
in the future, to determine why children eat more V
under choice conditions. 3. Limitations affecting participant samples. The
most common of this type of limitation concerns the
limited generalization of the results due to the fact that
participants were mostly of one ethnicity (i.e. white or
black) or socioeconomic group (i.e. low-income
families). This limitation affects the interventions by
Tuuri, et al. [36], Swanson et al. [37], Parmer et al. Limitations of these Studies and ways to Overcome
them in Future Research Limitations of these studies can be placed into four
categories. 1. Limitations derived from the experimental designs
used. The most common of this type of limitation International Journal of Child Health and Nutrition, 2015, Vol. 4, No. 3 Paloma Rohlfs Domínguez 190 concerns the lack of follow-up assesments to check
whether the intervention remains effective in the long-
term. This limitation affects the studies by Tuuri, et al. [36], Prelip et al. [45], Schindler et al. [46], Caraher et
al. [48], Rohlfs Domínguez et al. [49] and Wengreen et
al. [52]. Future research should therefore examine the
effectiveness of these interventions in the long-term by
adding at least one follow-up assesment at any post-
intervention month or even year. A second limitation
relates to the lack of control groups with which to
compare the results of the experimental groups. This
limitation is found in the studies by Swanson et al. [37],
Lakkakula et al. [39], Leines et al. [51], Wengreen et al. [52], and Wang et al. [40]. These comparisons are
essential for ascertaining whether the effectiveness of
a school-based intervention may be exclusively
attributed to manipulation of the independent variable,
in this case, the type of strategy used for improving
children’s healthy nutritional outcomes. Consequently,
a better examination of the efectivenness of these
school-based interventions by adding control groups is
warranted. The third limitation involves the lack of
randomized experimental designs. This limitation exists
in the studies by Parmer et al. [38], Lakkakula et al. [39], and Wang et al. [40]. Randomized experimental
designs also ensure attribution of the effectiveness of a
school-based intervention to the strategy used. To
better examine the effectiveness of these school-based
interventions randomized designs are thus necessary. Finally, short durations of the interventions may limit
their effectiveness. Tuuri et al. [36] argue that the
relatively short duration of their program - 12-weeks -
was insufficient to change children's outcomes. It is
therefore recommended to test their intervention in the
future, but with a longer duration. concerns the lack of follow-up assesments to check
whether the intervention remains effective in the long-
term. This limitation affects the studies by Tuuri, et al. [36], Prelip et al. [45], Schindler et al. [46], Caraher et
al. [48], Rohlfs Domínguez et al. [49] and Wengreen et
al. [52]. CONCLUDING REMARKS future studies. Results reported by Olsen et al. [44]
could have reflected peer influences and the fact that
some children dropped the targeted items on the floor. Finally, Perikkou et al. [50] affirm that in their study
parents reported information for their children, but they
may not have known exactly what their children ate
outside the school. Therefore, peer influences, parents'
ignorance regarding what their children eat outside the
school and data loss due to children's actions
associated with dropping the targeted stimuli should be
avoided or compensated in future school-based
interventions. Ways to overcome these limitations are
summarized in Table 5. The present review aimed to identify school-based
interventions
executed
during
the
compulsory
education period that may be effective in increasing
healthful nutritional outcomes in children, along with
their associated limitations and implications for future
research. Seventeen
different
school-based
interventions that are effective in increasing children's
nutritional outcomes during this period were identified. Taken as a whole, these school-based interventions
vary according to the specific strategy used to promote
healthy nutritional outcomes in children and evidence
four types of limitations. Table 5: Strategies
for
Overcoming
the
Research
Limitations
of
School-Based
Interventions
Identified Table 5: Strategies
for
Overcoming
the
Research
Limitations
of
School-Based
Interventions
Identified I recommend fifteen ways to overcome the
limitations described above, and present six new
hypotheses to be assessed in the future. 1. Add at least one post-intervention follow-up assessment. 2. Add control groups. 3. Use randomized designs. 4. Apply the intervention during longer time intervals. 5. Include the home and school food environments. 6. Offer children a higher number of V. 7. Assess children's motivation (liking or preference) for the
targeted stimuli and attentional focus during and after the
intervention. 8. Examine the effectiveness of these interventions in different
ethnicities and socioeconomic groups. 9. Include larger participant samples. 10. Control schools’ previous experience with interventions. 11. Use data-collection methods suited to children. 12. Collect information related to children’s nutritional outcomes
also in weekends. 13. Control peer influences on children’s nutritional outcomes. 14. Avoid children's actions associated with dropping the targeted
stimuli on the floor. 15. Avoid parents’ ignorance regarding what do their children eat
outside the school. ACKNOWLEDGEMENTS 14. Avoid children's actions associated with dropping the targeted
stimuli on the floor. 15. Avoid parents’ ignorance regarding what do their children eat
outside the school. This work was developed through the efforts from
Dr. Richard H Porter in making interesting suggestions
and refining the English language of the text. Based on this discussion, I propose several new
working hypotheses (Table 6). CONCLUDING REMARKS The principal contribution of this review is to
enhance awareness within the scientific community of
the need to conduct further research on strategies that
promote children’s healthy nutritional outcomes as well
as to overcome research-related limitations, even if this
is not possible currently. 3. Use randomized designs. 4. Apply the intervention during longer time intervals. 5. Include the home and school food environments. 6. Offer children a higher number of V 7. Assess children's motivation (liking or preference) for the
targeted stimuli and attentional focus during and after the
intervention. 8. Examine the effectiveness of these interventions in different
ethnicities and socioeconomic groups. Finally, the suggestions for the future presented
here are probably not viable currently, but they may
inspire other researchers to find solutions in the future
for the obstacles that hinder viability of these
suggestions currently. 9. Include larger participant samples. 10. Control schools’ previous experience with interventions. 11. Use data-collection methods suited to children. 12. Collect information related to children’s nutritional outcomes
also in weekends. There is no conflict of interest to declare. There is no conflict of interest to declare. Research
1. The provision to children of nutritional and gardening
education might increase their F selection, consumption and
preferences. 2. Schools’ previous experience with these interventions might
distort children’s post-intervention data related to their
nutritional outcomes. 3. Application of evaluative conditioning under more appropriate
experimental conditions might increase child V consumption. 4. Development of age- and F-specific strategies might
encourage child F consumption. 5. Increasing the palatability of the FV served might increase
children’s preferences for FV. 6. A small number of V offered might lead to insufficient
opportunities to learn to like the flavour of V. Limitations of these Studies and ways to Overcome
them in Future Research [50]), information on children's nutritional
outcomes was collected only on working days, hence
information should also be collected on weekends in Impact of School-Based Interventions on Children’s Healthful Nutritional
International Journal of Child Health and Nutrition, 2015, Vol. 4, No. 3 1 International Journal of Child Health and Nutrition, 2015, Vol. 4, No. 3 1 Impact of School-Based Interventions on Children’s Healthful Nutritional 191 CONFLICT OF INTEREST Table 6: New Hypotheses Derived from the Targeted
School-Based
Interventions
for
Future
Research Table 6: New Hypotheses Derived from the Targeted
School-Based
Interventions
for
Future
Research There is no conflict of interest to declare. 1. The provision to children of nutritional and gardening
education might increase their F selection, consumption and
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2011; 52(5): 370-375. http://dx.doi.org/10.1016/j.ypmed.2011.02.013 Published on 01-09-2015 Received on 15-06-2015 Accepted on 17-08-2015 http://dx.doi.org/10.6000/1929-4247.2015.04.03.7 http://dx.doi.org/10.6000/1929-4247.2015.04.03.7
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Experimental strategy for the preparation of adsorbent materials from torrefied palm kernel shell oriented to CO2 capture
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Environmental science and pollution research international
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cc-by
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* Marlon Cordoba‑Ramirez
mfcordoba@uniguajira.edu.co Abstract In this study, an experimental strategy to obtain biochar and activated carbon from torrefied palm kernel shell as an efficient
material for CO2 removal was evaluated. Biochar was obtained by slow pyrolysis of palm kernel shell at different tempera-
tures (350 °C, 550 °C, and 700 °C) and previously torrefied palm kernel shell at different temperatures (220 °C, 250 °C, and
280 °C). Subsequently, activated carbons were prepared by physical activation with CO2 from previously obtained biochar
samples. The CO2 adsorption capacity was measured using TGA. The experimental results showed that there is a correlation
between the change in the O/C and H/C ratios and the functional groups –OH and C=O observed via FTIR in the obtained
char, indicating that both dehydration and deoxygenation reactions occur during torrefaction; this favors the deoxygenation
reactions and makes them faster through CO2 liberation during the pyrolysis process. The microporous surface area shows
a significant increase with higher pyrolysis temperatures, as a product of the continuous carbonization reactions, allowing
more active sites for CO2 removal. Pyrolysis temperature is a key factor in CO2 adsorption capacity, leading to a CO2 adsorp-
tion capacity of up to 75 mg/gCO2 for biochar obtained at 700 °C from non-torrefied palm kernel shell (Char700). Activated
carbon obtained from torrefied palm kernel shell at 280 °C (T280-CHAR700-AC) exhibited the highest CO2 adsorption
capacity (101.9 mg/gCO2). Oxygen-containing functional groups have a direct impact on CO2 adsorption performance due to
electron interactions between CO2 and these functional groups. These findings could provide a new experimental approach
for obtaining optimal adsorbent materials exclusively derived from thermochemical conversion processes. Environmental Science and Pollution Research (2024) 31:18765–18784
https://doi.org/10.1007/s11356-024-32028-3 Environmental Science and Pollution Research (2024) 31:18765–18784
https://doi.org/10.1007/s11356-024-32028-3 RESEARCH ARTICLE Experimental strategy for the preparation of adsorbent materials
from torrefied palm kernel shell oriented to CO2 capture Marlon Cordoba‑Ramirez1,2 · Farid Chejne2 · Jader Alean1 · Carlos A. Gómez2 · África Navarro‑Gil3 · Javier Ábrego3 ·
Gloria Gea3 Received: 11 September 2023 / Accepted: 12 January 2024 / Published online: 13 February 2024
© The Author(s) 2024 3
Thermochemical Processes Group (GPT), Aragon Institute
for Engineering Research (I3A), Universidad de Zaragoza,
Edificio I+D, C/Mariano Esquillor s/n, 50018 Zaragoza,
Spain Keywords Torrefaction · Pyrolysis · Activated carbon · Biochar · Porous structure · CO2 adsorption Introduction Growing concern about replacing fossil fuels and conven-
tional polluting energy sources has generated interest in
exploring new alternatives from renewable sources. Conse-
quently, there has been a surge in the research and develop-
ment of technologies aimed at mitigating pollutants such
as CO2, CH4, N2O, and others, which contribute to atmos-
pheric pollution and climate change. Rising global energy
demand has been a significant contributor to the increased
concentration of CO2 in the atmosphere. Consequently, vari-
ous capture and storage technologies have been proposed as
viable alternatives to reduce these emissions and prevent
their release into the atmosphere. Responsible Editor: Tito Roberto Cadaval Jr Responsible Editor: Tito Roberto Cadaval Jr However, it is unclear
what influence the activating agent (NaOH) could have on
the increase in surface area, which is initially due to the
increase in torrefaction temperature. Chen et al. (2017b)
studied the influence of torrefaction on the physicochemi-
cal characteristics of char during the pyrolysis of rice straw
washed with pure water and unwashed. The results show that
higher torrefaction temperatures result in higher solid yields
after pyrolysis. This is mainly due to the increase in the
fraction of fixed carbon that occurs because the torrefaction
temperature increases, thus causing severe carbonization of
some macromolecules with increasing temperature during
the process. Similarly, Zheng et al. (2013) proposed a simpli-
fied mechanism showing the effect of torrefaction on rapid
cellulose pyrolysis. During torrefaction, the cellulose is
depolymerized to form active cellulose, which successively
undergoes polymerization and crosslinking reactions that
lead to the formation of char. After a more severe pyrolysis,
the crosslinking and the obtained char result in more solid
structures, causing greater production of active carbon sites,
which makes biochar prone to react with the molecules of
the gasifying agent during activation (Wang et al. 2018). They also found, as did Zhang et al. (2016), that the surface
area decreases with increasing torrefaction temperature after
the pyrolysis process; this phenomenon can be attributed to
changes in the volatile material content between the virgin
and torrefied biomasses. The results of the proximate analy-
sis indicate a lower volatile material fraction at higher tor-
refaction temperatures. Although the reported literature has
studied in detail the impact of torrefaction on biochar and
activated carbon properties and composition that make it a
promising pretreatment, there is still a lack of information
related to the performance of these materials obtained from
torrefied biomass in CO2 capture applications, which could
be beneficiated with the structural changes promoted by the Different studies have focused their attention on the use of
carbon materials from lignocellulosic wastes in the removal
of these gases at different concentrations (Sharma et al. 2021; Lai et al. 2021; Fernandes et al. 2021; Ro et al. 2021;
Aghel et al. 2022), considering important parameters such
as the porosity developed, the functional groups present on
the surface, and even additives that improve the performance
during the process. Ma et al. (2021) conducted a compara-
tive study of the performance of biochar samples for both
CO2 and H2S removal in biogas streams. Responsible Editor: Tito Roberto Cadaval Jr 2019).f activated carbon have garnered significant attention for sev-
eral reasons, including their abundance of renewable raw
materials, making them particularly appealing (Li et al. 2008; Zhang et al. 2017; Cheng and Li 2018; Ranguin et al. 2021), and their surface and textural properties, such as
high surface areas, diverse pore sizes, and surface chem-
istry (Sethupathi et al. 2017; Gasquet et al. 2020; Scapin
et al. 2021; Zhu et al. 2021). These materials can be obtained
from agro-industrial lignocellulosic biomass residues, which
can be transformed by thermochemical processes such as
torrefaction and slow pyrolysis. Several agricultural wastes
such as coffee husk (Mukherjee et al. 2022), coffee grounds
(Laksaci et al. 2017; Chen et al. 2021), rice husk and rice
straw (Chen et al. 2017a; Zhang et al. 2020; Gao et al. 2021),
coconut shell (Arena et al. 2016; Gongxiang et al. 2022; Igh-
alo et al. 2023), and palm kernel shell (Uemura et al. 2015;
Md Zaini and Hassan 2018; Adilla Rashidi et al. 2021) have
been proposed as precursors for carbon materials obtained
by pyrolysis and torrefaction. Among these, palm kernel
shell has gained special attention due to its availability (1.6
million ton/year of palm residues in Colombia) (Marrugo
et al. 2016), and its physicochemical properties such as high
lignin content, high carbon content, and high volatile matter
content (Marrugo 2015), which make it suitable for thermo-
chemical conversion through torrefaction and pyrolysis to
obtain solid carbon materials (Vega et al. 2019).f Despite the existing knowledge about the benefits of tor-
refaction to obtain liquids and gasses, little attention has
been paid to the changes in biochar, including its porous
structure, chemical composition, and performance in adsorp-
tion applications and to obtain activated carbon. Zhang et al. (2016) investigated the effect of torrefaction on the yield and
quality of pyrolyzed biochar with applications in the produc-
tion of activated carbon. These authors propose the route
“torrefaction–pyrolysis–activation (chemical)” to evaluate
the yields of char, liquids, and gasses as well as the textural
properties of activated carbon. They found that torrefaction
improved the properties of the precursor (rice husk) as a fuel
and had significant effects on the fixed carbon content of
char obtained from pyrolysis, which is reflected in the final
characteristics of activated carbon. Responsible Editor: Tito Roberto Cadaval Jr 1
Mechanical Engineering Program – DESTACAR Research
Group, Faculty of Engineering, Universidad de La Guajira,
km 3+354 via Maicao, 440001 Riohacha, Colombia 2
Department of Processes and Energy – Applied
Thermodynamics and Alternative Energies Research Group,
Faculty of Mines, Universidad Nacional de Colombia Sede
Medellín, Cra. 80 No 65 – 223, 050034 Medellín, Colombia Porous adsorbent materials have emerged as a highly
promising solution for removing pollutants in gas and aque-
ous phases (El-Metwaly et al. 2022; Al-Hazmi et al. 2022;
Almahri et al. 2023a). Among these materials, biochar and (012 3456789) Environmental Science and Pollution Research (2024) 31:18765–18784 18766 heating value, and biomass reactivity (Granados et al. 2022). In turn, it is possible to obtain bio-oils with a higher con-
tent of phenolic compounds derived from lignin (Park et al. 2013; Pelaez-Samaniego et al. 2014).i activated carbon have garnered significant attention for sev-
eral reasons, including their abundance of renewable raw
materials, making them particularly appealing (Li et al. 2008; Zhang et al. 2017; Cheng and Li 2018; Ranguin et al. 2021), and their surface and textural properties, such as
high surface areas, diverse pore sizes, and surface chem-
istry (Sethupathi et al. 2017; Gasquet et al. 2020; Scapin
et al. 2021; Zhu et al. 2021). These materials can be obtained
from agro-industrial lignocellulosic biomass residues, which
can be transformed by thermochemical processes such as
torrefaction and slow pyrolysis. Several agricultural wastes
such as coffee husk (Mukherjee et al. 2022), coffee grounds
(Laksaci et al. 2017; Chen et al. 2021), rice husk and rice
straw (Chen et al. 2017a; Zhang et al. 2020; Gao et al. 2021),
coconut shell (Arena et al. 2016; Gongxiang et al. 2022; Igh-
alo et al. 2023), and palm kernel shell (Uemura et al. 2015;
Md Zaini and Hassan 2018; Adilla Rashidi et al. 2021) have
been proposed as precursors for carbon materials obtained
by pyrolysis and torrefaction. Among these, palm kernel
shell has gained special attention due to its availability (1.6
million ton/year of palm residues in Colombia) (Marrugo
et al. 2016), and its physicochemical properties such as high
lignin content, high carbon content, and high volatile matter
content (Marrugo 2015), which make it suitable for thermo-
chemical conversion through torrefaction and pyrolysis to
obtain solid carbon materials (Vega et al. Responsible Editor: Tito Roberto Cadaval Jr Therefore, a detailed study of biochar and activated
carbon obtained from torrefied palm kernel shells for CO2
capture is necessary. This study aims to assess the impact of torrefaction as a
pretreatment on palm kernel shells to produce biochar and
activated carbon, which serve as efficient materials for CO2
capture. This research encompasses a compilation of experi-
mental findings that examine alterations in thermal stability
through thermogravimetric analysis, elemental composition,
and porous structure via N2 and CO2 adsorption. In addi-
tion, functional groups were analyzed using FTIR spectros-
copy for both raw and torrefied palm kernel shells and their
respective biochar and activated carbon. The acquired results
offer a comprehensive understanding of the thermochemical
conversion effects on palm kernel shells, encompassing tor-
refaction and slow pyrolysis at various temperatures and the
combination of these processes. These findings reveal cor-
relations between the elemental and chemical compositions
of functional groups, highlighting significant influences on
deoxygenation reactions during torrefaction. Such reactions
may alter potential active sites on char and activated carbon
samples, consequently affecting the performance of CO2
capture. Furthermore, this study provides a crucial compara-
tive analysis of porous structural changes across a spectrum
of torrefaction and pyrolysis temperatures, extending to both
char and activated carbon samples. The results derived from
this experimental approach also open new avenues for opti-
mizing the production process of carbonaceous adsorbent
materials (biochar and activated carbon) designed for CO2
capture. For the torrefaction and pyrolysis experiments, a heat-
ing rate of 10 °C/min was used. A nitrogen flow of 100
mL/min STP was used in all experiments with a residence
time of 1 h. At the end of each process, samples were
cooled by removing the metal spoon from the oven but
keeping it within an excess section of the quartz tube with
a continuous flow of nitrogen for 2 h until completely
cooled, to avoid spontaneous combustion. p
Subsequently, activated carbon was obtained from the
biochar samples. The activated carbon was obtained from
physical activation in CO2 atmosphere at 850 °C. For this,
the same experimental device was used, programing the
heating of the oven at 850 °C with a heating rate of 10°C/
min in N2 atmosphere with the sample placed in the excess
section of the quartz tube. Responsible Editor: Tito Roberto Cadaval Jr This study pre-
sented relevant results regarding the effect of N-containing
functional groups on the surface of biochar samples, indicat-
ing their beneficial effect on solid yield, porous structure,
and CO2 retention.i To improve the performance of biomass and the final
product of pyrolysis, some pretreatments are usually
required before its conversion. Currently, pretreatment of
biomass includes impregnation with acids and bases (Ahmed
et al. 2016), impregnation with metals (Cai et al. 2016; Cho
et al. 2017; He et al. 2018), and thermochemical processes
such as torrefaction (Xu et al. 2018; Zeng et al. 2019; Sibiya
et al. 2021). This process consists of partial pyrolysis of the
biomass carried out in a short range of temperatures between
200 and 300 °C in an inert environment to remove mois-
ture and some volatiles contained in the biomass (Nhuch-
hen et al. 2014). Some advantages of torrefaction include
improved thermal stability, equilibrium moisture absorption, Environmental Science and Pollution Research (2024) 31:18765–18784 18767 palm kernel shell preparation, temperatures of 220 °C,
250 °C, and 280 °C were selected. These samples were
labeled as T220, T250, and T280, indicating that they
were obtained through torrefaction at the proposed tem-
peratures. Biochar prepared from raw palm kernel shell
was obtained at temperatures of 350 °C, 550 °C, and 700
°C; these samples were labeled Char350, Char550, and
Char700, indicating that these samples were obtained at
the proposed temperatures. The specified temperatures
(for torrefaction and pyrolysis process) were chosen with
precision, considering previous reports affirming sig-
nificant structural changes within the biomass at these
temperature ranges, primarily driven by transformative
reactions involving its major constituents—hemicellu-
lose, cellulose, and lignin (Jia and Lua 2008a; Yang et al. 2016; Granados Morales 2017). To analyze the effect of
previous torrefaction, torrefied palm kernel shells were
also pyrolyzed at a temperature of 700 °C, considering
the properties and porous structure of biochar obtained
at this temperatures from original palm kernel shell. The
samples obtained from pyrolysis of torrefied palm kernel
shells were labeled as T220-Char700, T250-Char700, and
T280-Char700, indicating that they are biochar obtained
at 700 °C from torrefied palm kernel shell at 220 °C, 250
°C, and 700 °C. torrefaction process. In addition, the reported literature on
this is limited to a few agricultural wastes (rice husk and rice
straw). Responsible Editor: Tito Roberto Cadaval Jr After reaching the required tem-
perature, the gas was changed from N2 to CO2, and biochar
was introduced into the heating zone to start the activation
process. After reaching the required temperature, the gas
was changed from N2 to CO2 and biochar was introduced
for 6 h to perform the activation process; the CO2 flow was
set at 100 mL/min. At the end of the process, the sample
is cooled in a nitrogen atmosphere to prevent spontaneous
combustion. Activated carbon obtained from each biochar
sample can be identified with the sample label followed
by AC (for example, Char700-AC indicates that it is the
activated carbon prepared from biochar obtained from
pyrolysis at 700 °C). Char and activated carbon preparation Palm kernel shell obtained from Norte de Santander (Colom-
bia) was used. The material was dried in a furnace at 110 °C
for 24 h to remove moisture. The dry biomass was grinded
using a homemade hammer mill, reducing the particle size
up to 1– 2 mm. Palm kernel shells were labeled RawPKS. Torrefied palm kernel shell and biochar were prepared
at different temperatures in a fixed-bed horizontal oven. For each experiment, 10 g of palm kernel was loaded into
a metal spoon and subsequently placed in the center of the
quartz tube used as reactor. Prior to the test, the inside of
the quartz tube was purged with a constant flow of 100
mL/min STP of nitrogen for 10 min to remove all the
remaining air and oxygen. Finally, the oven was heated to
the desired temperature as indicated below. For torrefied Environmental Science and Pollution Research (2024) 31:18765–18784 18768 atmospheric pressure. For the adsorption measurements,
a degasification process was performed to eliminate any
possible physisorbed CO2 and moisture; for this process,
approximately 80 mg of sample was heated at 150 °C and
a heating rate of 10 °C/min in a N2 atmosphere for 1 h. Then, the temperature was lowered to 25 °C using a cool-
ing rate of – 10 °C/min. When the reactor reached this
temperature, the sample was exposed to various CO2/N2
mixtures, with a CO2 volume fraction ranging from 5 to
83%. A 20 mL/min STP of N2 was used as a protective gas
flow in the TGA apparatus. The samples were exposed to
each concentration of CO2 for 1 h to allow equilibrium
between the gas phase and the adsorbent. Each experiment
had a duration of 10 h and was performed in duplicate,
considering the long adsorption times; for each sample, a
total process of 20 h was employed. The CO2 adsorption
capacity (mg CO2/g char) was calculated from the mass
gain of the sample during exposure to different CO2 con-
centrations using Eq. (1): where where Qadsorbed: quantity of CO2 adsorbed at different
concentrations.i Qadsorbed: quantity of CO2 adsorbed at different
concentrations.i mf,conc: final mass of the solid at each concentration.i i
mdesg: mass of the solid after the degasification process
(considered initial mass of the solid before the adsorption
process).l Once adsorption tests were performed, CO2 flow was
replaced by pure N2 and the temperature in the reactor was
increased to 150 °C; this led to CO2 desorption in case the
adsorption process is reversible. Mass loss occurring when
the temperature is increased indicates the reversibility of
the adsorption process. Morphological analysis of the samples was performed
using FE-SEM microscopy technique. To this end, a Carl
Zeiss® Merlin FE-SEM microscope was used by applying
an accelerated voltage of 5 kV. Before analysis, the samples
were impregnated with a gold coating to ensure good con-
ductivity of the atoms on the surface. The chemical composition of the surface of the biochar
samples was characterized by attenuated total reflection
Fourier transform infrared spectroscopy (ATR-FTIR) using
an Agilent Cary 600 spectrometer with a resolution of 4
cm−1 in the wavenumber range between 4000 and 400 cm−1
(mid-IR region). These tests were performed in triplicate for
each char sample. The absorbance results are presented as
the average of each test corresponding to each char sample. Statistical analysis Analysis of variance (ANOVA) was performed to compare
the variation of CO2 adsorption performance between the
biochar and activated carbons obtained from the different
treatments (from torrefied and non-torrefied palm kernel
shell). Fisher’s least significant difference (LSD) was per-
formed to identify the samples whose means were statisti-
cally different. On the other hand, Student’s t-test for the
difference of dependent means was performed to analyze
the paired effects between biochar and activated carbons. This was done with the aim to identify the changes between
the biochars and its subsequent activated carbons. The soft-
ware Statgraphics® was used for the statistical analysis. Characterization The elemental analysis of the obtained biochar was per-
formed according to the standard on an Exeter CE-440
Elemental Analyzer. The oxygen content was calculated by
difference with the percentage of C, H, N, and ash content. f
The thermal performance was evaluated by thermogravi-
metric analysis (TGA) on a Linseis STA PT 1600 thermo-
gravimetric scale. The experiments were performed in a
N2 atmosphere with a continuous flow of 50 mL/min and a
heating rate of 10 °C/min. The samples were heated between
room temperature (approx. 20 °C) and 700 °C. The textural parameters of the samples were character-
ized by N2 isotherms at 77 K and CO2 isotherms at 273 K
in a surface area and porosity analyzer system (Micromerit-
ics TrisTar II Plus). Prior to the adsorption measurements,
the samples were degassed at 250 °C for 24 h to release
the moisture contained in the pores. Nitrogen adsorp-
tion isotherms were measured in a relative pressure range
(p/p0) between 0.04 and 0.99. The BET surface area was
calculated from the nitrogen adsorption isotherms using
the Brunauer–Emmett–Teller equation (BET), assuming
a sectional area of 0.162 nm for N2 molecule (Brunauer
et al. 1938). The total pore volume was calculated from the
amount of nitrogen adsorbed at p/p0 = 0.99 converted to its
liquid volume. The mean pore diameter was calculated from
the ratio 4000Vt/A(BET). The surface area and micropore vol-
ume were calculated using Dubinin Raduskevich’s model. The pore size distribution was calculated using non-local
density functional theory (NLDFT). where
(1)
Qadsorbed =
mf,conc −mdesg
mdesg
∗1000
[mgCO2
gsolid
] (1) where Elemental analysis The change in the elemental composition of the biochar
samples obtained from palm kernel slow pyrolysis is
presented in Fig. 1a. The raw material was initially com-
posed of 48.08% C, 43.01% O, 5.36% H, and 0.87% N,
with the sulfur content being undetectable. Carbon (C),
oxygen (O), and hydrogen (H) are the major elemental
constituents of biomass, and their ratios determine its fuel
properties (Aninda Dhar et al. 2022). Higher O content
leads to higher reactivity of biomass during thermochemi-
cal conversion (Pérez et al. 2019), in contrast to hydrogen
content, which is directly related to the energy content
of biomass. On the other hand, a high carbon content of
biomass leads to more char formation after the pyrolysis
process (Vega et al. 2019). The presence of sulfur in lig-
nocellulosic materials can result in the generation of toxic
compounds during pyrolysis, such as environmentally haz-
ardous sulfides (SOx), which can lead to the generation of
greenhouse gasses and acid rain (Aninda Dhar et al. 2022). Thus, palm kernel makes it a promising and environmen-
tally friendly raw material to produce carbonaceous mate-
rials by pyrolysis. The data indicate a gradual increase in
the carbon content in the biochar from 57.29 to 83.83% as
the process temperature is increased from 220 to 700 °C
because of the high degree of carbonization due to aroma-
tization processes. Likewise, there is a gradual decrease
in the oxygen content (43.01% to 8.31%) and the hydro-
gen content (5.36% to 1.34%) due to the devolatilization
processes at high temperatures and the breaking of weak g
A decrease in the O/C (0.95 to 0.17) and H/C (1.33 to
0.19) ratios was observed as the slow pyrolysis tempera-
ture increased. This confirms the loss of oxygenated and
hydrogenated compounds during the process. This behav-
ior allows a gradual increase in the aromaticity of the
obtained biochar samples, thus highlighting the impor-
tance of dehydration reactions (loss of H and O in the form
of H2O), decarboxylation (loss of oxygenated compounds
in the form of CO andCO2), and demethylation (loss of H
in the form of CH3) (Suliman et al. 2016). The atomic
ratios of the obtained biochar samples exhibit an interest-
ing behavior: a decrease in the O/C ratio (0.10 to 0.05) in
the previously torrefied samples, contrary to the increase
in the H/C ratio (0.19 to 0.28) as the previous torrefaction
temperature increases. Results To obtain an efficient carbonaceous material (biochar or
activated carbon) with the capability to adsorb CO2, two
distinct routes were evaluated. The first follows the con-
ventional approach commonly reported in the literature
(pyrolysis–activation) (Li et al. 2008; Pallarés et al. 2018;
Abuelnoor et al. 2021). The second route involves the
experimental strategy proposed in this study, incorporating
an additional torrefaction step before the pyrolysis process
(torrefaction–pyrolysis–activation). Characterization of
the obtained biochar from each route was conducted before
activation using elemental analysis, thermogravimetric
analysis, surface area analysis, and FTIR. The resulting
activated carbon was characterized by surface area and
SEM analyses. An additional route was implemented,
involving direct activation of biomass without preceding
thermal processes (torrefaction, pyrolysis), aiming to com-
pare the impact of thermochemical conversion of biomass
before the activated carbon production process. Previous reports (da Silva Veiga et al. 2020) indicate
that this behavior is due to the incorporation of nitrogen in
more complex and heat-resistant structures that are unable
to devolatilize easily with an increase in pyrolysis tempera-
ture. On the other hand, the ash content increases slightly in
all biochar samples as the temperature increases because of
the presence of inorganic components (carbonates, silicates,
sulfates, phosphates) and nutrients (Na, Mg, K, Ca) that do
not devolatilize during pyrolysis and, consequently, remain
in the biochar structure (da Silva Veiga et al. 2020).f On the other hand, the effect of previous torrefaction
is also observed. Data indicate that the previous torrefac-
tion did not generate significant changes in the elemental
composition of the biochar, increasing by 5% (83.83% to
88.85%) to more severe torrefaction and slight decreases in
the oxygen content (8.32% to 4.27%) directly related to the
release of oxygenated compounds during the previous torre-
faction. In contrast, the hydrogen content slightly increased,
going from 1.34% in non-torrefied sample to 2.03% in the
previously torrefied sample at 250 °C. This behavior was
confirmed by the evolution of the O/C and H/C ratios plotted
on the Van Krevelen diagram of the biochar samples shown
in Fig. 1b. CO2 adsorption test The adsorption capacity of the char and AC samples was
determined using thermogravimetric analysis (TGA) in
a Netzsch STA 449 Jupiter thermobalance following the
procedure proposed by Gil-Lalaguna et al. (2022a). The
adsorption tests were performed at 298 K (25 °C) and Environmental Science and Pollution Research (2024) 31:18765–18784 18769 bonds in the solid structure (Al-Wabel et al. 2013). The
nitrogen content shows a slight increase up to 280 °C (typ-
ical torrefaction range) of approximately 0.87%–2.04%. Elemental analysis Figure 2 shows
the TG and DTG curves corresponding to the virgin and
torrefied palm kernel subjected to slow pyrolysis at 700
°C and a heating rate of 10 °C/min. Three zones can be conversion of some carbohydrates to aromatic C–C and
C–H bonds. conversion of some carbohydrates to aromatic C–C and
C–H bonds. (Dai et al. 2018a) have reported that during the torrefac-
tion of lignin, the release of CH4 and CH3OH through
demethoxylation reactions is common, thus causing some
degradation of oxygenated and hydrogenated compounds. The content of C–C and C–H bonds in the lignin structure
can be favored as the release reactions of oxygenated com-
pounds are stronger. Ben and Ragauskas (2012) attributed
this behavior to several factors, including the cleavage of
lignin ether bonds during the thermal process, which could
re-condense in the form of aromatic C–C bonds and the (Dai et al. 2018a) have reported that during the torrefac-
tion of lignin, the release of CH4 and CH3OH through
demethoxylation reactions is common, thus causing some
degradation of oxygenated and hydrogenated compounds. The content of C–C and C–H bonds in the lignin structure
can be favored as the release reactions of oxygenated com-
pounds are stronger. Ben and Ragauskas (2012) attributed
this behavior to several factors, including the cleavage of
lignin ether bonds during the thermal process, which could
re-condense in the form of aromatic C–C bonds and the Elemental analysis There was a linear correlation
between the changes in the O/C and H/C atomic ratios,
presenting a slope
(
ΔH∕C
/
ΔO∕C
)
of 0.99. This value indi-
cates that the release of compounds such as CO2 and CO
derived from decarbonylation and decarboxylation reac-
tions is dominant, and consequently, the release of oxygen-
ated compounds is faster through these routes than through
pure dehydration reactions. This behavior is attributable
to the degradation suffered by hemicellulose and cellulose
at these temperatures (Chen et al. 2018). Furthermore,
despite its high thermal stability, the lignin fraction under-
goes certain changes during torrefaction. Previous studies Environmental Science and Pollution Research (2024) 31:18765–18784 18770 18770
Environmental Science and Pollution Research (2024) 31:18765–18784
(Dai et al. 2018a) have reported that during the torrefac-
tion of lignin, the release of CH4 and CH3OH through
demethoxylation reactions is common, thus causing some
degradation of oxygenated and hydrogenated compounds. The content of C–C and C–H bonds in the lignin structure
can be favored as the release reactions of oxygenated com-
conversion of some carbohydrates to aromatic C–C and
C–H bonds. Thermal stability of the samples during pyrolysis
The thermal stability of the torrefied palm kernel was meas-
Fig. 1 a Elemental analysis of
biochar samples obtained from
raw and torrefied palm kernel
shell. b Van Krevelen diagram Fig. 1 a Elemental analysis of
biochar samples obtained from
raw and torrefied palm kernel
shell. b Van Krevelen diagram Fig. 1 a Elemental analysis of
biochar samples obtained from
raw and torrefied palm kernel
shell. b Van Krevelen diagram (Dai et al. 2018a) have reported that during the torrefac-
tion of lignin, the release of CH4 and CH3OH through
demethoxylation reactions is common, thus causing some
degradation of oxygenated and hydrogenated compounds. The content of C–C and C–H bonds in the lignin structure
can be favored as the release reactions of oxygenated com-
pounds are stronger. Ben and Ragauskas (2012) attributed
this behavior to several factors, including the cleavage of
lignin ether bonds during the thermal process, which could
re-condense in the form of aromatic C–C bonds and the
conversion of some carbohydrates to aromatic C–C and
C–H bonds. Thermal stability of the samples during pyrolysis
The thermal stability of the torrefied palm kernel was meas-
ured by thermogravimetric analysis (TGA). Environmental Science and Pollution Research (2024) 31:18765–18784 18771 Fig. 2 Results of thermogravi-
metric analysis of raw and
torrefied palm kernel shell. A
Mass loss curve (TG) and B
DTG curve identified during the palm kernel heating process: a region
shoulder-shaped peak is associated with the low decompo-
Fig. 2 Results of thermogravi-
metric analysis of raw and
torrefied palm kernel shell. A
Mass loss curve (TG) and B
DTG curve identified during the palm kernel heating process: a region
between 100 and 105 °C, where residual moisture is elimi-
nated from the sample and some extractives. Two charac-
teristic peaks occur in the range between 190 and 280 °C
and 310–380 °C, where the greatest mass loss occurs due to
the release of a large part of the volatiles contained in the
biomass. This can be attributed mainly to the breakdown of
hemicellulose and cellulose, respectively (Ma et al. 2015). Around 400 °C, there is a shoulder with a slower loss of
mass, mainly attributed to the slow degradation of lignin,
more severe carbonization process, and decomposition of
high molecular weight volatiles (Ma et al. 2017). Figure 2a
shows the TG curve obtained from virgin and torrefied palm
kernel subjected to slow pyrolysis. As a result, the mass
changes during the pyrolysis of the torrefied biochar present
significant differences compared to not torrefied kernel. In
the torrefied palm kernel shell, the weight loss exhibited a
different behavior compared with the raw palm kernel shell,
demonstrating enhanced thermal stability as a product of
the torrefaction process. This phenomenon can be explained
by the poor thermal stability of some functional groups of
hemicellulose, such as hydroxyls and side chains, and sugars
related to the cellulose structure, which are sensitive to high
temperatures (Wang et al. 2016, 2020). During this process,
it is possible to increase the solid yield at higher torrefac-
tion temperatures because of the enrichment of lignin in the
biomass, which is attributed to the increase in the content of
insoluble lignin and some alkali metals (Pelaez-Samaniego
et al. 2014; Zheng et al. 2015; Cao et al. 2016). shoulder-shaped peak is associated with the low decompo-
sition of lignin at these temperatures. At more severe tor-
refaction temperatures, only the lignin content was partially
affected; thus, the complete degradation of hemicellulose
and cellulose in the samples was confirmed. Environmental Science and Pollution Research (2024) 31:18765–18784 As the torrefac-
tion temperature increases, hydrogen bonds in the cellulose
structure of biomass are broken and the structure becomes
more complicated; additionally, as the temperature increases,
benzene ring units of lignin are further polymerized, increas-
ing the aromaticity of torrefied biomass (Khairy et al. 2023). Thermal stability of the samples during pyrolysis The thermal stability of the torrefied palm kernel was meas-
ured by thermogravimetric analysis (TGA). Figure 2 shows
the TG and DTG curves corresponding to the virgin and
torrefied palm kernel subjected to slow pyrolysis at 700
°C and a heating rate of 10 °C/min. Three zones can be Environmental Science and Pollution Research (2024) 31:18765–18784 Porous structure of biochar Textural parameters such as specific surface area, pore
volume, and pore size distribution are determinants for
evaluating the porosity of solid materials such as biochar
and activated carbon. For this purpose, N2 and CO2 adsorp-
tion tests were performed on the obtained samples. Fig-
ure 3a shows the changes in the micropore surface area
and micropore volume of the biochar samples obtained
at temperatures between 220 and 700 °C. For the biochar
samples, characterization by N2 adsorption was not per-
formed because of the excessively long equilibration times
required to start the measurements. This is typical of sam-
ples that exhibit high microporosity and have micropores
smaller than 1 nm (Suliman et al. 2016). During the first
stage (220–280 °C), in which torrefaction typically occurs,
the microporous area slowly increases to 250 °C because
the palm kernel volatiles begin to be released, leading to
the production of new porous structures. When the pyroly-
sis temperature is increased to 350 °C, there is a consider-
able increase in the area and volume of the micropores. During this stage, dehydration, depolymerization, glyco-
side cleavage, decarboxylation, and de-branching reactions
of cellulose and hemicellulose structures are performed. Likewise, by the continuous degradation of cellulose
together with lignin to a lesser extent and the gas-solid
interactions during devolatilization, the formation of more Figure 2b shows the disappearance of the first peak
in the DTG curve in samples subjected to prior torrefac-
tion, confirming that hemicellulose is the main compound
affected by thermal degradation. This behavior agrees with
previous studies (Barontini et al. 2021), which reported that
this peak decreases in intensity at light torrefaction tem-
peratures and completely disappears at more severe tem-
peratures. As expected, the second decomposition peak is
gradually reduced as the torrefaction temperature increases
because of the partial degradation of hemicellulose, which
is higher at high temperatures (close to 30 °C). The third Environmental Science and Pollution Research (2024) 31:18765–18784 18772 18772 (
)
fused aromatic structures joined with one or two aromatic
rings is promoted. These bonds contain methyl, methylene,
d
f
i
l
( h
l 2015
to depolymerization of the molten volatiles (Jia and Lua
2008b). At these temperatures, some divisions occur in the
h l
h l
d
f
i
l
l
Fig. Porous structure of biochar The results
indicate that torrefaction at low temperatures (up to 250 °C)
decreases the surface area and volume of micropores in the
biochar samples; likewise, at more severe temperatures, val-
ues similar to those obtained for the palm kernel without
prior torrefaction are achieved. Some authors (Zhang et al. 2016) have indicated that as the pre-torrefaction tempera-
ture increases, the surface area and pore volume decrease
because there is a lower number of volatiles in the structure
of the torrefied solid and a lower release of these during
pyrolysis. Therefore, a lower pore opening. Crosslinking
reactions during torrefaction are responsible for changes in
the internal structure of the biochar. In contrast, Fig. 4 shows
that the development of surface area and volume of micropo-
res is favored as the volatile material content decreases and
the fixed carbon content in the biochar sample increases. This behavior confirms the changes suffered in the devola-
tilization of the previously torrefied palm kernel, resulting
in the exposure of non-degraded compounds that delay the
formation of fixed carbon in the char structure. On the other hand, the effect of previous torrefaction
is presented. The activated carbon obtained from the char
torrefied at 220 °C has a type I isotherm, typical of purely
microporous materials; likewise, the other samples pre-
sent a mixture of type I and type IV isotherms, typical of
materials with micropores and mesopores, and a hyster-
esis typical of condensation processes during the desorp-
tion of gas in the analysis. As seen in Fig. 4b, the pore
size distribution of the activated carbons changes with
the previous torrefaction temperature. The activated car-
bon obtained from the char torrefied at 220 °C presents a
distribution curve with a tendency to have smaller pores,
whereas the other curves present peaks between 4 and 5
nm. This confirms the increase in mesoporosity in these
materials, following the trend of total pore volume due to
pore enlargement. Contrary to what was obtained in the
char samples, an increase in the surface area was observed
with an increase in the torrefaction temperature to 250
°C, and it decreased at higher temperatures. It has been
reported that, during torrefaction, intermediate lignin liq-
uids are formed and function as binders of solid particles,
which may explain the decrease in surface area during
more severe torrefaction (Pelaez-Samaniego et al. 2014). Several authors (Li et al. 2018; He et al. Porous structure of biochar When the pyrolysis temperature is raised to 700
°C, the char reaches the maximum value of surface area
and volume of micropores, respectively (685.88 m2/g and
0.274 m3/g), owing to the release of the high molecular
weight volatiles by the high temperatures, as well as the
destruction of certain aliphatic groups such as alkyl and
ether groups. Moreover, the exposure of more groups of
aromatic rings bound to lignin at these temperatures pro-
motes a considerable increase in the specific surface area
(Tomczyk et al. 2020).f pyrolysis (Char350, Char550, and Char700) were selected. Their textural properties were evaluated using N2 adsorp-
tion isotherms at 77 K and CO2 at 273 K. Figure 6a shows
the adsorption isotherms of activated carbon obtained from
palm kernel and virgin palm kernel slow pyrolysis biochar. The activated carbons obtained exhibit a mixture of type I
and type IV adsorption isotherms, typical of materials with
micropores and mesopores. This can be confirmed in Fig. 6b
from the pore size distribution of the obtained activated car-
bons, which ranges between 2 and 6 nm. It is possible to
highlight the presence of mesopores with a greater volume
for the sample obtained without prior pyrolysis. Moreover,
as the material is subjected to consecutive pyrolysis, there
is a progressive decrease on the peaks from 2 nm, and the
micropores tend to increase. This agrees with Fig. 5a and
b and demonstrates that the continuous release of volatile
material during the palm kernel pyrolysis process favors the
release of previously plugged micropores, which are sub-
sequently opened by the gasifying agent. In turn, we found
that an increase in the slow pyrolysis temperature of the
palm kernel up to 700 °C resulted in a significant increase
in the BET surface area and total pore volume of the result-
ing activated carbon (2353 m2/g and 1.291 m3/g, respec-
tively). This is a result of the formation of more complete
carbonaceous structures and the total release of the high-
and low-molecular-weight volatile material contained in the
solid structure. The latter is a product of the high pyrolysis
temperatures reflected in the formation of an initial porous
structure (Bouchelta et al. 2012).f The effect of previous torrefaction on the textural param-
eters of the biochar samples was also observed. Porous structure of biochar 3 a Changes in micropore
surface area (black lines) and
micropore volume (red lines)
measured with CO2 at 273 K of
biochar obtained from raw and
torrefied palm kernel shell. b
Pore size distribution (micropo-
rous zone) measured with CO2
at 273 K of biochar obtained
from raw and torrefied palm
kernel shell ges in micropore
lack lines) and
ume (red lines)
CO2 at 273 K of
ed from raw and
kernel shell. b
bution (micropo-
asured with CO2
ochar obtained
orrefied palm fused aromatic structures joined with one or two aromatic
rings is promoted. These bonds contain methyl, methylene,
and oxygen functional groups (Thommes et al. 2015; Yang
et al. 2016). At 550 °C, a slight decrease in the surface area
and micropore volume was observed. This can be attributed
to the sintering and softening reactions of high-molecu-
lar-weight volatiles that result in a blockage of pores due
to depolymerization of the molten volatiles (Jia and Lua
2008b). At these temperatures, some divisions occur in the
methyl, methylene, and oxygen functional groups, result-
ing in a greater opportunity to be in contact with the fused
aromatic rings at lower temperatures. Then, they go from
having aromatic structures of one or two rings to aromatic
structures of three to five rings more ordered (Yang et al. to depolymerization of the molten volatiles (Jia and Lua
2008b). At these temperatures, some divisions occur in the
methyl, methylene, and oxygen functional groups, result-
ing in a greater opportunity to be in contact with the fused
aromatic rings at lower temperatures. Then, they go from
having aromatic structures of one or two rings to aromatic
structures of three to five rings more ordered (Yang et al. fused aromatic structures joined with one or two aromatic
rings is promoted. These bonds contain methyl, methylene,
and oxygen functional groups (Thommes et al. 2015; Yang
et al. 2016). At 550 °C, a slight decrease in the surface area
and micropore volume was observed. This can be attributed
to the sintering and softening reactions of high-molecu-
lar-weight volatiles that result in a blockage of pores due 18773 Environmental Science and Pollution Research (2024) 31:18765–18784 2016). Porous structure of biochar 2019) have found i
Figure 3b presents the pore size distribution of the bio-
char obtained from raw and torrefied palm kernel shell. It is
possible to identify two distribution peaks in each sample:
the first peak shows pores less than 0.8 nm, and the second
peak shows pores between 1.2 and 1.4 nm. It evidences the
marked microporosity of the material obtained. The sample
obtained from the torrefied char at 280 °C shows a much
higher volume than the torrefied samples at a lower tem-
perature in the area between 1.2 and 1.4 nm. The opposite
happens in the area comprising pores less than 0.8 nm. Like-
wise, smaller pores are formed on the order of 0.4 nm (ultra-
micropores) in the same sample. This behavior confirms
that the complete devolatilization of the biochar structure
promotes the release of micropores and, consequently, an
increase in the specific surface area. Porous structure of activated carbon Subsequently, activated carbon was obtained from the bio-
char samples. To evaluate the effect of slow pyrolysis tem-
perature on the final characteristics of the activated carbons,
the samples with the best textural properties during slow 18774
Environmental Science and Pollution Research (2024) 31:18765–18784
that torrefaction as a pretreatment reduces reactivity dur-
ing gasification due to the degradation, polycondensation,
and carbonization of most of the hemicellulose and frac-
tions of the lignin during torrefaction, which are also due
to the physical alteration that the solid undergoes during
Surface morphology (SEM analysis)
To observe the morphological changes on the surface of
the biochar, Fig. 5 presents the SEM micrographs of the
bi
h
l
bt i
d t 220 °C 250 °C 280 °C 350
Fig. 4 a BET surface area (red
bars) and total pore volume
(blue bars) measured with N2
at 77 K of activated carbons
obtained from raw and torrefied
palm kernel shell biochar. b
Pore size distribution (2 – 20
nm) measured with N2 at 77 K
of activated carbons obtained
from raw and torrefied palm
kernel shell’s biochar Environmental Science and Pollution Research (2024) 31:18765–18784 18774 that torrefaction as a pretreatment reduces reactivity dur-
ing gasification due to the degradation, polycondensation,
and carbonization of most of the hemicellulose and frac-
tions of the lignin during torrefaction, which are also due
to the physical alteration that the solid undergoes during
torrefaction. Surface morphology (SEM analysis)
To observe the morphological changes on the surface of
the biochar, Fig. 5 presents the SEM micrographs of the
biochar samples obtained at 220 °C, 250 °C, 280 °C, 350
°C, 550 °C, and 700 °C. that torrefaction as a pretreatment reduces reactivity dur-
ing gasification due to the degradation, polycondensation,
and carbonization of most of the hemicellulose and frac-
tions of the lignin during torrefaction, which are also due
to the physical alteration that the solid undergoes during
torrefaction. Surface morphology (SEM analysis)
To observe the morphological changes on the surface of
the biochar, Fig. 5 presents the SEM micrographs of the
biochar samples obtained at 220 °C, 250 °C, 280 °C, 350
°C, 550 °C, and 700 °C. Porous structure of activated carbon 6 SEM micrographs of activated carbon obtained from Char350, Char550, and Char700 samples the change in the morphology of the activated carbons’
porous structure. According to the obtained textural param-
eters, higher pyrolysis temperatures allow the generation of
biochars with a more defined porous structure that serve as
a platform for the access of CO2 molecules to more sites
within the network. Therefore, ensuring complete devola-
tilization and restructuring of the solid before the activa-
tion process is relevant to the process. When the pyrolysis
temperature is lower (350 °C), the resulting activated carbon
maintains a slightly smoother and continuous surface and
exhibits less accessible pore formation. 280 °C, the structural damage is more noticeable; there is
a continuous appearance of new pores that are not easily
observed at lower temperatures; however, part of the origi-
nal structure remains unchanged. At higher temperatures
(greater than 350 °C), the collapse of the biochar surface is
more marked as the process progresses. At these tempera-
tures (350–550 °C), the most severe devolatilization pro-
cesses occur because of the complete degradation of the cel-
lulose contained in the biomass, enabling the appearance of
new porous structures clearly visible on the surface. At 700
°C, where higher micropore surface areas are obtained, we
observe a smoother surface with the formation of new pores
inside the channels. This confirms that the devolatilization
and reorganization of the structure have been completed.i Porous structure of activated carbon that torrefaction as a pretreatment reduces reactivity dur-
ing gasification due to the degradation, polycondensation,
and carbonization of most of the hemicellulose and frac-
tions of the lignin during torrefaction, which are also due
to the physical alteration that the solid undergoes during
torrefaction. Surface morphology (SEM analysis) To observe the morphological changes on the surface of
the biochar, Fig. 5 presents the SEM micrographs of the
biochar samples obtained at 220 °C, 250 °C, 280 °C, 350
°C, 550 °C, and 700 °C. Environmental Science and Pollution Research (2024) 31:18765–18784 18775 18775
Environmental Science and Pollution Research (2024) 31:18765 18784
Fig. 5 Morphological changes in biochar obtained from palm kernel shell at different torrefaction and pyrolysis temperatures Fig. 5 Morphological changes in biochar obtained from palm kernel shell at different torrefaction and pyrolysis temperatures Fig. 5 Morphological changes in biochar obtained from palm kernel shell at different torrefaction and pyrolysis temperatures Fig. 5 Morphological changes in biochar obtained from palm kernel shell at different torrefaction and pyrolysis temperatures In general, physical changes in the physical structure of
the biochar are evident as the process temperature increases. The images show the continuous degradation of the solid
material as an effect of the continuous structural changes
that occur in the biochar as the pyrolysis process moves on
at higher temperatures (Yang et al. 2016). It is interesting to
observe honeycomb-like structures composed of canals and
nets in most of the obtained biochar samples, which are pre-
served at high process temperatures (550 and 700 °C). These
structures consist of heterogeneous veins, lateral pits, and channels that originate from the cellular tissue structure of
the precursor material (palm kernel) (Suliman et al. 2016). However, there are marked differences in two stages of the
process: up to 280 °C, the structural damage to the surface
of the solid is less marked; in the samples obtained at 220
°C and 250 °C, it is possible to see that a large part of the
structure of the cell walls belonging to the original biomass
is maintained. In addition, the appearance of pores on the
surface can be observed. This may be due to the devola-
tilization of unstable polymers bound to hemicellulose. At Environmental Science and Pollution Research (2024) 31:18765–18784 18776 Fig. 6 SEM micrographs of activated carbon obtained from Char350, Char550, and Char700 samples Fig. FTIR analysis The evolution of functional groups was evaluated by FTIR
analysis and is presented in Fig. 7. It is possible to highlight
five characteristic functional groups in the biochar sam-
ples: the first band—one of the most notorious—is located A significant increase in the porosity of all samples is
evident in general and indicates that physical activation with
CO2 significantly increased the porous structure (see Fig. 6). A clear effect of the previous pyrolysis can be noticed in Fig. 7 FTIR spectra of biochar
obtained from raw palm kernel
shell (Char700) and torrefied
palm kernel shell (T220-
Char700, T250-Char700, and
T280-Char700) Fig. 7 FTIR spectra of biochar
obtained from raw palm kernel
shell (Char700) and torrefied
palm kernel shell (T220-
Char700, T250-Char700, and
T280-Char700) Fig. 7 FTIR spectra of biochar
obtained from raw palm kernel
shell (Char700) and torrefied
palm kernel shell (T220-
Char700, T250-Char700, and
T280-Char700) Fig. 7 FTIR spectra of biochar
obtained from raw palm kernel
shell (Char700) and torrefied
palm kernel shell (T220-
Char700, T250-Char700, and
T280-Char700) 18777 Environmental Science and Pollution Research (2024) 31:18765–18784 between the 3500 and 3300 cm−1 wavenumbers related to the
stretching vibration of O–H groups and possibly linked to
hydrogenated structures and water linked to the solid struc-
ture (Orrego Restrepo 2021). The peak located between
the 2900 and 2700 cm−1 wavenumbers is attributed to the
stretching vibrations of C–H groups coming from the ali-
phatic compounds –CH2 and alkanes-CH3 (Aninda Dhar
et al. 2022). A weak peak occurs at wave number 2130 cm−1
and is attributed to C=O groups related to the CO2 released
during pyrolysis (Orrego Restrepo 2021). The peak located
between 1600 and 1400 cm−1 is attributed to the stretch-
ing vibration of C=C and C=O groups corresponding to
aromatic groups derived from lignin compounds. Likewise,
a peak between 1200 and 1000 cm−1 caused by the stretch-
ing vibration of C–O groups derived from phenols (Ma
et al. 2017) and polysaccharides located on the cell wall of
biomass. a trend contrary to that reported by several authors (Shang
et al. 2012; Kanwal et al. 2019). They confirmed that as
the severity of the torrefaction increases, mainly carboxylic
groups associated with hemicellulose degrade and decrease
these band. Previous reports (Chen et al. 2018; Dai et al. 2018b) indicate that during the degradation of hemicellu-
lose in torrefaction, the deoxygenation reactions are faster
and prevail over the dehydration reactions. FTIR analysis On the other
hand, the intensity of the peak at 1200 cm−1 decreases with
increasing torrefaction temperature, indicating the effect of
deoxygenation and degradation of cell wall polysaccharides. The C=C functional groups related to aromatic compounds
derived from lignin show a slight decrease with increasing
torrefaction temperature, indicating partial degradation of
lignin due to its high thermal stability. According to Khairy
et al. (2023) decarbonylation and decarboxylation promote
the reduction of C=O functional groups; additionally, as the
torrefaction temperature increases, the reduction of C–C
absorption bands can occur due to lignin heat breakdown
and the formation of phenylpropane structural units of lignin
in the torrefaction range of temperatures.i In general, as the pyrolysis temperature increases, the
intensity of the functional groups decreases and –OH, phe-
nolic groups, and—to a lesser extent—some aliphatic and
aromatic compounds prevail. In the original biomass, most
of the functional groups are weakly linked to the three main
components (cellulose, hemicellulose, and lignin). Hence,
when subjected to the thermal process, they are usually
eliminated with those compounds, especially cellulose and
hemicellulose, which undergo the greatest degradation dur-
ing pyrolysis. This can be confirmed with the results obtained in the ele-
mental analysis (see Fig. 1), which show a direct correlation
among the presence of the –OH groups, the increase in the
hydrogen–carbon ratio, and the decrease in the oxygen–car-
bon ratio in the char. During the torrefaction process, carbo-
hydrate breakdown was evident, resulting in a reduction of
C=O and C–O molecular bonds and aliphatic bonds. This
finding, in correlation with elemental analysis, confirms that
the oxygenated groups are primarily degraded attributable
to deoxidization impact of torrefaction (Khairy et al. 2023). The changes in functional groups induced by torrefaction
before pyrolysis were also evaluated. It is interesting to note
the increase in the intensity of the band corresponding to
the –OH groups as the torrefaction temperature increases, Fig. 8 Relationship between the
change in O/C and H/C ratio
with peak intensity –OH (a, b)
and the change in carbon and
oxygen composition with C=O
peak intensity (c, d) Fig. 8 Relationship between the
change in O/C and H/C ratio
with peak intensity –OH (a, b)
and the change in carbon and
oxygen composition with C=O
peak intensity (c, d) Fig. FTIR analysis 8 Relationship between the
change in O/C and H/C ratio
with peak intensity –OH (a, b)
and the change in carbon and
oxygen composition with C=O
peak intensity (c, d) Environmental Science and Pollution Research (2024) 31:18765–18784 18778 Based on Fig. 8, it can be concluded that the increase in
the OH groups and the decrease in the oxygen content and
oxygen–carbon ratio in the torrefied product obtained at 280
°C are mainly due to the release of oxygenated compounds
via CO and CO2 formation during the torrefaction process,
which could influence the presence of new active sites on
the char surface. at 700 °C (Char700); group D, corresponding to biochar
obtained from torrefied palm kernel shell at 280 °C (T280-
Char700); group E, activated carbon obtained from the
Char350 sample; group F, corresponding to activated car-
bons obtained from Char550, Char700, and T220-Char 700;
and group G, corresponding to activated carbons obtained
from T250-Char700 and T280-Char700. From statistical analysis, significant differences between
the adsorption performance of biochar and activated car-
bon samples can be observed. It is clear that the physically
activated samples generally displayed higher CO2 retention
capacities than the non-activated chars (increasing from
37.16 ± 0.335–72.146 ± 2.925 to 86.96 ± 0.17–102.2 ± 0.29
mg/g for activated carbons). This observation aligns with the
findings from the textural properties analysis presented in
Fig. 3, confirming that a well-developed porosity, featuring
both micropores and mesopores, along with a high surface
area, enhances the overall adsorption performance. Previous
research (Gil-Lalaguna et al. 2022b) highlighted the signifi-
cant role of micropores in the adsorption of CO2 by carbona-
ceous materials. The micropore-filling mechanism proposed
by Dubinin (1989) suggests that high microporosity is pri-
marily responsible for CO2 retention. For the char samples,
it could be observed that torrefaction has little effect on the
CO2 uptake, which is also reduced for those previously tor-
refied at low temperatures (220 and 250 °C with 61.036 ±
0.045 and 60.93 ± 0.05 mg/g, respectively). This behavior
has a similar trend with the evolution of the microporous
surface (see Fig. 3); samples with the highest microporous
surface have the highest CO2 adsorption capacity; this can
be confirmed with the pore size distribution (Fig. 3b), where
a peak is observed at pore sizes < 1 nm. These results sug-
gest that micropore filling is the main mechanism for CO2
adsorption in char samples (Gil-Lalaguna et al. FTIR analysis 2022b) and
can be contrasted with Table S2, which shows that a multi-
layer adsorption mechanism is observed for these samples, CO2 adsorption performance
The CO2 adsorption performance of the samples was ev
ated using thermogravimetry at 25 °C (298 K), a temper
more representative of practical CO2 removal operatio
gas streams, as compared to the commonly used 0 °C
K) for surface property measurements. Figures 8 and 9 i
trate the change in the CO2 adsorption capacity at a pa
pressure p/p0 = 0.83 of biochar and activated carbon
ples obtained from raw and torrefied palm kernel shel
determine the statistical differences between CO2 adsorp
capacity of adsorbent prepared, an ANOVA was perfor
for biochar and activated carbon samples independently. ANOVA confirmed the existence of a statistical differ
(p-value ≤ 0.05) among the samples; therefore, Fisher’s
significant difference (LSD) was performed to identify
samples whose means were statistically different. Stud
t-test for the difference in dependent means was perfor
to analyze the paired effects between biochar and activ
carbons. Results presented from this analysis in Fig. 9 re
that the samples can be classified into seven homogen
groups with similar adsorption capacity: group A,
responding to the Char350 sample, which has the lo
adsorption capacity (37.167 ± 0.335 mg/g); group B
responding to the biochar obtained at 550 °C (Char 3
and biochars obtained from torrefied palm kernel she
220 and 250 °C (T220-Char700 and T250-Char700); g
C corresponding to biochar obtained from palm kernel
Fig. 9 CO2 adsorption capacity
measured at a p/p0 = 0.83 of (a)
biochar obtained from raw and
torrefied palm kernel shell and
(b) activated carbon obtained
from biochar samples. Columns
with similar letters indicate that
there are no significant differ-
ences between the means of
these groups CO2 adsorption performance Initially, the sam-
ples exhibit similar behavior at low partial pressures (lower
than 0.1); in this range of concentrations, all the samples
(except for sample char350) exhibit a very similar amount
of CO2 adsorbed revealing that, at low concentrations, CO2
is adsorbed faster and more efficiently on the carbonaceous
materials obtained regardless of their textural properties. As the CO2 concentration increases during the adsorption
process, evident changes are observed in the behavior of
each sample during the tests. The presented results clearly
demonstrate that while the surface area of micropores exhib-
its a slight decrease after the activation process, micropo-
res smaller than 1 nm, which are primarily involved in the
adsorption process, show significant development compared
with those found in the biochar samples. This, coupled with
the well-developed mesopores resulting from the activa-
tion process, enhances the availability of a greater number
of active sites, thereby facilitating the retention of a larger
amount of CO2. Table S1 shows the parameters obtained
from Langmuir and Freundlich adsorption models of biochar
and activated carbons obtained from raw palm kernel shell. The results obtained show that there is a good correlation
between the experimental data and the two models; how-
ever, Freundlich model presents the best adjustment (R2 >
Fig. 10 Relationship between
functional groups and textural
properties of char samples
obtained at different pyroly-
sis temperatures and CO2
adsorption capacity. (a) C=O
functional groups, (b) O–H
functional groups, (c) micropore
surface area and (d) micropore
volume Adsorption isotherms presented in Fig. S1 provide further
evidence supporting this behavior through comparison with
pore size distribution analysis (0–2 nm) obtained from CO2
adsorption at 273 K using NLDFT models. Initially, the sam-
ples exhibit similar behavior at low partial pressures (lower
than 0.1); in this range of concentrations, all the samples
(except for sample char350) exhibit a very similar amount
of CO2 adsorbed revealing that, at low concentrations, CO2
is adsorbed faster and more efficiently on the carbonaceous
materials obtained regardless of their textural properties. As the CO2 concentration increases during the adsorption
process, evident changes are observed in the behavior of
each sample during the tests. The presented results clearly
demonstrate that while the surface area of micropores exhib-
its a slight decrease after the activation process, micropo-
res smaller than 1 nm, which are primarily involved in the
adsorption process, show significant development compared
with those found in the biochar samples. CO2 adsorption performance The CO2 adsorption performance of the samples was evalu-
ated using thermogravimetry at 25 °C (298 K), a temperature
more representative of practical CO2 removal operations in
gas streams, as compared to the commonly used 0 °C (273
K) for surface property measurements. Figures 8 and 9 illus-
trate the change in the CO2 adsorption capacity at a partial
pressure p/p0 = 0.83 of biochar and activated carbon sam-
ples obtained from raw and torrefied palm kernel shell. To
determine the statistical differences between CO2 adsorption
capacity of adsorbent prepared, an ANOVA was performed
for biochar and activated carbon samples independently. The
ANOVA confirmed the existence of a statistical difference
(p-value ≤ 0.05) among the samples; therefore, Fisher’s least
significant difference (LSD) was performed to identify the
samples whose means were statistically different. Student’s
t-test for the difference in dependent means was performed
to analyze the paired effects between biochar and activated
carbons. Results presented from this analysis in Fig. 9 reveal
that the samples can be classified into seven homogeneous
groups with similar adsorption capacity: group A, cor-
responding to the Char350 sample, which has the lowest
adsorption capacity (37.167 ± 0.335 mg/g); group B cor-
responding to the biochar obtained at 550 °C (Char 350),
and biochars obtained from torrefied palm kernel shell at
220 and 250 °C (T220-Char700 and T250-Char700); group
C corresponding to biochar obtained from palm kernel shell Fig. 9 CO2 adsorption capacity
measured at a p/p0 = 0.83 of (a)
biochar obtained from raw and
torrefied palm kernel shell and
(b) activated carbon obtained
from biochar samples. Columns
with similar letters indicate that
there are no significant differ-
ences between the means of
these groups Environmental Science and Pollution Research (2024) 31:18765–18784 18779 considering that the Freundlich model has the best fit with
the experimental results obtained on CO2 adsorption iso-
therms at 298 K. 0.99). In agreement with these results, a multilayer adsorp-
tion mechanism is prevalent on both biochar and activated
carbon samples because of the heterogeneous surfaces of
these samples (Nasri et al. 2014). considering that the Freundlich model has the best fit with
the experimental results obtained on CO2 adsorption iso-
therms at 298 K. Adsorption isotherms presented in Fig. S1 provide further
evidence supporting this behavior through comparison with
pore size distribution analysis (0–2 nm) obtained from CO2
adsorption at 273 K using NLDFT models. CO2 adsorption performance This dynamic translates into enhanced adsorption capacity
(Khosrowshahi et al. 2022). Previous research conducted by
Chen et al. (2016) suggests that the CO2 adsorption capacity
at 25 °C does not directly correlate with the textural proper-
ties of the activated carbon; these authors suggest that there
are synergistic effects between the textural properties of the
solid and its chemical composition, with better performance
of those with intermediate surface areas and nitrogen con-
tent. This aligns with a previous study presented by Ding
and Liu (2020), which suggest that as the presence of oxy-
gen-containing functional groups increases, CO2 adsorption
becomes more effective because of the presence of more
active sites. reported that the CO2 adsorption performance of activated
carbons obtained from palm kernel shell is dependent on a
combination of physicochemical parameters. According to
this study, activated carbons with intermediate properties
(carbon content, BET surface area, and pore volume) pre-
sented the best adsorption capacity, indicating synergistic
effects between textural properties and elemental composi-
tion. Based on these previous studies, it can be interpreted
that there are synergistic effects between the textural param-
eters and the physicochemical composition of the samples
obtained, positively influenced in the activated carbon
samples obtained, observing an improved CO2 adsorption
capacity. The reusability of the adsorbent is an important factor in
determining the feasibility of the material in practical appli-
cations. Table 1 summarizes the CO2 uptake results obtained
at p/po = 0.83 for chars and activated carbon after a second
desorption–adsorption cycle. In general, a slight loss of CO2
adsorption capacity (less than 1%) was observed for most of
the samples; Char700 and T280-Char700 exhibited a loss of
adsorption capacity of 7.79% and 9.95%, respectively. These
preliminary results suggest that the CO2 adsorption in the
evaluated samples is reversible. Aljohani et al. (2023) sug-
gested that the reversibility of an adsorbent could be reduced
due to blockage of adsorption sites during each adsorption
cycle. On the other hand, the structural stability of an adsor-
bent material can benefit the adsorption performance dur-
ing repetitive adsorption–desorption cycles (Almahri et al. 2023b). However, more work is needed to confirm these A particular trend was observed for char samples obtained
from torrefied palm kernel shells (Fig. 11). On the basis of
the obtained results, the dominant effect of the developed
surface area in the samples is confirmed, substantiating that
an increase in available pores enhances CO2 adsorption. CO2 adsorption performance This, coupled with
the well-developed mesopores resulting from the activa-
tion process, enhances the availability of a greater number
of active sites, thereby facilitating the retention of a larger
amount of CO2. Table S1 shows the parameters obtained
from Langmuir and Freundlich adsorption models of biochar
and activated carbons obtained from raw palm kernel shell. The results obtained show that there is a good correlation
between the experimental data and the two models; how-
ever, Freundlich model presents the best adjustment (R2 > p
(
)
A different trend was observed for the activated carbon
samples; although there were no significant differences in
adsorption capacity, the previously torrefied samples had
a higher adsorption capacity than the char samples (102.2
mg/g for AC-T280Char700 sample). No direct correlation
was observed between the adsorption capacity and the BET
surface area of the activated carbons; however, the evolution
of the total pore volume was similar to the CO2 adsorp-
tion behavior of the previously torrefied samples. Figure 10
shows the relationship between the adsorption capacity and
the abundance of O–H and C=O groups, for biochar samples
obtained under different slow pyrolysis temperatures. An
evident reduction in CO2 adsorption capacity is observed as
the prevalence of O–H phenolic functional groups increases,
in contrast to the evident augmentation observed as the
abundance of C=O carboxyl functional groups increases. This phenomenon could be explained by alterations in the
surface charge associated with these groups. These oxygen-
ated groups confer negative charges on the surface, inducing
a modification in the electronegativity of the solid. Conse-
quently, the heightened abundance of carboxyl groups on the
surface enhances surface polarity because of their propensity
to accept electrons from adjacent atoms. Consequently, an
elevated capacity to interact with CO2 molecules, charac-
terized by covalent bonds, ensues. Upon contact with the
surface, these CO2 molecules engage in electron exchange Fig. 10 Relationship between
functional groups and textural
properties of char samples
obtained at different pyroly-
sis temperatures and CO2
adsorption capacity. (a) C=O
functional groups, (b) O–H
functional groups, (c) micropore
surface area and (d) micropore
volume Fig. 10 Relationship between
functional groups and textural
properties of char samples
obtained at different pyroly-
sis temperatures and CO2
adsorption capacity. (a) C=O
functional groups, (b) O–H
functional groups, (c) micropore
surface area and (d) micropore
volume Environmental Science and Pollution Research (2024) 31:18765–18784 18780 with the C=O groups, resulting in quadrupolar momentum. CO2 adsorption performance Supplementary Information The online version contains supplemen-
tary material available at https://doi.org/10.1007/s11356-024-32028-3. results. The apparent reversibility of the process supports
the idea that the contribution of physical adsorption through
micropore filling plays an important role in the adsorption
mechanism instead of chemical adsorption enhanced by
the precipitation of CO2 with minerals on the solid surface
(Gil-Lalaguna et al. 2022a). Further analysis is required to
confirm this possibility. Acknowledgements The authors thank the General Service of Support
to Investigation—SAI—of University of Zaragoza for their collabora-
tion with the FE-SEM analysis. Author contributions All authors contributed to the study conception
and design in the following form: Marlon Cordoba-Ramirez: concep-
tualization, methodology, investigation, experimental campaign, and
writing—original draft. Farid Chejne: conceptualization, supervision,
and writing—review and editing. Jader Alean: methodology and writ-
ing—review and editing. Carlos A. Gomez: methodology and writ-
ing—review and editing. Javier Abrego: methodology. Gloria Gea:
methodology. Africa Navarro-Gil: methodology and experimentation. All authors read and approved the final manuscript. Conclusions Funding Open Access funding provided by Colombia Consortium This
work was supported by the project “Transformation Strategy of the
Colombian Energy Sector in Horizon 2030” funded by the call 788
for scientific ecosystems of Colciencias, contract number FP44842-
210-2018 and the network “Alliance for Biomass and Sustainability
Research (ABISURE), Universidad Nacional de Colombia,” Hermes
code 53024 for their support to conduct this study. The author Marlon
Cordoba-Ramirez was supported by the Universidad de La Guajira to
conduct this research by “contrato 008 de comisión de estudios.” This study focused on the preparation of biochar and acti-
vated carbon from torrefied palm kernel shell for CO2
capture applications. Experimental routes of pyrolysis-
activation and torrefaction-pyrolysis-activation were con-
ducted to explore the effects of torrefaction on the phys-
icochemical properties of the prepared solid materials and
their adsorption performance. It is crucial to highlight that
the pyrolysis temperature proved to be a decisive factor in
the development of micropores in the obtained biochar;
the thermal processes of devolatilization and degrada-
tion of cellulose and hemicellulose-derived compounds
are more pronounced at higher temperatures. On the other
hand, one of the most significant findings was the pro-
nounced influence of torrefaction on chemical reactions,
particularly decarboxylation and decarbonylation, result-
ing in a higher release of CO and CO2 compounds com-
pared with dehydration reactions. In addition, torrefaction
was observed to promote an increase in the lignin content
in the resulting solid, favoring the presence of C–C and
C–H bonds on the solid surface. As a result, the activated
carbon obtained from torrefied palm kernel shell biochar Data availability The datasets generated during the current study are
not publicly available due to confidentiality requirements, but are avail-
able from the corresponding author on request. CO2 adsorption performance Conversely, a minimal influence of the oxygenated func-
tional groups present on the surface is observed, leading
to the conclusion that while the surface chemistry of the
oxygenated groups indeed promotes interaction with CO2,
the physical gas-solid interactions hold greater relevance for
the retention of this gas. In contrast, Sanz-Pérez et al. (2015)
found that the CO2 uptake capacity at 1 bar does not seem to
correlate with textural properties; however, the presence of
functional groups and active sites can enhance the adsorp-
tion capacity of sorbent materials. Rashidi and Yusup (2019) Fig. 11 Relationship between
functional groups, micropore
surface area, and CO2 adsorp-
tion capacity of char obtained
from torrefied palm kernel shell. (a) O–H functional groups, (b)
C=O functional groups and (c)
micropore surface area ween
pore
sorp-
ined
el shell. ps, (b)
nd (c) Fig. 11 Relationship between
functional groups, micropore
surface area, and CO2 adsorp-
tion capacity of char obtained
from torrefied palm kernel shell. (a) O–H functional groups, (b)
C=O functional groups and (c)
micropore surface area Environmental Science and Pollution Research (2024) 31:18765–18784 18781 Table 1 Performance of biochar and activated carbon samples in the
cyclic adsorption–desorption test (mg CO2/gchar adsorbed at p/p0 = 0.83) exhibits an enhanced adsorption capacity (102.2 ± 0.29
mg/g) compared with activated carbon from untreated
palm kernel shell (89.83 ± 0.46 mg/g), possibly due to
the emergence of new active sites interacting with CO2. Table 1 Performance of biochar and activated carbon samples in the
cyclic adsorption–desorption test (mg CO2/gchar adsorbed at p/p0 = 0.83)
Sample
Cycle #1
Cycle #2
Char350
37.48
36.85
Char550
59.51
60.18
Char700
75.07
69.22
T220-Char700
61.08
60.99
T250-Char700
60.88
60.98
T280-Char700
70.05
63.08
Char350-AC
86.79
87.13
Char550-AC
89.63
88.93
Char700-AC
90.29
89.37
T220-Char700-AC
90.46
87.97
T250-Char700-AC
102.61
101.1
T280-Char700-AC
101.91
102.49 In summary, these results provide a profound under-
standing of the chemical changes that occur during tor-
refaction and their direct impact on the composition and
porosity of biochar. These findings not only contribute to
the fundamental knowledge of thermochemical processes
but also offer valuable insights for practical applications,
such as efficient CO2 capture in various industries. As
future steps, a detailed study of structural stability and
material reusability is suggested, along with strategies for
the recovery and subsequent use of captured CO2. These
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ies with human participants or animals by any of the authors. Consent to participate All authors are informed and provided consent
for this submission. Consent for publication All authors have approved the manuscript and
declare that this is an original contribution and none of the material in
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High Dose Intravenous Anakinra Treatment is Safe and Effective in Severe and Critical COVID-19 Patients: A Propensity Score Matched Study in a Single Center
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High Dose Intravenous Anakinra Treatment is Safe
and Effective in Severe and Critical COVID-19
Patients: A Propensity Score Matched Study in a
Single Center High Dose Intravenous Anakinra Treatment is Safe
and Effective in Severe and Critical COVID-19
Patients: A Propensity Score Matched Study in a
Single Center
MURAT BEKTAS
(
murat.b88@hotmail.com
)
Aksaray University
https://orcid.org/0000-0002-1788-3837
Servet Yüce
Istanbul University Istanbul Faculty of Medicine: Istanbul Universitesi Istanbul Tip Fakultesi
Mustafa Ay
Aksaray University: Aksaray Universitesi
Muhammed Hamdi Uyar
Aksaray University: Aksaray Universitesi
Mustafa Erkut Önder
Aksaray University: Aksaray Universitesi
Muhammed İkbal Kılıç
Aksaray University: Aksaray Universitesi
Research Article
Keywords: COVID-19, anakinra, cytokine storm, hyperinflammation, propensity score
Posted Date: January 9th, 2023
DOI: https://doi.org/10.21203/rs.3.rs-1885399/v1
License:
This work is licensed under a Creative Commons Attribution 4.0 International
License. Read Full License
Version of Record: A version of this preprint was published at Inflammopharmacology on January 27th,
2023. See the published version at https://doi.org/10.1007/s10787-023-01138-8. Research Article License:
This work is licensed under a Creative Commons Attribution 4.0 International
License. Read Full License Version of Record: A version of this preprint was published at Inflammopharmacology on January 27th,
2023. See the published version at https://doi.org/10.1007/s10787-023-01138-8. Page 1/23 Page 1/23 Abstract Background: In COVID-19 severe disease course such as need of intensive care unit (ICU) as well as
development of mortality is mainly due to cytokine storm. In this study, we aimed to evaluate the high
dose intravenous anakinra treatment response and outcome in patients with severe and critically ill
COVID-19 compared to standard of care. Method : This retrospective observational study was carried out at a tertiary referral center. The study
population consisted of two groups as follows; the patients receiving high dose intravenous anakinra
(anakinra group) between 01.09.2021 and 01.02.2022 and the patients treated with standard of care
(SoC, control group) as historical control group who were hospitalized between 01.07.2021 and
01.09.2021. Results:After the propensity score 1:1 matching 79 patients in anakinra and 79 patients in SoC matched
and included into the analysis. Mean±SD patient age was 67.4±16.7 and 67.1±16.3 years in anakinra and
SoC group, respectively (p=0.9). Male gender was 38 (48.7 %) in anakinra and 36 (46.2 %) SoC (p=0.8). Overall, ICU admission was in 14.1 % (n=11) and 30.8 % (n=24) (p=0.013; OR: 6.2), intubation in 12.8 %
(n=10) and 16.7 % (n=13) patients (p=0.5), 14.1 % (n=11) and 32.1 % (n=25) patients died in anakinra
and control group, respectively (p=0.008; OR: 7.1) Conclusion : In our study mortality was lower in patients receiving anakinra compared to SoC. Intravenous high dose anakinra is safe and effective treatment in patients with severe and critical COVID-
19. Background Coronavirus 2019 (COVID-19) is a life-threatening disease that is caused by SARS-Cov-2 (WHO, 2020). Disease spectrum of COVID-19 are ranged from asymptomatic to severe pneumoniae leading acute
respiratory failure and even death (Lai, Shih, Ko, Tang, & Hsueh, 2020). Hyperinflammatory state (cytokine
storm) developed by excessive release of several pro-inflammatory cytokines such as interleukin 1 (IL-1),
tumor necrosis factor alpha (TNF-alpha) and interleukin-6 (IL-6) (Hu, Huang, & Yin, 2021). In COVID-19
severe disease course such as need of intensive care unit (ICU) as well as mortality is mainly due to
development of cytokine storm (Tang, Yin, Hu, & Mei, 2020). COVID-19 associated cytokine storm develops with decreasing of type 1 interferon production via
inhibition toll-like receptor-3 (TLR-3) signaling by virus accessory proteins and therefore virus can escape
the immune response. Defective clearance of SARS-CoV-2 and virus-host interaction induces the
overproduction of immune mediators that leads to increase in secretion of chemokines and cytokines
including IL-1, IL‐6, IL‐8, IL‐21 and TNF in infected cells (Seyed Hosseini et al., 2020). There is also
another pathway into the development of COVID-19 associated cytokine storm. SARS-CoV-2 activates an
intracellular multiprotein complex that is called ‘inflammasome’ after binding TLRs into the development
of cytokine storm in severe COVID-19 (López-Reyes et al., 2020). Inflammasomes have essential role in Page 2/23 Page 2/23 the host defense against microorganisms including viruses that are present in multiple innate immune
cells such as neutrophils, macrophages and dendritic cells. Activation of inflammasomes is leading to
the cleavage of pro-IL-1β to produce active IL-1β (Vora, Lieberman, & Wu, 2021). Anakinra, an IL-1 receptor
antagonist, is commonly used in the treatment of autoinflammatory diseases such as hereditary periodic
fever syndromes (HPFS), gout and adult onset still disease (AODS) (Saag et al., 2021) (Atas et al., 2021)
(Hong et al., 2014). Safety and efficacy of anakinra was established in several hyperinflammatory
conditions such as hemophagocytic lymphohistiocytosis (HLH) and macrophage activation syndrome
(MAS) secondary to various diseases including malignancies, viruses and rheumatological conditions
(Bami et al., 2020) (Gilboa, Bornstein, Ben-Zvi, & Grossman, 2020). Recently anakinra also become an
emerging treatment option against to COVID-19 associated cytokine storm (Bozzi et al., 2021). In this study, we aimed to evaluate the high dose intravenous anakinra treatment response and outcome
in patients with severe and critical COVID-19 compared to standard of care. Patients and data: This retrospective observational study was carried out at a tertiary referral center in Turkey. All patients
had positive polymerase chain reaction (PCR) and delta variant (B.1.617.2) proven by variant analysis as
well as typical computer tomography (CT) findings in addition to clinical signs and symptoms. Patients
with negative PCR results and/or variants rather than delta and/or inconsistent CT findings with COVID-
19 were excluded from the study. The study population consisted of two groups as follows; the patients receiving high dose intravenous
anakinra (anakinra group) added to background therapy between 01.09.2021 and 01.02.2022 and the
patients treated with standard of care (SoC, control group) as historical control group who were
hospitalized between 01.07.2021 and 01.09.2021. COVID-19 disease severity was evaluated according to
National Institute of Health (NIH) severity scale and only severe (NIH score 3; patients with SpO2 < 94% on
room air at sea level, PaO2/FiO2 < 300 mm Hg, a respiratory rate > 30 breaths/min, or lung infiltrates >
50%) and critically ill (NIH score 4; patients have acute respiratory distress syndrome, septic shock that
may represent virus-induced distributive shock, cardiac dysfunction, an exaggerated inflammatory
response, and/or exacerbation of underlying comorbidities, as well as requirement of high flow nasal
oxygen therapy [HFNO] or invasive mechanical ventilation [IMV]) patients in the ward were included into
the study ("COVID-19 Treatment Guidelines Panel. Coronavirus Disease 2019 (COVID-19) Treatment
Guidelines.," 2022). Individual written patient consent and local ethic committee approval was obtained for this study
(date/number: 24.02.2022, 2022/04–09). Laboratory evaluation Statistical analysis In our study, 22.0 version (IBM, Armonk, NY, USA) of SPSS (Statistical Package for the Social Sciences)
program was used for statistical analysis of data. Descriptive statistics, discrete and continuous
numerical variables were expressed as mean, ± standard deviation or median (minimum-maximum). Categorical variables were expressed as number of cases (%). Cross table statistics were used to
compare categorical variables (Chi-Square, Fisher’ exact test). Normally distributed parametric data were
compared with Student's t-test and non-parametric data that did not meet normal distribution were
compared with Mann Whitney U and Kruskal Wallis tests. Correlation analysis was performed by Pearson
or Spearman method according to normality distribution. Kaplan-Meier and log-rank methods were used
for survival analysis. Multivariate analysis was performed by using logistic regression. p < 0.05 value was
considered statistically significant. Treatment protocol and outcome All patients received background corticosteroid therapy with 80 mg/day methylprednisolone (or its
equivalent) and enoxaparin 0.4 mg/day at the admission and consecutive days (SoC). Anakinra was
started in patients who did not respond to steroid therapy at least two days or concomitantly with
steroids in patients with higher risk and/or critical illness at admission. Average starting dose of anakinra
was 400 mg/day intravenously and increased gradually to maximum 1600 mg/day if necessary (10
mg/kg/day). Anakinra dose adjustment was performed by the same rheumatologist (MB) according to
daily clinical and laboratory findings. Severe infection was defined as development of opportunistic
infection, intravenous antibiotics, sepsis or requirement of intensive care unit (ICU) admission or
development of death due to secondary infection. Laboratory evaluation Page 3/23 Page 3/23 Laboratory values such as hemogram, liver enzymes, C-reactive protein (CRP), ferritin, D-dimer, lactate
dehydrogenase (LDH) at admission; the peak levels of CRP, ferritin, D-dimer and LDH levels were recorded
Inflammatory state of the patients was evaluated and derived based on COVID hyperinflammatory
syndrome score (cHIS) and it was calculated according to combination of neutrophil and lymphocyte
counts at the admission and the peak levels of CRP, ferritin, D-dimer and LDH during to the follow-up
(Webb et al., 2020). The item of fever was removed due to presence of lower frequency (<%10) of the
patients in both arms. Therefore, maximum score of the new version of cHIS score was 5 points
(modified cHIS [mcHIS] score) were calculated in both groups. Propensity score matching The first step in Propensity Score Matching (PSM) is to identify the covariates from which to calculate
propensity scores (PS). These variables, which can explain the output variable, should be included in the
propensity score creation process (Fan & Nowell, 2011). Age, gender, baseline NLR, ferritin, CRP, D-dimer,
LDH levels and NIH COVID disease scores of the patients were determined as the variables to be
matched. The PS matching was done as 1:1 with nearest neighbor method. Caliper value was 0.2. When
matching, we performed this analysis by assigning values according to the averages of the parameters
with missing data. PSM was performed with SPSS package program 28.0.1 using R package program Page 4/23 Page 4/23 and an auxiliary plugin (PS matching 3.0 SPE). Dotplot of standardized mean differences for all
covariates before and after PS matching was showed in Fig. 1. Jitter plots for trend scores and lineplot of
standardized differences were described in supplemental Figs. 1 and 2, respectively. and an auxiliary plugin (PS matching 3.0 SPE). Dotplot of standardized mean differences for all
covariates before and after PS matching was showed in Fig. 1. Jitter plots for trend scores and lineplot of
standardized differences were described in supplemental Figs. 1 and 2, respectively. Initial analysis with study group before PS Matching Data of 148 patients in anakinra and 114 patients in control group were analyzed. Flow-chart of the study
design and participants was showed in Fig. 2. Mean ± standard deviation (SD) patient age was 66.8 ± 17
and 63.1 ± 17 years in anakinra and SoC group, respectively (p = 0.09). Male gender was 78 (52.7%) in
anakinra and 45 (39.5%) SoC (p = 0.033; Odds ratio [OR]: 4.5). Median (IQR) duration of hospitalization
were 11 (12) days and 9 (7.3) days in anakinra and SoC group, respectively (p = 0.02). Diabetes mellitus
(DM) was in 28% (n = 41) and 34.2% (n = 39), hypertension (HT) in 58.7% (n = 84) and 56% (n = 64),
coronary heart disease (CHD) in 27% (n = 19) and 24% (n = 21), heart failure (HF) in 12.6% (n = 18) and
20% (n = 23), chronic kidney failure (CKD) in 21% (n = 31) and 5.3 (n = 6), chronic obstructive pulmonary
disease (COPD) in 16% (n = 23) and 16.7% (n = 19), dementia in 12.8% (n = 15) and 1.8% (n = 2),
malignancy in 11% (n = 16) and 7% (n = 8), immunosuppressive usage in 12.3% (n = 18) and 1.8 (n = 2) in
anakinra and control group, respectively. Baseline clinical and laboratory findings of participants in
anakinra and control group before and after PSM were described in Table 1. Initial analysis with study group before PS Matching Mean mcHIS score was 3.4 ± 1.2 and 2.64
± 1.5 in patients receiving anakinra and SoC, respectively (p = < 0.001). Overall, pneumothorax was
developed in 2.2 (n = 3) and 0, myocardial infarction (MI) in 2.3% (n = 3) and 5.3 (n = 6), pulmonary
embolism (PE) in 3% (n = 4) and 9.6% (n = 11), ICU admission was in 40.5% (n = 60) and 22% (n = 25),
intubation was in 36.5% (n = 54) and 11.4% (n = 13) patients, 37.8% (n = 56) and 23.7% (n = 27) patients
died in anakinra and control group, respectively (Table 2). Fifty-seven (38.5%) and 68 (59.6%) patients had severe, 91 (61.5%) and 46 (40.4%) had critical disease in
anakinra and control group, respectively (p = 0.001; OR: 11.5). Mean mcHIS score was 3.4 ± 1.2 and 2.64
± 1.5 in patients receiving anakinra and SoC, respectively (p = < 0.001). Overall, pneumothorax was
developed in 2.2 (n = 3) and 0, myocardial infarction (MI) in 2.3% (n = 3) and 5.3 (n = 6), pulmonary
embolism (PE) in 3% (n = 4) and 9.6% (n = 11), ICU admission was in 40.5% (n = 60) and 22% (n = 25),
intubation was in 36.5% (n = 54) and 11.4% (n = 13) patients, 37.8% (n = 56) and 23.7% (n = 27) patients
died in anakinra and control group, respectively (Table 2). Initial analysis with study group before PS Matching Page 5/23 Table 1 Table 1 Table 1
Baseline clinical and laboratory features of patients receiving standard of care (SoC) and Anakinra before
and after propensity score (PS) matching
Before PS matching
After PS matching
Variables
Anakinra
(n = 148)
SoC (n
= 114)
p value
(OR)
Anakinra
(n = 78)
SoC
(n =
78)
p
value
(OR)
Age (years) (mean ± SD)
66.8 ± 17
63.1 ±
17
0.09
67.4 ±
16.7
67.1 ±
16.3
0.9
Gender, male (n, %)
78 (52.7)
45
(39.5)
0.033
(4.5)
38 (48.7)
36
(46.2)
0.8
Duration of hospitalization
(days) (median, IQR)
11 (12)
9 (7.3)
0.02
7.5 (9)
11 (8)
0.01
Comorbidities (n, %)
Diabetes mellitus
41/146
(28.1)
39
(34.2)
0.3
18 (23)
31
(39.7)
0.025
(5)
Hypertension
84/143
(58.7)
64 (56)
0.7
30 (61.5)
50
(64)
0.7
Coronary heart disease
27/143
(19)
24 (21)
0.7
18 (23)
20
(25.6)
0.7
Heart failure
18/143
(12.6)
23 (20)
0.1
14 (18)
20
(25.6)
0.24
Chronic renal failure
31 (21)
6 (5.3)
< 0.001
(13.06)
15 (19)
6 (7.7)
0.035
(4.5)
Chronic obstructive lung
disease
23/144
(16)
19
(16.7)
0.9
14 (18)
15
(19)
0.8
Dementia
15/117
(12.8)
2 (1.8)
0.001
(10.4)
3/61 (5)
2 (2.6)
0.5
Malignancy
16/146
(11)
8 (7)
0.3
9 (11.5)
6 (7.7)
0.4
Immunosuppressive usage
18/146
(12.3)
2 (1.8)
0.001
(10.08)
5 (6.5)
2 (2.6)
0.2
Disease severity (n, %)
NIH score 3 (severe)
57 (38.5)
68
(59.6)
0.001
(11.5)
48 (61.5)
44
(56.4)
0.5
PS: Propensity score, SoC: Standard of care, OR: Odds ratio, SD: Standard deviation, IQR: Interquartile
range, mcHIS: Modified Covid hyperinflammatory syndrome score, NIH: National Institute Health, ALT:
Alanin aminotransferase, AST: Aspartate aminotransferase Baseline clinical and laboratory features of patients receiving standard of care (SoC) and Anakinra before
and after propensity score (PS) matching PS: Propensity score, SoC: Standard of care, OR: Odds ratio, SD: Standard deviation, IQR: Interquartile
range, mcHIS: Modified Covid hyperinflammatory syndrome score, NIH: National Institute Health, ALT:
Alanin aminotransferase, AST: Aspartate aminotransferase PS: Propensity score, SoC: Standard of care, OR: Odds ratio, SD: Standard deviation, IQR: Interquartile
range, mcHIS: Modified Covid hyperinflammatory syndrome score, NIH: National Institute Health, ALT:
Alanin aminotransferase, AST: Aspartate aminotransferase Page 6/23 Page 6/23 Before PS matching
After PS matching
NIH score 4 (critical)
91 (61.5)
46
(40.4)
30 (38.5)
34
(43.6)
mcHIS score (mean ± SD)
3.4 ± 1.2
2.64 ±
1.5
< 0.001
2.9 ± 1
3.1 ±
1.3
0.2
Laboratory results
Neutrophil to lymphocyte ratio
(median, IQR)
7 (7.6)
4.34
(4.4)
< 0.001
6.6 (7.7)
6.4
(7.9)
0.6
Hemoglobin (mean ± SD)
13.2 ± 2.2
13 ± 2
0.9
13.5 ± 2.2
13.2 ±
2.1
0.4
Platelets (mean ± SD)
206.4 ±
79.5
199 ±
74
0.5
213 ± 77
195 ±
70
0.13
C-reactive protein (mg/L)
(median, IQR)
Baseline
119.5
(110)
101
(99)
0.2
112
(151.5)
121
(71.3)
0.3
Peak level
152.5
(124)
126
(88)
0.004
147 (174)
169
(70)
0.5
Ferritin (pg/mL) (median, IQR)
Baseline
393 (616)
393
(205)
0.3
118 (777)
393
(35.6)
0.1
Peak level
716.5
(1023)
396.7
(627)
< 0.001
737 (841)
694
(913)
0.3
D-dimer (pg/mL) (median,
IQR)
Baseline
1.25 (1.2)
2.2 (1)
0.001
1.6 (1.2)
2.2
(0.9)
0.044
Peak level
4.3 (14.8)
2.25
(5.2)
< 0.001
14.6 (28)
10.8
(28)
0.6
Lactate dehydrogenase (U/L)
(median, IQR)
Baseline
398.5
(209)
312
(30)
0.045
329.5
(361)
448.4
(66.4)
0.037
Peak level
569.5
(285)
420.5
(191)
< 0.001
604 (659)
598
(478)
0.02
PS: Propensity score, SoC: Standard of care, OR: Odds ratio, SD: Standard deviation, IQR: Interquartile
range, mcHIS: Modified Covid hyperinflammatory syndrome score, NIH: National Institute Health, ALT: PS: Propensity score, SoC: Standard of care, OR: Odds ratio, SD: Standard deviation, IQR: Interquartile
range, mcHIS: Modified Covid hyperinflammatory syndrome score, NIH: National Institute Health, ALT:
Alanin aminotransferase, AST: Aspartate aminotransferase Page 7/23 Page 7/23 Before PS matching
After PS matching
ALT (U/L) (median, IQR)
22 (19)
21.8
(19)
0.9
17 (21.3)
15
(18)
0.4
AST (U/L) (median, IQR)
39 (33)
38
(19.3)
0.9
32 (50)
42
(25)
0.6
PS: Propensity score, SoC: Standard of care, OR: Odds ratio, SD: Standard deviation, IQR: Interquartile
range, mcHIS: Modified Covid hyperinflammatory syndrome score, NIH: National Institute Health, ALT:
Alanin aminotransferase, AST: Aspartate aminotransferase PS: Propensity score, SoC: Standard of care, OR: Odds ratio, SD: Standard deviation, IQR: Interquartile
range, mcHIS: Modified Covid hyperinflammatory syndrome score, NIH: National Institute Health, ALT:
Alanin aminotransferase, AST: Aspartate aminotransferase Fifty-seven (38.5%) and 68 (59.6%) patients had severe, 91 (61.5%) and 46 (40.4%) had critical disease in
anakinra and control group, respectively (p = 0.001; OR: 11.5). Initial analysis with study group before PS Matching Table 2
Outcomes of patients receiving SoC and Anakinra before and after PS matching
Before PS matching
After PS matching
Variables (n, %)
Anakinra (n =
148)
SoC (n =
114)
p value
(OR)
Anakinra (n
= 78)
SoC (n =
78)
p value
(OR)
Pneumothorax
3/134 (2.2)
0
0.25*
2/73 (2.7)
0
0.5*
Myocardial
infarction
3/132 (2.3)
6 (5.3)
0.3
2/72 (2.8)
2/56
(3.6)
1
Pulmonary
embolism
4/134 (3)
11 (9.6)
0.034
(4.8)*
3/73 (4.1)
7 (9)
0.3*
Intensive care
unit
60 (40.5)
25 (22)
0.001
(10.2)
11 (14.1)
24 (30.8)
0.013
(6.2)
Intubation
54 (36.5)
13 (11.4)
< 0.001
(21.3)
10 (12.8)
13 (16.7)
0.5
Mortality
56 (37.8)
27 (23.7)
0.015
(5.96)
11 (14.1)
25 (32.1)
0.008
(7.1)
PS: Propensity score, SoC: Standard of care, OR: Odds ratio PS: Propensity score, SoC: Standard of care, OR: Odds ratio In univariable analysis, higher patient age (p < 0.001 and p = 0.002), higher frequency of critical illness (p
< 0.001; OR: 52.3 and p < 0.001; OR: 51.3), higher mcHIS score (p < 0.001 and p < 0.001), higher peak levels
of CRP (p < 0.001 and p < 0.001), ferritin (p < 0.001 and p < 0.001), d-dimer (p < 0.001 and p < 0.001) and
LDH (p < 0.001 and p < 0.001) were observed in patients had mortality in SoC and anakinra groups, Page 8/23 Page 8/23 respectively. Higher frequency of male gender (p = 0.004; OR: 4.8), coronary artery disease (p = 0.001; OR:
11.6) and ALT levels (p = 0.009) in SoC; higher frequency of dementia (p = 0.002; OR: 9.8), higher NLR (p <
0.001), baseline CRP (p = 0.004) and d-dimer (p = 0.016) levels were observed in anakinra group in
patients had mortality (Table 3). respectively. Higher frequency of male gender (p = 0.004; OR: 4.8), coronary artery disease (p = 0.001; OR:
11.6) and ALT levels (p = 0.009) in SoC; higher frequency of dementia (p = 0.002; OR: 9.8), higher NLR (p <
0.001), baseline CRP (p = 0.004) and d-dimer (p = 0.016) levels were observed in anakinra group in
patients had mortality (Table 3). respectively. Initial analysis with study group before PS Matching Higher frequency of male gender (p = 0.004; OR: 4.8), coronary artery disease (p = 0.001; OR:
11.6) and ALT levels (p = 0.009) in SoC; higher frequency of dementia (p = 0.002; OR: 9.8), higher NLR (p <
0.001), baseline CRP (p = 0.004) and d-dimer (p = 0.016) levels were observed in anakinra group in
patients had mortality (Table 3). respectively. Higher frequency of male gender (p = 0.004; OR: 4.8), coronary artery disease (p = 0.001; OR:
11.6) and ALT levels (p = 0.009) in SoC; higher frequency of dementia (p = 0.002; OR: 9.8), higher NLR (p <
0.001), baseline CRP (p = 0.004) and d-dimer (p = 0.016) levels were observed in anakinra group in
patients had mortality (Table 3). Analysis of study group after PS Matching Analysis of study group after PS Matching After PS procedure 79 patients in anakinra and 79 patients in SoC matched and included into the
analysis. Mean ± SD patient age was 67.4 ± 16.7 and 67.1 ± 16.3 years in anakinra and SoC group,
respectively (p = 0.9). Male gender was 38 (48.7%) in anakinra and 36 (46.2%) SoC (p = 0.8). Median (IQR)
duration of hospitalization were 7.5 (9) days and 11 (8) days in anakinra and SoC group, respectively (p =
0.01). Frequency of DM was in 23% (n = 18) and 39.7% (n = 31), HT in 61.5% (n = 30) and 64% (n = 50),
CHD in 23% (n = 18) and 25.6% (n = 20), HF in 18% (n = 14) and 25.6% (n = 20), CKD in 19% (n = 15) and
7.7 (n = 6), COPD in 18% (n = 14) and 19% (n = 15), dementia in 5% (n = 3) and 2.6% (n = 2), malignancy in
11.5% (n = 9) and 7.7% (n = 6), immunosuppressive usage in 6.5% (n = 5) and 2.6 (n = 2) in anakinra and
control group, respectively. The differences were only significant in patients had DM (p = 0.025; OR: 5)
and CRF (p = 0.035; OR: 4.5) and those had not among comorbidities after PSM (Table 1). Forty-eight (61.5%) and 44 (56.4%) patients had severe, 30 (38.5%) and 34 patients (43.6%) had critical
disease in anakinra and control group, respectively (p = 0.5). Mean mcHIS score was 2.9 ± 1 and 3.1 ± 1.3
in patients receiving anakinra and SoC, respectively (p = 0.2). Overall, pneumothorax was developed in 2.7
(n = 2) and 0 (p = 0.5), myocardial infarction (MI) in 2.8% (n = 2) and 3.6 (n = 2) (p = 1), pulmonary
embolism (PE) in 4.1% (n = 3) and 9% (n = 7) (p = 0.3), ICU admission was in 14.1% (n = 11) and 30.8% (n
= 24) (p = 0.013; OR: 6.2), intubation in 12.8% (n = 10) and 16.7% (n = 13) patients (p = 0.5), 14.1% (n = 11)
and 32.1% (n = 25) patients died in anakinra and control group, respectively (p = 0.008; OR: 7.1) (Table 2). Initial analysis with study group before PS Matching Page 9/23 Table 3 Univariable analysis of mortality in patients receiving SoC and Anakinra before PS matching
Univariable analysis of SoC
group before PS matching
Univariable analysis of Anakinra
group before PS matching
Variables
Alive
(n =
87)
Deceased
(n = 27)
p value
Alive (n
= 92)
Deceased
(n = 56)
p value
Age (years) (mean ± SD)
59.7 ±
16
73.9 ±
15.5
< 0.001
63.4 ±
18
72.3 ± 13.4
0.002
Gender, male (n, %)
28 (32)
17 (63)
0.004
(8.2)
44
(47.8)
34 (60.7)
0.1
Comorbidities (n, %)
Diabetes mellitus
31
(35.6)
8 (29.6)
0.6
23 (25)
18/54
(33.3)
0.3
Hypertension
42 (52)
19 (70.4)
0.088
52
(56.5)
32/51 (63)
0.5
Coronary heart disease
12
(13.8)
12 (44.4)
0.001
(11.6)
15
(16.3)
12/51
(23.5)
0.3
Heart failure
15
(17.2)
8 (29.6)
0.2
11 (12)
7/51 (13.7)
0.8
Chronic renal failure
4 (4.6)
2 (7.4)
0.6
16
(17.4)
15 (26.8)
0.2
Chronic obstructive lung
disease
13 (15)
6 (22)
0.4
14
(15.2)
9/52 (17.3)
0.7
Dementia
1 (1)
1 (3.7)
0.4
5/80
(6.3)
10/37 (27)
0.002
(9.8)
Malignancy
3 (3.4)
5 (18.5)
0.018
(7.2)
9 (9.8)
7/54 (13)
0.6
Immunosuppressive
usage
2 (2.3)
0
0.4
10/91
(11)
8/55 (14.5)
0.5
Disease severity (n, %)
NIH score 3 (severe)
68
(78.2)
0
< 0.001
(52.3)
56 (61)
1 (1.8)
< 0.001
(51.3)
NIH score 4 (critical)
19
(21.8)
27 (100)
36 (39)
55 (98.2)
PS: Propensity score, SoC: Standard of care, OR: Odds ratio, SD: Standard deviation, IQR: Interquartile
range, mcHIS: Modified Covid hyperinflammatory syndrome score, NIH: National Institute Health, ALT:
Alanin aminotransferase, AST: Aspartate aminotransferase PS: Propensity score, SoC: Standard of care, OR: Odds ratio, SD: Standard deviation, IQR: Interquartile
range, mcHIS: Modified Covid hyperinflammatory syndrome score, NIH: National Institute Health, ALT:
Alanin aminotransferase, AST: Aspartate aminotransferase Page 10/23 Page 10/23 Univariable analysis of SoC
group before PS matching
Univariable analysis of Anakinra
group before PS matching
mcHIS score (mean ± SD)
2.2 ±
1.4
4.2 ± 0.9
< 0.001
3 ± 1
4.1 ± 1.1
< 0.001
Laboratory results
Neutrophil to lymphocyte
ratio (median, IQR)
4.4
(3.9)
4.14 (9.4)
0.9
5.7
(5.1)
9.4 (8.4)
< 0.001
Hemoglobin (mean ± SD)
13.3 ±
2.2
12.9 ± 1.2
0.4
13.4 ±
2.2
13 ± 2.3
0.4
Platelets (mean ± SD)
201 ±
72
192 ± 81
0.6
215 ±
77
192 ± 82
0.08
C-reactive protein (mg/L)
(median, IQR)
Baseline
98 (97)
117 (130)
0.3
104
(109)
136 (125)
0.004
Peak level
100
(90)
171 (77)
< 0.001
136
(92)
206 (132)
< 0.001
Ferritin (pg/mL) (median,
IQR)
Baseline
288
(425)
434 (600)
0.3
330
(543)
533 (767)
0.06
Peak level
426
(502)
930 (931)
< 0.001
532
(613)
1188
(2386)
< 0.001
D-dimer (pg/mL) (median,
IQR)
Baseline
0.8
(0.8)
1.44 (4.4)
0.064
1 (1.1)
1.5 (1.4)
0.016
Peak level
1.5
(2.6)
15.3 (30)
< 0.001
2.7
(7.2)
12.4 (23.5)
< 0.001
Lactate dehydrogenase
(U/L) (median, IQR)
Baseline
411
(241)
421 (210)
0.6
398
(186)
391 (254)
0.9
Peak level
368
(154)
655 (519)
< 0.001
505
(201)
707 (527)
< 0.001
PS: Propensity score, SoC: Standard of care, OR: Odds ratio, SD: Standard deviation, IQR: Interquartile
range, mcHIS: Modified Covid hyperinflammatory syndrome score, NIH: National Institute Health, ALT: PS: Propensity score, SoC: Standard of care, OR: Odds ratio, SD: Standard deviation, IQR: Interquartile
range, mcHIS: Modified Covid hyperinflammatory syndrome score, NIH: National Institute Health, ALT:
Alanin aminotransferase, AST: Aspartate aminotransferase PS: Propensity score, SoC: Standard of care, OR: Odds ratio, SD: Standard deviation, IQR: Interquartile
range, mcHIS: Modified Covid hyperinflammatory syndrome score, NIH: National Institute Health, ALT:
Alanin aminotransferase, AST: Aspartate aminotransferase Page 11/23 Univariable analysis of SoC
group before PS matching
Univariable analysis of Anakinra
group before PS matching
ALT (U/L) (median, IQR)
22.5
(20)
19.5 (18)
0.009
24 (25)
21 (15)
0.3
AST (U/L) (median, IQR)
38 (22)
44 (41)
0.8
39 (31)
39.5 (33)
0.8
PS: Propensity score, SoC: Standard of care, OR: Odds ratio, SD: Standard deviation, IQR: Interquartile
range, mcHIS: Modified Covid hyperinflammatory syndrome score, NIH: National Institute Health, ALT:
Alanin aminotransferase, AST: Aspartate aminotransferase
Analysis of study group after PS Matching
After PS procedure 79 patients in anakinra and 79 patients in SoC matched and included into the
analysis. Initial analysis with study group before PS Matching Mean ± SD patient age was 67.4 ± 16.7 and 67.1 ± 16.3 years in anakinra and SoC group,
respectively (p = 0.9). Male gender was 38 (48.7%) in anakinra and 36 (46.2%) SoC (p = 0.8). Median (IQR)
duration of hospitalization were 7.5 (9) days and 11 (8) days in anakinra and SoC group, respectively (p =
0.01). Frequency of DM was in 23% (n = 18) and 39.7% (n = 31), HT in 61.5% (n = 30) and 64% (n = 50),
CHD in 23% (n = 18) and 25.6% (n = 20), HF in 18% (n = 14) and 25.6% (n = 20), CKD in 19% (n = 15) and
7.7 (n = 6), COPD in 18% (n = 14) and 19% (n = 15), dementia in 5% (n = 3) and 2.6% (n = 2), malignancy in
11.5% (n = 9) and 7.7% (n = 6), immunosuppressive usage in 6.5% (n = 5) and 2.6 (n = 2) in anakinra and
control group, respectively. The differences were only significant in patients had DM (p = 0.025; OR: 5)
and CRF (p = 0.035; OR: 4.5) and those had not among comorbidities after PSM (Table 1). Univariable analysis of SoC
group before PS matching
Univariable analysis of Anakinra
group before PS matching
ALT (U/L) (median, IQR)
22.5
(20)
19.5 (18)
0.009
24 (25)
21 (15)
0.3
AST (U/L) (median, IQR)
38 (22)
44 (41)
0.8
39 (31)
39.5 (33)
0.8
PS: Propensity score, SoC: Standard of care, OR: Odds ratio, SD: Standard deviation, IQR: Interquartile
range, mcHIS: Modified Covid hyperinflammatory syndrome score, NIH: National Institute Health, ALT:
Alanin aminotransferase, AST: Aspartate aminotransferase PS: Propensity score, SoC: Standard of care, OR: Odds ratio, SD: Standard deviation, IQR: Interquartile
range, mcHIS: Modified Covid hyperinflammatory syndrome score, NIH: National Institute Health, ALT:
Alanin aminotransferase, AST: Aspartate aminotransferase Analysis of study group after PS Matching Analysis of study group after PS Matching In univariable analysis, higher patient age (p = 0.005 and p < 0.001), higher frequency of critical illness (p
< 0.001; OR: 47.6 and p < 0.001; OR: 14.9), higher mcHIS score (p = 0.005 and p = 0.036), higher peak
levels of ferritin (p = 0.005 and p = 0.04) and LDH (p = 0.002 and p = 0.01) were observed in patients had
mortality in SoC and anakinra groups, respectively. Higher frequency of CHD (p = 0.002; OR: 9.6), higher
peak CRP (p = 0.006) and d-dimer levels (p < 0.001) in SoC; higher frequency of CRF (p = 0.005; OR: 10.3)
were observed in anakinra group in patients had mortality (Table 4). In univariable analysis, higher patient age (p = 0.005 and p < 0.001), higher frequency of critical illness (p
< 0.001; OR: 47.6 and p < 0.001; OR: 14.9), higher mcHIS score (p = 0.005 and p = 0.036), higher peak
levels of ferritin (p = 0.005 and p = 0.04) and LDH (p = 0.002 and p = 0.01) were observed in patients had
mortality in SoC and anakinra groups, respectively. Higher frequency of CHD (p = 0.002; OR: 9.6), higher
peak CRP (p = 0.006) and d-dimer levels (p < 0.001) in SoC; higher frequency of CRF (p = 0.005; OR: 10.3)
were observed in anakinra group in patients had mortality (Table 4). Analysis of study group after PS Matching Page 12/23 Table 4
h Univariable analysis of mortality in patients with SoC and Anakinra after PS matching
Univariable analysis of SoC
group after PS matching
Univariable analysis of Anakinra
group after PS matching
Variables
Alive
(n =
53)
Deceased
(n = 25)
p value
Alive (n
= 67)
Deceased
(n = 11)
p value
Age (years) (mean ± SD)
63.6 ±
15.4
74.4 ±
15.8
0.005
65.5 ±
17
79 ± 6.7
< 0.001
Gender, male (n, %)
21
(39.6)
15 (60)
0.09
31
(46.3)
7 (63.6)
0.3
Comorbidities (n, %)
Diabetes mellitus
25
(45.3)
7 (28)
0.15
15
(22.4)
3 (27.3)
0.7
Hypertension
32
(60.4)
18 (72)
0.3
39
(58.2)
9 (81.8)
0.2
Coronary heart disease
8 (15)
12 (48)
0.002
(9.6)
13
(19.4)
5 (45.5)
0.1
Heart failure
12
(20.6)
8 (32)
0.4
10 (15)
4 (36.4)
0.1
Chronic renal failure
4 (7.5)
2 (8)
0.9
9 (13.4)
6 (54.5)
0.005
(10.3)*
Chronic obstructive lung
disease
9 (17)
6 (24)
0.5
10 (15)
4 (36.4)
0.1
Dementia
1 (2)
1 (4)
0.5
3/56
(5.4)
0
0.6
Malignancy
2 (3.8)
4 (16)
0.08
9 (13.4)
0
0.2
Immunosuppressive usage
2 (3.8)
0
1
5 (8)
0
0.3
Disease severity (n, %)
NIH score 3 (severe)
44 (83)
0
< 0.001
(47.6)
47 (70)
1 (9)
< 0.001
(14.9)
NIH score 4 (critical)
9 (17)
25 (100)
20 (30)
10 (90)
mcHIS score (mean ± SD)
2.85 ±
1.3
3.76 ± 1.3
0.005
2.78 ±
0.9
3.45 ± 1.3
0.036
Laboratory results
PS: Propensity score, SoC: Standard of care, OR: Odds ratio, SD: Standard deviation, IQR: Interquartile
range, mcHIS: Modified Covid hyperinflammatory syndrome score, NIH: National Institute Health, ALT:
Alanin aminotransferase, AST: Aspartate aminotransferase PS: Propensity score, SoC: Standard of care, OR: Odds ratio, SD: Standard deviation, IQR: Interquartile
range, mcHIS: Modified Covid hyperinflammatory syndrome score, NIH: National Institute Health, ALT:
Alanin aminotransferase, AST: Aspartate aminotransferase PS: Propensity score, SoC: Standard of care, OR: Odds ratio, SD: Standard deviation, IQR: Interquartile
range, mcHIS: Modified Covid hyperinflammatory syndrome score, NIH: National Institute Health, ALT:
Alanin aminotransferase, AST: Aspartate aminotransferase Page 13/23 Page 13/23 Univariable analysis of SoC
group after PS matching
Univariable analysis of Anakinra
group after PS matching
Neutrophil to lymphocyte
ratio (median, IQR)
5.64
(4.2)
6.4 (9.2)
0.2
5.6
(4.2)
7 (7.4)
0.1
Hemoglobin (mean ± SD)
13.25
± 2.4
13 ± 1.3
0.3
13.5 ±
2.2
13 ± 2.6
0.5
Platelets (mean ± SD)
203 ±
76
177 ± 53
0.1
214 ±
76
204 ± 87
0.7
C-reactive protein (mg/L)
(median, IQR)
Baseline
110
(102)
121 (86)
0.3
99
(101)
121 (94)
0.15
Peak level
121.2
(87.4)
168.9 (88)
0.006
136
(82)
155 (167)
0.2
Ferritin (pg/mL) (median,
IQR)
Baseline
393
(144)
393 (87)
1
300
(280)
146 (853)
0.6
Peak level
523
(544)
572 (915)
0.005
398
(494)
789 (1108)
0.04
D-dimer (pg/mL) (median,
IQR)
Baseline
2.1
(1.5)
2.2 (0.94)
0.3
1 (1.3)
1.6 (2.3)
0.4
Peak level
1.8 (3)
10.8 (28)
< 0.001
2.54
(4.6)
11 (27)
0.07
Lactate dehydrogenase
(U/L) (median, IQR)
Baseline
448.4
(29)
448.4
(107.4)
0.6
395
(178)
363 (330)
0.8
Peak level
401
(182.4)
557
(474.5)
0.002
480
(177)
642 (487)
0.01
ALT (U/L) (median, IQR)
20.3
(19)
19.5
(16.8)
0.1
21 (18)
18 (26)
0.7
AST (U/L) (median, IQR)
36 (20)
39 (21)
0.5
38 (22)
42 (36)
0.8
PS: Propensity score, SoC: Standard of care, OR: Odds ratio, SD: Standard deviation, IQR: Interquartile
range, mcHIS: Modified Covid hyperinflammatory syndrome score, NIH: National Institute Health, ALT:
Alanin aminotransferase, AST: Aspartate aminotransferase PS: Propensity score, SoC: Standard of care, OR: Odds ratio, SD: Standard deviation, IQR: Interquartile
range, mcHIS: Modified Covid hyperinflammatory syndrome score, NIH: National Institute Health, ALT:
Alanin aminotransferase, AST: Aspartate aminotransferase PS: Propensity score, SoC: Standard of care, OR: Odds ratio, SD: Standard deviation, IQR: Interquartile
range, mcHIS: Modified Covid hyperinflammatory syndrome score, NIH: National Institute Health, ALT:
Alanin aminotransferase, AST: Aspartate aminotransferase Page 14/23 Page 14/23 Higher patient age (OR: 1.048, p = 0.018 [95% confidence interval (CI): 1.008–1.09]), male gender (OR: 3.2,
p = 0.048 [95% CI: 1.013–10.3]), critical disease (compared to severe) (OR: 141.9, p < 0.001 [95% CI: 16.8–
1198]), SoC treatment (compared to anakinra) (OR: 6.7, p = 0.002 [95% CI: 1.98–22.3]) were associated
with higher mortality in multivariable analysis after PSM (Table 5). Analysis of study group after PS Matching Table 5
Multivariable analysis of mortality in patients receiving Anakinra after PS matching
Variables
B
p value
OR
95% CI
Patient age
0.047
0.018
1.048
1.008–1.09
Gender (male)
1.17
0.048
3.2
1.013–10.3
Critical disease (compared to severe disease)
4.95
< 0.001
141.9
16.8–1198
SoC (compared to anakinra)
1.9
0.002
6.7
1.98–22.3
PS: Propensity score, SoC: Standard of care, OR: Odds ratio, CI: Confidence interval
Log-rank: p = 0.14
survival analysis mortality rate was tended to be lower in patients with anakinra compared to SoC
roup after PSM (Log-Rank: p = 0.14) (Fig. 3). In survival analysis mortality rate was tended to be lower in patients with anakinra compared to SoC
group after PSM (Log-Rank: p = 0.14) (Fig. 3). In survival analysis mortality rate was tended to be lower in patients with anakinra compared to SoC
group after PSM (Log-Rank: p = 0.14) (Fig. 3). Discussion In COVID-19 mortality rates differ according features of the study population (hospitalized vs outpatient
patients or ward vs ICU), inflammatory burden and disease severity of patients. Several studies revealed
higher mortality rate among severe and critically COVID-19 patients. In a retrospective study from Saudi
Arabia with 352 critically ill patients, 28-day mortality was 32.1%. In this study, mortality was associated
with older age, higher LDH and d-dimer levels (Alharthy et al., 2021). In a multicenter observational study
from Mexico with 164 critically ill patients, mortality was 51.8% and higher age as well as CRP levels were
also associated with higher mortality (Ñamendys-Silva et al., 2021). In Zhao et al. study, mortality was 2%
and 47% among severe and critically ill patients, respectively (Zhao et al., 2021). Beyond the demographic
features, there is a close association between poor outcome and higher inflammatory response. A
hyperinflammatory score (cHIS score) reflecting cytokine storm was defined by Webb at al (Hu et al.,
2021). In this study, mortality increased gradually with higher scores; those were 1%, 15% and 33% in
patients had < 2, ≥2 and ≥ 3 scores, respectively. The fact that an average higher mcHIS score of current
study population than originally study even removing item of fever reflects a higher inflammatory burden
in our study compared to the previous one. Therefore, our study group had more severe disease and
higher mortality risk at admission which was expected to have a higher mortality rate. In our study
mortality rate of control group was consistent with previous results. Although mortality rate was higher in
patients receiving anakinra compared to SoC before PS matching, that was lower in anakinra group than
SoC after PS matching. This finding emphasizes the importance of making comparisons in the term of Page 15/23 Page 15/23 relevant treatment efficacies between similar disease groups according to patient characteristics and
disease severity. Several risk factors for higher mortality were defined such as age and gender, presence of cancer or on
immunosuppression in COVID-19 (Alwani et al., 2021) (Aboueshia et al., 2021). In addition to traditional
risk factors some laboratory parameters such as elevated CRP, ferritin, d-dimer, LDH and IL-6 levels were
associated poor outcomes including higher mortality (Terpos et al., 2020) (Hanff, Mohareb, Giri, Cohen, &
Chirinos, 2020) (Feld, Tremblay, Thibaud, Kessler, & Naymagon, 2020). Discussion These laboratory values are also
compatible with other reason of MAS beyond the COVID-19 and reflect higher inflammatory and/or
prothrombotic state (Zou et al., 2020) (Gavand et al., 2017). Higher baseline and peak levels of NLR, CRP,
ferritin, d-dimer and only peak levels of LDH were associated with mortality both in two groups before PS
matching. These findings compatible with previous results. On the other hand, after PS matching only
peak levels of CRP, ferritin, d-dimer and LDH levels remained higher in patients deceased compared to
survivors. These results indicate that peak levels of such laboratory parameters are more relevant than
those baseline levels into the development of mortality in patients with COVID-19 associated cytokine
storm. These results were consistent in both treatment groups in our study and further studies are needed
to clarify this issue. IL-1 has a driven role in several diseases such as HPFS, AODS and also several hyperinflammatory
conditions such as MAS and HLH due to various immune related disorders, infections and malignancies
(Gabay, Lamacchia, & Palmer, 2010) (Dinarello, 2011). Additionally, safety and efficacy of IL-1 inhibitors
such as anakinra were established in many studies in cytokine storms due to various diseases (Giavridis
et al., 2018) (Grom, Horne, & De Benedetti, 2016) (Mehta, Cron, Hartwell, Manson, & Tattersall, 2020). Furthermore, anakinra became one of the standard targeted therapies for the treatment of COVID-19-
assciated cytokine storm during the pandemic (Kyriazopoulou et al., 2021). In a comparative study from
Italy with 392 patients who consisted of 62 anakinra and 55 anti-IL-6 treatment, overall mortality was
25%, 32% in biologic-naïve, 14% in anakinra and 18% in tocilizumab receiving patients (Cavalli et al.,
2021). In this study, higher CRP levels at baseline and decreasing levels of LDH with treatment predicted
higher IL-1 and IL-6 inhibitor response and reduced mortality. In a prospective comparative study,
mortality was lower in patients receiving anakinra compared to those with standard of care (29% vs 46%;
p = 0.082) (Balkhair et al., 2021). These studies revealed higher efficacy of anakinra which were
consistent with our results in patients with COVID-19. Intravenous and high dose anakinra is an emerging therapeutic option both in rheumatology and COVID-
19 practice. Intravenous administration of anakinra enables higher and fast maximum plasma
concentration compared to subcutaneous administration (Mehta et al., 2020). Declarations Funding: No specific funding was received from any bodies in the public, commercial or not-for-profit
sectors to carry out work described in this article. Conflicts of Interest: Authors declare no conflicts of interest and also financial relationships. Conflicts of Interest: Authors declare no conflicts of interest and also financial relationships. Availability of data and material: Datasets of the study are available from the corresponding author on
reasonable request. Availability of data and material: Datasets of the study are available from the corresponding author on
reasonable request. Code availability: Not applicable. Author contributions: M.B. designed and planned the study, M.H.U, M.E.Ö and M.A collected the samples
from patients, M.B, S.Y and M.İ.K carried out the data evaluation and basic analysis. All authors
contributed to the follow-up of the patients and interpretation of results. M.B. wrote the first draft. All
authors provided critical feedback for the last version. Ethics approval: Local ethics committee approval and participant consent were obtained for this study
(date and number: 24.02.2022 and 2022/04-09). Ethics approval: Local ethics committee approval and participant consent were obtained for this study
(date and number: 24.02.2022 and 2022/04-09). Acknowledgements: Not applicable. Acknowledgements: Not applicable. Conclusion In our study mortality was lower in patients receiving anakinra compared to SoC. Our study also indicates
that hyperinflammatory response is one of the most important risk factor for the development of
mortality in patients with COVID-19. Intravenous high dose anakinra is safe and effective treatment in
patients with severe and critical COVID-19. Discussion Recently there is sufficient
evidence with high dose intravenous anakinra administration in various hyperinflammatory syndromes
(Nigrovic et al., 2011) (Phadke, Rouster-Stevens, Giannopoulos, Chandrakasan, & Prahalad, 2021). High
dose intravenous anakinra treatment was safe and effective in a preliminary retrospective study from
Italy in patients with COVID-19 (Cavalli et al., 2020). In another prospective controlled study (ESCAPE
open label study) with critically ill COVID-19 patients, high dose intravenous anakinra had lower mortality Page 16/23 Page 16/23 Page 16/23 rate than standard of care as well as tocilizumab treatment (Karakike et al., 2022). No increase in the
frequency of severe infection as well other complications such as myocardial infarction in anakinra
group compared to controls in our study indicates that high dose intravenous anakinra is safe in patients
with COVID-19. Daily dose adjustment of anakinra may allow early intervention of the hyperinflammatory
state according to daily clinical and laboratory parameters, as well as withdrawing the drug in case of
infection and/or other potential complications. This study has some limitations. Retrospective design of the study was the main limitation. Having
missing data is another limitation of the study. On the other hand, controlled design of the study with PS
matching and the fact that the study is conducted in a single center ensures homogeneity in terms of
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Association With Mortality Risk in Severely and Critically Ill COVID-19 Patients. JPEN J Parenter
Enteral Nutr, 45(1), 32–42. doi:10.1002/jpen.1953 37. Zou, L. X., Zhu, Y., Sun, L., Ma, H. H., Yang, S. R., Zeng, H. S.,. .. Lu, M. P. (2020). Clinical and laboratory
features, treatment, and outcomes of macrophage activation syndrome in 80 children: a multi-center
study in China. World J Pediatr, 16(1), 89–98. doi:10.1007/s12519-019-00256-0 37. Zou, L. X., Zhu, Y., Sun, L., Ma, H. H., Yang, S. R., Zeng, H. S.,. .. Lu, M. P. (2020). Clinical and laboratory
features, treatment, and outcomes of macrophage activation syndrome in 80 children: a multi-center
study in China. World J Pediatr, 16(1), 89–98. doi:10.1007/s12519-019-00256-0 Figures Figures Page 20/23 Figure 1 Figure 1
Dotplot of standardized mean differences for all covariates before and after PS matching Figure 1 Dotplot of standardized mean differences for all covariates before and after PS matching Dotplot of standardized mean differences for all covariates before and after PS matching Page 21/23 Page 21/23 Figure 2
Flow-chart of the study design and participants Page 22/23
Figure 2
Flow-chart of the study design and participants Figure 3 Comparison of mortality between patients receiving Anakinra and SoC in survival analysis Comparison of mortality between patients receiving Anakinra and SoC in survival analysis Supplementalfigures.docx Figure 2 Flow-chart of the study design and participants Page 22/23 Page 22/23 Fi
3 Figure 3 Supplementary Files This is a list of supplementary files associated with this preprint. Click to download. This is a list of supplementary files associated with this preprint. Click to download. Supplementalfigures.docx Page 23/23
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Small satellite TT&C allocations below 1 GHz: outcome of ITU WRC-19
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Abstract As hundreds of new small satellites are being launched each year, the RF spectrum for satellite communication becomes
increasingly occupied. The International Telecommunication Union recognized this problem at World Radiocommunica-
tion Conference 2015 (WRC-15) and invited study groups to investigate the utilization of frequency allocations. The studies
followed a three-step approach: first, the TT&C spectrum requirements of small satellites, being a new class of satellites,
were assessed. Second, the utilization of existing TT&C frequency allocations and their potential to incorporate the future
number of satellites was studied. Third, the study groups investigated new potential TT&C frequency allocations in the
frequency ranges 150.05–174 MHz and 400.15–420 MHz. The studies were completed for WRC-19. This paper presents
the results of the study groups. A study of the spectrum requirements of small satellites has been completed. The required
spectrum for TT&C was estimated to be less than 2.5 MHz for downlink and less than 1 MHz for uplink. Consequently, the
study groups conducted sharing studies in various bands which yield that no new allocations are suitable for small satellite
TT&C on a co-channel sharing basis. However, regulatory measures are proposed that in the study groups’ view will satisfy
the small satellite developers’ needs. The paper will summarize the regulatory measures taken after WRC-19 along with a
personal appraisal of the author. Keywords Frequency coordination · ITU · WRC · Small satellites · Short duration missions · TT& Keywords Frequency coordination · ITU · WRC · Small satellites · Short duration missions · TT&C Martin von der Ohe1 Received: 20 December 2019 / Revised: 24 March 2020 / Accepted: 25 March 2020 / Published online: 15 April 2020
© The Author(s) 2020 CEAS Space Journal (2020) 12:565–571
https://doi.org/10.1007/s12567-020-00310-y CEAS Space Journal (2020) 12:565–571
https://doi.org/10.1007/s12567-020-00310-y ORIGINAL PAPER * Martin von der Ohe
martin.vonderohe@tu‑berlin.de 2.1 Spectrum requirements of satellites
with short‑duration missions for TT&C To analyze if existing frequency allocations for TT&C are
sufficient to accommodate satellites with short-duration mis-
sions, an investigation of the actual spectrum requirements
of these satellites was required. The spectrum requirements
were assessed based on the report that was published in
2015 [1]. A new report [4] was drafted as the new term
“short-duration missions” needed to be included and some
parameters had to be corrected or further specified. This
report defines typical characteristics of short-duration mis-
sions, e.g. a bandwidth of up to 25 kHz, orbits between 300
and 1000 km and satellite EIRP (equivalent isotropically
radiated power) of not more than 3 dBW. It should be noted
that these reports do not incorporate minimum (worst-case)
values that would be needed for a positive link margin, but
rather aim to include all kinds of small satellites that have
been launched in the past. Accordingly, these values have not
been optimized for sharing studies, which was later found to
be not favorable for further analyses. The most utilized and at the same time, most crowded
bands for short-duration missions have so far been bands
below 1 GHz. In these bands, the satellites typically conduct
their TT&C. Payload data downlink is usually transferred in
higher bands (S band or X band). Therefore, the studies were
focused on bands below 1 GHz that are available for satel-
lite TT&C, which is defined as “Space Operation Service”
(SOS) in ITU terminology. The following chapters will review the studies that have
been conducted to investigate potential new allocations
for small satellites. Chapter 2 summarizes the technical
work that was done by the ITU study group. The author
was part of this study group; however, it has to be noted
that great parts of the study work have been done by other
authors. Study group contributions are submitted to the ITU
on behalf of national administrations; therefore, there are
no publications available that allow reference to a certain
author. The author of this paper, therefore, wants to express
that the studies that are described in chapter 2 are only partly
the original work of the author. These parts are identified
accordingly. The rest of the chapter summarizes the study
group work for which the references [4–6] are recommended
for further reading. Chapter 3 describes the conclusions of
the work of the study group, while chapter 4 presents the
outcome of ITU WRC-19. 1 Introduction the suitability of existing allocations to the space opera-
tion service in the frequency range below 1 GHz, taking
into account the current use. As mentioned before, the characterizing properties of
small satellites (mass, dimensions) do not have significance
for frequency coordination and another characteristic had
to be found that has relevance for coordination. This char-
acteristic was found in the typically short mission lifetime
which can be directly linked to the “period of validity” of
ITU filing procedures. For this reason, ITU study groups
refer to “satellites with short duration missions” rather than
“small satellites” when this class of satellites is discussed. The mission lifetime (or period of validity) is defined as not
more than 3 years. Obviously, this opens the floor for large
satellite systems as well; however, it is not expected that
large, expensive satellites will be deployed for a mission
lifetime of only three years. If studies of the current TT&C allocations indicate that small
satellite requirements cannot be met, they shall further study 3. sharing and compatibility studies to consider possible
new allocations or an upgrade of the existing allocations
for small satellite TT&C within the frequency ranges
150.05–174 MHz and 400.15–420 MHz. 1. the spectrum requirements of satellites with mission
durations for TT&C. 2 Study work The work that was assigned to one of the ITU study groups
(ITU-R Working Party 7B) was defined in ITU-R Resolution
659 (WRC-15) [7] as follows: The study group shall study
between WRC-15 and WRC-19 2.1 Spectrum requirements of satellites
with short‑duration missions for TT&C The spectrum needs were derived by simulating 300 sat-
ellite–ground station pairs and their interference potential
against each other. The number was set to 300 pairs as this
value was expected to represent the number of co-existing
short duration mission systems that will need to use spec-
trum for TT&C below 1 GHz. The ground stations (Fig. 1)
and the satellites were distributed based on the current dis-
tribution. Two studies (one of which was conducted by the
author [8]) yield that the required spectrum for the space-to-
Earth direction (Downlink) is less than 2.5 MHz, while the
required spectrum for the Earth-to-space direction (Uplink)
is less than 1 MHz. The evaluation of existing SOS (TT&C)
allocations was based on these estimates. The results are
summarized in a report [5]. 1 Introduction frequency coordination were omitted or underestimated by
the developers. Additionally, the new developers complained
that the existing regulatory procedures are too complicated
and time consuming for satellites with short development
times. The ITU, therefore, decided at the WRC-12 to study
the characteristics of picosatellites and nanosatellites and
their current practice in filing satellites to the ITU. The stud-
ies were concluded in 2015 with two reports on the charac-
teristics [1] and current filing practice [2]. In these reports,
it was identified that the characteristics that define small
satellites (low mass, small dimensions, low power, etc.)
are not relevant from a frequency coordination perspective
and that the short development times are still long enough
to properly file the systems to the ITU. As a result, it was
stated that small satellites fit into the regulatory framework
(the ITU Radio Regulations [3]) and that nothing needs to
be changed. However, it was found that the bare number
of new satellites, irrespective of their size and mass, poses
potential harm to existing satellite systems in the respective
frequency allocations. The ITU, therefore, decided at WRC-
15 to study the spectrum needs of small satellites and the After the Cubesat design standard was introduced in 1999
and first satellites of this new class have been launched in
the subsequent years, small satellites have become increas-
ingly popular in the past 5 years. Today not only universi-
ties use small satellite platforms for education and technol-
ogy demonstration but also commercial operators started to
develop and deploy satellites with masses of typically less
than 50 kg and reasonably short development times. Cur-
rently hundreds of new satellites are launched into space per
year. The increase of launches was recognized by the Inter-
national Telecommunication Union (ITU) which is respon-
sible for the coordination of the shared use of frequencies. As the first Cubesats were mainly launched by new entrants
into the space sector, mandatory regulatory procedures like 1
Technische Universität Berlin, Department of Aeronautics
and Astronautics, Chair of Space Technology, Marchstr. 12‑14, 10587 Berlin, Germany :(0123
1 3456789)
3 566 M. von der Ohe potential necessity of new frequency allocations for their
TT&C (Tracking, telemetry & control). 2. the suitability of existing allocations to the space opera-
tion service in the frequency range below 1 GHz, taking
into account the current use. 2. 2.2 Suitability of existing SOS (TT&C) allocations
below 1 GHz The existing frequency allocations that can be used for
TT&C below 1 GHz are summarized in Table 1. The table 1 3 Small satellite TT&C allocations below 1 GHz: outcome of ITU WRC‑19 567 Fig. 1 Distribution of ground stations as defined in the study group work [8] Fig. 1 Distribution of ground stations as defined in the study group work [8] Table 1 Existing allocations to
the Space Operation Service
below 1 GHz
Frequency band (MHz)
Status
Direction
Allocated
bandwidth
(MHz)
Special obligations/constraints
30.005–30.010
Primary
N/A
0.005
Satellite identification
137–138
Primary
Space-to-Earth
1.0
–
148–149.9
Primary
Earth-to-space
1.9
RR No. 9.21 applies
267–272
Secondary
Space-to-Earth
5
RR No. 9.21 applies, NATO band
272–273
Primary
Space-to-Earth
1
NATO band
400.15–401
Secondary
Space-to-Earth
0.85
401–402
Primary
Space-to-Earth
1
449.75–450.25
Primary
Earth-to-space
0.5
RR No. 9.21 Table 1 Existing allocations to
the Space Operation Service
below 1 GHz Article No. 9.21 states that “before an administration notifies
to the [ITU] Bureau or brings into use a frequency assign-
ment […], it shall effect coordination, as required, with other
administrations […] for any station of a service for which the
requirement to seek the agreement of other administrations
is included in a footnote to the Table of Frequency Alloca-
tions referring to this provision” [3]. This statement is as
difficult to understand as it is dangerous for potential users
of the band; all potential users must search agreement from
other administrations before the band can be used. The other
administrations can refuse agreement without a reason. Con-
sequently, even if sharing would be technically feasible, the
sharing can be prohibited, e.g. for political reasons. For this
reason, ITU-R Resolution 659 states that “that the existing shows the allocated bands, the protection status, the direc-
tion of the allocation, the bandwidth and if special obliga-
tions apply. The status is either primary or secondary. Pri-
mary allocations are protected against secondary services
and only have to coordinate with other primary services. Accordingly, primary services are preferable. The direction
depicts if the band can be used for uplink or downlink. The 30.005–30.010 MHz slot can be neglected as it is
very small and not feasible for small satellite antenna sizes. The remaining allocations sum up to 2.4 MHz in the uplink
and to 8.85 MHz for the downlink. 2.3 Potential new frequency allocations for SOS
(TT&C) ITU-R Resolution 659 states that if the existing SOS alloca-
tions are not sufficient to accommodate satellites with short-
duration missions, other frequency ranges between 150.05
and 174 MHz as well as between 400.15 and 420 MHz shall
be studied. Obviously, these bands have incumbent services
that use the bands, either globally or regionally harmonized. Tables 2 and 3 summarize the incumbent services for each
band portion. Capitalized service names refer to primary sta-
tus while uncapitalized refers to secondary status. Footnotes
in form 5.XXX add special obligations to many of the band
portions but are not included in this paper. fi
c) Method C was to use 137–138 MHz for the downlink
and make available 148–149.9 MHz for the uplink by
removing the footnote regarding Article No. 9.21 and
with that remove the dependency on the goodwill of
other administrations. While Method C was seen to be the most probable solu-
tion by most members of the ITU study groups, it was high-
lighted that the compatibility of 137–138 MHz with aero-
nautical mobile (route) services in the adjacent band below
137 MHz was not yet studied. Therefore, strong opposition
was expected at WRC-19. The reason why effects to adjacent
bands where not studied is that 137–138 MHz already was
an existing allocation for space operation service and as such
the need for new compatibility studies was not seen. Sharing studies on each of the bands 150–174 MHz and
400.15–420 MHz have been done and the results are sober-
ing. Almost all bands have been identified as not feasible
for co-channel sharing. The sharing analyses have been
based on characteristics of the incumbent services and their
protection criteria as well as the short-duration missions’
parameters. A report of more than 150 pages [6] was writ-
ten, and the results clearly state that co-channel sharing is
not possible. Only in the band that is currently mainly used
by radiosonde systems (403–406 MHz), the studies show
two different results. Some administrations state that sharing
with radiosondes would be possible under certain circum-
stances and proposed a new allocation in these bands. Besides the studies on TT&C allocations for short-dura-
tion missions, late in the study cycle a modification to the
regulatory procedure to file short-duration missions was pro-
posed. 3 Short‑duration missions at WRC‑19 The study group and a subsequent conference preparatory
meeting (CPM) proposed three possible methods to solve the
agenda item on short-duration missions at WRC-19: Irrespective of the parallel developments mentioned in
the paragraph above, the studies on potential new allocations
for TT&C yielded that, in general, the existing downlink
allocations are sufficient, while uplink allocations are not
feasible, given the existing constraints. a) Method A proposes to not change anything, since some
administrations thought that changes are not needed for
short duration missions. b) Methods B1 and B2 propose a new Earth-to-space allo-
cation either between 403 and 404 MHz or 404 and
405 MHz. These bands are the before-mentioned radio-
sonde bands and it was expected that this proposal will
be difficult for many administrations. 2.2 Suitability of existing SOS (TT&C) allocations
below 1 GHz In general, these numbers
should be sufficient to incorporate short-duration missions;
however, special obligations exist that make the use of the
bands not possible or at least difficult. Radio Regulations 1 568 M. von der Ohe be sufficient, while the Earth-to-space bands are blocked
for short-duration missions by Radio Regulations Article
No. 9.21. As a simple solution, it was proposed to delete the
reference to Article No. 9.21. Most study group participants
agreed that this would solve the problem and render the need
for new allocations unnecessary. allocations to the space operation service below 1 GHz,
where No. 9.21 applies, are not suitable”. In the space-to-
Earth direction, the portions 267–273 MHz are part of a
NATO harmonized band and coordination needs agreement
of military administrations, at least in NATO countries. At the same time as developers and operators of satel-
lites with short-duration missions tried to identify potential
new frequency allocations, other operators of “traditional”
satellites sought to limit the use of certain bands around
400 MHz to limit the interference potential for data col-
lecting systems operating in these bands. More details can
be found in ITU-R Resolution 765 [9] and the final acts of
WRC-19 which put power limits in these bands [10]. 2.3 Potential new frequency allocations for SOS
(TT&C) In this proposal, it was suggested that the time that
is needed to register a short-duration mission with the ITU
can be significantly reduced, if the system is only short term
and consists of less than ten satellites. This proposal was
linked with the studies on potential new TT&C allocations
during WRC-19. As a result, the following changes were agreed upon dur-
ing the conference: 2.4 Upgrade of existing SOS allocations During the ITU study group meetings between 2015 and
2019, it was proposed to change the constraints of exist-
ing TT&C bands instead of finding new allocations. 2.4 Upgrade of existing SOS allocations von der Ohe 570 570
M. von der Ohe
Table 2 (continued)
Allocation to services
Region 1
Region 2
Region 3
162.0375–174
FIXED
MOBILE except aeronautical mobile
5.226 5.229
162.0375–174
FIXED
MOBILE
5.226 5.229 5.231
162.0375–174
FIXED
MOBILE
5.226 5.229 5.231
Table 3 Frequency allocation
table in the frequency range
400.15–420 MHz [3]
Allocation to services
400.15–401
METEOROLOGICAL AIDS
METEOROLOGICAL-SATELLITE (space-to-Earth)
MOBILE-SATELLITE (space-to-Earth) 5.208A 5.208B 5.209
SPACE RESEARCH (space-to-Earth) 5.263
Space operation (space-to-Earth)
5.262 5.264
401–402
METEOROLOGICAL AIDS
SPACE OPERATION (space-to-Earth)
EARTH EXPLORATION-SATELLITE (Earth-to-space)
METEOROLOGICAL-SATELLITE (Earth-to-space)
Fixed
Mobile except aeronautical mobile
402–403
METEOROLOGICAL AIDS
EARTH EXPLORATION-SATELLITE (Earth-to-space)
METEOROLOGICAL-SATELLITE (Earth-to-space)
Fixed
Mobile except aeronautical mobile
403–406
METEOROLOGICAL AIDS
Fixed
Mobile except aeronautical mobile
5.265
406–406.1
MOBILE-SATELLITE (Earth-to-space)
5.265 5.266 5.267
406.1–410
FIXED
MOBILE except aeronautical mobile
RADIO ASTRONOMY
5.149 5.265
410–420
FIXED
MOBILE except aeronautical mobile
SPACE RESEARCH (space-to-space) 5.268 other services. In this case, simplified filing procedures
apply. other services. In this case, simplified filing procedures
apply. 2.4 Upgrade of existing SOS allocations As
stated above, the space-to-Earth bands were considered to • The frequency band 137.025–138 MHz shall be used
for short-duration missions, if they do not cause harm-
ful interference and if they do not claim protection from 1 3 Small satellite TT&C allocations below 1 GHz: o
Table 2 Frequency allocation table in the fre
Allocation to services
Region 1
150.05–153
FIXED
MOBILE except aeronautical mobile
RADIO ASTRONOMY
5.149
153–154
FIXED
MOBILE except aeronautical mobile (R)
meteorological aids
154–156.4875
FIXED
MOBILE except aeronautical mobile (R)
5.225A 5.226
156.4875–156.5625
MARITIME MOBILE (distress and
calling via DSC)
5.111 5.226 5.227
156.5625–156.7625
FIXED
MOBILE except aeronautical mobile (R)
5.226
156.7625–156.7875
MARITIME MOBILE
Mobile-satellite (Earth-to-space)
5.111 5.226 5.228
156.7875–156.8125
MARITIME MOBILE (distress
and calling)
5.111 5.226
156.8125–156.8375
MARITIME MOBILE
Mobile-satellite (Earth-to-space)
5.111 5.226 5.228
156.8375–161.9375
FIXED
MOBILE except aeronautical mobile
5.226
161.9375–161.9625
FIXED
MOBILE except aeronautical mobile
Maritime mobile-satellite (Earth-to-space)
5.228AA
5.226
161.9625–161.9875
FIXED
MOBILE except aeronautical mobile
Mobile-satellite (Earth-to-space) 5.228F
161.9875–162.0125
FIXED
MOBILE except aeronautical mobile
Maritime mobile-satellite (Earth-to-space)
5.228AA
5.226 5.229
162.0125–162.0375
FIXED
MOBILE except aeronautical mobile
Mobile-satellite (Earth-to-space) 5.228F 569 Small satellite TT&C allocations below 1 GHz: outcome of ITU WRC‑19 Table 2 Frequency allocation table in the frequency range 150.05–174.00 MHz [3]
Allocation to services
Region 1
Region 2
Region 3
150.05–153
FIXED
MOBILE except aeronautical mobile
RADIO ASTRONOMY
150.05–154
FIXED
MOBILE
150.05–154
FIXED
MOBILE
5.149
5.225
5.225
153–154
FIXED
MOBILE except aeronautical mobile (R)
meteorological aids
154–156.4875
FIXED
MOBILE except aeronautical mobile (R)
5.225A 5.226
154–156.4875
FIXED
MOBILE
5.226
154–156.4875
FIXED
MOBILE
5.225A 5.226
156.4875–156.5625
MARITIME MOBILE (distress and
calling via DSC)
5.111 5.226 5.227
156.4875–156.5625
MARITIME MOBILE (distress and
calling via DSC)
5.111 5.226 5.227
156.4875–156.5625
MARITIME MOBILE (distress and
calling via DSC)
5.111 5.226 5.227
156.5625–156.7625
FIXED
MOBILE except aeronautical mobile (R)
5.226
156.5625–156.7625
FIXED
MOBILE
5.226
156.5625–156.7625
FIXED
MOBILE
5.226
156.7625–156.7875
MARITIME MOBILE
Mobile-satellite (Earth-to-space)
5.111 5.226 5.228
156.7625–156.7875
MARITIME MOBILE
MOBILE-SATELLITE (Earth-to-space)
5.111 5.226 5.228
156.7625–156.7875
MARITIME MOBILE
Mobile-satellite (Earth-to-space)
5.111 5.226 5.228
156.7875–156.8125
MARITIME MOBILE (distress
and calling)
5.111 5.226
156.7875–156.8125
MARITIME MOBILE (distress
and calling)
5.111 5.226
156.7875–156.8125
MARITIME MOBILE (distress
and calling)
5.111 5.226
156.8125–156.8375
MARITIME MOBILE
Mobile-satellite (Earth-to-space)
5.111 5.226 5.228
156.8125–156.8375
MARITIME MOBILE
MOBILE-SATELLITE (Earth-to-space)
5.111 5.226 5.228
156.8125–156.8375
MARITIME MOBILE
Mobile-satellite (Earth-to-space)
5.111 5.226 5.228
156.8375–161.9375
FIXED
MOBILE except aeronautical mobile
5.226
156.8375–161.9375
FIXED
MOBILE
5.226
156.8375–161.9375
FIXED
MOBILE
5.226
161.9375–161.9625
FIXED
MOBILE except aeronautical mobile
Maritime mobile-satellite (Earth-to-space)
5.228AA
5.226
161.9375–161.9625
FIXED
MOBILE
Maritime mobile-satellite (Earth-to-space)
5.228AA
5.226
161.9375–161.9625
FIXED
MOBILE
Maritime mobile-satellite (Earth-to-space)
5.228AA
5.226
161.9625–161.9875
FIXED
MOBILE except aeronautical mobile
Mobile-satellite (Earth-to-space) 5.228F
161.9625–161.9875
AERONAUTICAL MOBILE (OR)
MARITIME MOBILE
MOBILE-SATELLITE (Earth-to-space)
161.9625–161.9875
MARITIME MOBILE
Aeronautical mobile (OR) 5.228E
Mobile-satellite (Earth-to-space) 5.228F
161.9875–162.0125
FIXED
MOBILE except aeronautical mobile
161.9875–162.0125
FIXED
MOBILE
161.9875–162.0125
FIXED
MOBILE Table 2 Frequency allocation table in the frequency range 150.05–174.00 MHz [3] 154–156.4875
FIXED
MOBILE
5.226
156.4875–156.5625
MARITIME MOBILE (distress and
calling via DSC)
5.111 5.226 5.227
156.5625–156.7625
FIXED
MOBILE
5.226
156.7625–156.7875
MARITIME MOBILE
MOBILE-SATELLITE (Earth-to-space)
5.111 5.226 5.228
156.7875–156.8125
MARITIME MOBILE (distress
and calling)
5.111 5.226
156.8125–156.8375
MARITIME MOBILE
MOBILE-SATELLITE (Earth-to-space)
5.111 5.226 5.228
156.8375–161.9375
FIXED
MOBILE
5.226
161.9375–161.9625
FIXED
MOBILE
Maritime mobile-satellite (Earth-to-space)
5.228AA
5.226
161.9625–161.9875 1 M. other services. In this case, simplified filing procedures
apply. References The main reason why new allocations have not been
opened is because of the way that the compatibility stud-
ies are conducted. When potential new allocations were
discussed during WRC-15, it was defined that new alloca-
tions are only possible if co-channel sharing is possible. This definition of sharing study does not incorporate the
fact that some of the bands between 150.05–174 MHz and
400.14–420 MHz are not as heavily used as in recent years. Additionally, the recommendations that were applied to
investigate sharing feasibility are at least debatable and,
in many cases, outdated. It is believed that small satellites/
short-duration missions could have been accommodated in
some UHF ranges, if studies could have been oriented at the
realistic use instead of co-channel studies which are based
on partly outdated recommendations. 1. ITU-R: Report ITU-R SA.2312-0, Characteristics, definitions
and spectrum requirements of nanosatellites and picosatellites, as
well as systems composed of such satellites, Geneva, Switzerland
(2014) (
)
2. ITU-R: Report ITU-R SA.2348-0, Current practice and procedures
for notifying space networks currently applicable to nanosatellites
and picosatellites, Geneva, Switzerland (2015) 3. ITU-R: ITU-R Radio Regulations, Geneva, Switzerland (2016) 4. ITU-R: Report ITU-R SA.2426: Technical characteristics for
telemetry, tracking and command in the space operation service
below 1 GHz for non-GSO satellites with short duration missions,
Geneva, Switzerland (2018) 5. ITU-R: Report ITU-R SA.2425: Studies to accommodate spec-
trum requirements in the space operation service for non-geosta-
tionary satellites with short duration missions, Geneva, Switzer-
land (2018) 6. ITU-R: Report ITU-R SA.2427: Studies on the suitability of exist-
ing allocations to the space operation service below 1 GHz and
additional sharing studies on possible new and/or upgraded alloca-
tions, Geneva, Switzerland (2018) Given this personal judgment, it is debatable how future
will change the regulatory landscape for small satellites. It
is most likely that small satellite developers will move to
higher bands in the absence of satisfying solutions in UHF. The few usable allocations will become more crowded and
interferences are expected to increase. In preparation for
the next WRC in 2023, no agenda items on new allocations
below 1 GHz are scheduled. 7. ITU-R: ITU-R Resolution 659 (WRC-15), Studies to accommo-
date requirements in the space operation service for non-geosta-
tionary satellites with short duration mission, Geneva, Switzer-
land, (2015) 8. M. Buscher, A. Balke, K. 4 Conclusion and outlook pp y
• For most countries, Art. 9.21 was removed from the
uplink band 148–149.9 MHz. Only for some countries
(Armenia, Azerbaijan, Belarus, China, Korea (Rep. of),
Cuba, Russian Federation, India, Iran (Islamic Repub-
lic of), Japan, Kazakhstan, Malaysia, Uzbekistan,
Kyrgyzstan, Thailand and Viet Nam) this was linked
to power limits and a 1% duty cycle that shall not be
exceeded at the country borders. pp y
• For most countries, Art. 9.21 was removed from the
uplink band 148–149.9 MHz. Only for some countries
(Armenia, Azerbaijan, Belarus, China, Korea (Rep. of),
Cuba, Russian Federation, India, Iran (Islamic Repub-
lic of), Japan, Kazakhstan, Malaysia, Uzbekistan,
Kyrgyzstan, Thailand and Viet Nam) this was linked
to power limits and a 1% duty cycle that shall not be
exceeded at the country borders. This chapter is intended to provide the author’s conclu-
sions of the work and might diverge from other opinions. Although it could be claimed that with these changes new
opportunities have opened for small satellites, the benefits
in the author’s opinion are marginal. The only changes that
have been made are in VHF bands. Even though losses are
lower in VHF than in UHF, VHF bands are not desired by
many developers because of the bad ratio between antenna
size and satellite size. Moreover, there are already exist-
ing TT&C downlink allocations in 400.15–402 MHz that
might be more favorable than the 137–138 MHz allocation. 1 3 571 Small satellite TT&C allocations below 1 GHz: outcome of ITU WRC‑19 The 148–149.9 MHz uplink band has been opened for
short-duration missions; however, it is disputable whether
this band will be favored by small satellite developers. From a developer’s perspective, the results of WRC-19 for
new TT&C allocations are not satisfying. New allocations
in UHF would have been favored. The 148–149.9 MHz uplink band has been opened for
short-duration missions; however, it is disputable whether
this band will be favored by small satellite developers. From a developer’s perspective, the results of WRC-19 for
new TT&C allocations are not satisfying. New allocations
in UHF would have been favored. 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/. 10. ITU-R: WRC-19 Provisional Final Acts, Sharm El-Sheikh, Egypt
(2019) References Brieß: Spectrum requirements for small
satellite TT&C and regulatory status of small satellites, Proceed-
ings of the 11th IAA Symposium on Small Satellites for Earth
Observation, Berlin, Germany (2017) Acknowledgements Open Access funding provided by Projekt DEAL. This project was funded by the Federal Ministry for Economic Affairs
and Energy (BMWi) under Grant no. 50 YB1635. The author would
like to express his gratitude for the good and cooperative discussions
and negotiations in the ITU study groups, which always stay on an
objective, professional level even when opinions diverge. 9. ITU-R: ITU-R Resolution 765, Establishment of in-band power
limits for earth stations operating in mobile-satellite the meteoro-
logical service, the meteorological-satellite service and the Earth
exploration-satellite service in the frequency bands 401–403 MHz
and 399.9-400.05 MHz, Geneva, Switzerland (2015) 10. ITU-R: WRC-19 Provisional Final Acts, Sharm El-Sheikh, Egypt
(2019) Open Access This article is licensed under a Creative Commons Attri-
bution 4.0 International License, which permits use, sharing, adapta-
tion, distribution and reproduction in any medium or format, as long
as you give appropriate credit to the original author(s) and the source,
provide a link to the Creative Commons licence, and indicate if changes
were made. The images or other third party material in this article are
included in the article’s Creative Commons licence, unless indicated Publisher’s Note Springer Nature remains neutral with regard to
jurisdictional claims in published maps and institutional affiliations. 1 3 1 3 1 3 3
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Effects of n-3 PUFAs on breast cancer cells through their incorporation in plasma membrane
|
Lipids in health and disease
| 2,011
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cc-by
| 13,226
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© 2011 Corsetto 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. Open Access Effects of n-3 PUFAs on breast cancer cells
through their incorporation in plasma membrane * Correspondence: angelamaria.rizzo@unimi.it
Dipartimento di Scienze Molecolari Applicate ai Biosistemi, Università degli
Studi di Milano, Italy Effects of n-3 PUFAs on breast cancer cells
through their incorporation in plasma membrane Paola A Corsetto, Gigliola Montorfano, Stefania Zava, Ilaria E Jovenitti, Andrea Cremona, Bruno Berra and
Angela M Rizzo* Abstract Background: PUFAs are important molecules for membrane order and function; they can modify inflammation-
inducible cytokines production, eicosanoid production, plasma triacylglycerol synthesis and gene expression. Recent
studies suggest that n-3 PUFAs can be cancer chemopreventive, chemosuppressive and auxiliary agents for cancer
therapy. N-3 PUFAs could alter cancer growth influencing cell replication, cell cycle, and cell death. The question
that remains to be answered is how n-3 PUFAs can affect so many physiological processes. We hypothesize that
n-3 PUFAs alter membrane stability, modifying cellular signalling in breast cancer cells. Methods: Two lines of human breast cancer cells characterized by different expression of ER and EGFR receptors
were treated with AA, EPA or DHA. We have used the MTT viability test and expression of apoptotic markers to
evaluate the effect of PUFAs on cancer growth. Phospholipids were analysed by HPLC/GC, to assess n-3
incorporation into the cell membrane. Results: We have observed that EPA and DHA induce cell apoptosis, a reduction of cell viability and the
expression of Bcl2 and procaspase-8. Moreover, DHA slightly reduces the concentration of EGFR but EPA has no
effect. Both EPA and DHA reduce the activation of EGFR. N-3 fatty acids are partially metabolized in both cell lines; AA is integrated without being further metabolized. We
have analysed the fatty acid pattern in membrane phospholipids where they are incorporated with different
degrees of specificity. N-3 PUFAs influence the n-6 content and vice versa. Conclusions: Our results indicate that n-3 PUFA feeding might induce modifications of breast cancer membrane
structure that increases the degree of fatty acid unsaturation. This paper underlines the importance of nutritional
factors on health maintenance and on disease prevention. Corsetto et al. Lipids in Health and Disease 2011, 10:73
http://www.lipidworld.com/content/10/1/73 Corsetto et al. Lipids in Health and Disease 2011, 10:73
http://www.lipidworld.com/content/10/1/73 Corsetto et al. Lipids in Health and Disease 2011, 10:73
http://www.lipidworld.com/content/10/1/73 Antibodies The mouse monoclonal anti-Bcl2 antibody (Santa Cruz
Biotechnology Inc., Santa Cruz, CA, USA) and the C20
goat polyclonal anti-procaspase-8 p18 antibody were used
to study the n-3 PUFA induction of the apoptosis process. The 1005 rabbit polyclonal anti-EGFR antibody and the
11C2 mouse monoclonal anti-pEGFR antibody (Santa
Cruz Biotechnology Inc., Santa Cruz, CA, USA) were used
to investigate the alterations of EGFR receptors after treat-
ment with PUFAs. The monoclonal anti-actin (AC-40)
antibody (Sigma-Aldrich, USA) was used to normalize gel
loading. Nevertheless the mechanism by which n-3 PUFAs
inhibit the growth of breast cancer cells is not well
understood, but it has been suggested that these fatty
acids might change the fluidity and structure of the cell
membrane. In fact, changes in the structural characteris-
tics of the plasma membrane in mammalian cells can
modify the activity of proteins that function as ion chan-
nels, transporters, receptors, signal transducers or
enzymes [21-25]. Bound primary antibodies were visualized by second-
ary horseradish peroxidase (HRP)-linked antibodies
(Santa Cruz Biotechnology Inc., Santa Cruz, CA, USA)
and immunoreactivity was assessed by chemilumines-
cence (ECL, Amersham). In this study, we have investigated the impact of EPA,
DHA and AA on breast cancer cell growth, on cell sig-
nalling in apoptosis and on epidermal growth factor
receptor (EGFR) activity. We hypothesize that the
alteration of cellular cycle, of gene expression and the
induction of apoptosis determined from n-3 PUFAs are
also a consequence of membrane architecture modifica-
tions. For these reasons we have analyzed PUFA incor-
poration in breast cancer membrane and their PL-
specific enrichment. PUFAs EPA (cis-5,8,11,14,17-eicosapentaenoic acid sodium salt),
DHA (cis-4,7,10,13,16,19-docosahexaenoic acid sodium
salt) and AA (arachidonic acid sodium salt) were pur-
chased from Sigma-Aldrich, USA. The PUFAs were dis-
solved in ethanol and stored at -80°C under nitrogen gas. Cell viability assay
Th
b
f i The numbers of viable cells exposed to fatty acids were
evaluated by the MTT (3-(4,5-dimethylthiazol-2-yl)-2,5-
diphenyltetrazolium bromide) colorimetric assay [26]. Initially, cells were seeded and cultured in 96-well plates
for 48 h to allow adhesion to the plate and to reach 50-
60% confluence. After this period, the culture medium
was changed to the experimental medium supplemented
with EPA or DHA or AA then cultured for 72 h. We stu-
died the effects of different concentrations of PUFAs
(50-300 μM). The final concentration of ethanol (<1%) in
the culture medium had no antiproliferative effect on any
cell line tested; therefore, 10 μl of MTT stock solution
(5 mg/ml in PBS, pH 7.5) was added to each well and
incubated for 4 h as a control. Then 100 μl of solubilizing
solution (10% SDS in 0.01M HCl) was added and incu-
bated overnight. Plates were read at 540 nm in a plate
reader. All reagents were purchased from Sigma-Aldrich, Corsetto et al. Lipids in Health and Disease 2011, 10:73
http://www.lipidworld.com/content/10/1/73 Corsetto et al. Lipids in Health and Disease 2011, 10:73
http://www.lipidworld.com/content/10/1/73 Corsetto et al. Lipids in Health and Disease 2011, 10:73
http://www.lipidworld.com/content/10/1/73 Page 2 of 16 process estradiol via cytoplasmic estrogen receptors. The MDA-MB-231 cells over-express EGFR. cells [10,11]. Similarly, in vitro treatment with EPA
is reported to arrest the growth of K-562 human leukemic
and many other cancer cells accompanied by down-
regulation of cyclin expression in some instances [12-14]. These cell lines were maintained in DMEM (Gibco-
BRL, Life Tecnologies Italia srl, Italy) supplemented
with 10% fetal bovine serum (FBS), 100 U/ml penicillin,
100 mg/ml streptomycin and 2 mM glutamine. In addition, recent studies of human breast cancer
have shown that n-3 PUFAs up-regulate syndecan 1
(SDC-1), which has been shown to play a role in cell
adhesion [15,16], inhibit matrix metalloproteinases [17]
and decrease invasion of tumour cells. SDC-1 induces
apoptosis in myeloma cells and some studies suggest a
similar property in breast cancer cells [18,19]. The tran-
scriptional pathway for the n-3 PUFA regulation of
SDC-1 expression involves the nuclear hormone recep-
tor peroxisome proliferator-activated receptor gamma
(PPARg) [20]. Moreover n-3 PUFAs down-regulate the
expression of HER2/neu, a well characterized oncogene
that plays a key role in aetiology, progression and che-
mosensitivity of various types of human cancer in which
this oncogene is over-expressed. HER2/neu encodes
transmembrane
tyrosine
kinase
orphan
receptor
p185Her2/neu, which regulates biological functions includ-
ing cellular proliferation, differentiation, motility and
apoptosis [21]. Medium for treatments (MFT) was DMEM supple-
mented with 10% FBS. Cells were grown at 37°C in a
5% CO2 atmosphere with 98% relative humidity. Background actions of n-3 PUFAs. The most prominent mechanism
for the chemopreventive action of n-3 PUFAs is their
suppressive effect on the production of arachidonic acid
(AA)-derived prostanoids, particularly prostaglandin E2
(PGE2), which has been implicated in the immune
response to inflammation, cell proliferation, differentia-
tion, apoptosis, angiogenesis and metastasis [6]. Breast cancer is the most common cancer among women
worldwide, with an estimated 1.4 million new breast can-
cer cases only in 2008. Epidemiologic and experimental
studies suggest that dietary fatty acids influence the
development and subsequent progression of breast can-
cer [1-3]. The role that long-chain n-3 polyunsaturated
fatty acids (PUFAs), eicosapentaenoic acid (EPA, 20:5n-3)
and docosahexaenoic acid (DHA, 22:6n-3), play in the
aetiology of cancer has been highlighted by animal
experiments and in vitro studies [4,5]. A number of
mechanisms have been proposed for the anticancer The n-3 PUFAs might alter the growth of tumour cells
by influencing cell replication, by interfering with compo-
nents of the cell cycle or by increasing cell death either by
way of necrosis or apoptosis [7,8]. For example, these fatty
acids are involved in regulating the tumour p53 proapop-
totic signal and superoxide dismutase (SOD) levels, telo-
mere shorting and tumour angiogenesis [9]. In vitro
treatment with DHA arrested cell-cycle progression in
human-derived breast cancer and malignant melanoma * Correspondence: angelamaria.rizzo@unimi.it
Dipartimento di Scienze Molecolari Applicate ai Biosistemi, Università degli
Studi di Milano, Italy Cell treatment Cell culture experiments were done with the MDA-MB-
231 and MCF-7 cell lines to determine the concentra-
tions of EPA (230 μM), DHA (200 μM), required to
inhibit growth by 20-30%, and AA (200 μM). Cells were
seeded at 1.5 × 104 cells/cm2 for MDA-MB-231 and at
3 × 104 cells/cm2 for MCF-7 in 18 ml of medium con-
taining 10% FBS and allowed to adhere for 48 h, then
the medium was replaced with 18 ml of fresh medium
(DMEM, 10% FBS) containing the experimental fatty
acids and incubated for 72 h without changing the med-
ium. Experiments included untreated cells that were not
exposed to any exogenous fatty acids but to an equal
content of ethanol during the incubation to serve as
controls. After 72 h, cells were harvested using trypsin-
EDTA and centrifuged at 900 rpm for 10 min. The
supernatant was removed and the pellets were subjected
to lipid analysis. After elution, the eluate was split with one part going
to the detector and nine parts to a Gilson fraction col-
lector model 201 to collect the different PL classes for
GC analysis. Total fatty acids and PL fatty acids were determined as
methylesters by gas chromatography (GC). The methyl
esters were obtained by reaction with 3.33% (w/v) sodium
methoxide in methanol and injected into an Agilent
Technologies (6850 series II) gas chromatograph
equipped with a flame ionization detector (FID) and a
capillary column (AT Silar) (length 30 m, film thickness
0.25 μm). The carrier gas was helium, the injector tem-
perature was 250°C, the detector temperature was 275°C,
the oven temperature was set at 50°C for 20 min and
then increased to 200°C at 10°C min-1 for 20 min. Cell lines and culture conditions Human breast cancer cell lines MDA-MB-231 (ER-nega-
tive) and MCF-7 (ER-positive) were kindly provided by
Dr P. Degan from the IST (Italian National Cancer
Research Institute, Genoa Italy, Laboratory of Molecular
Mutagenesis and DNA Repair). Both cell lines are
derived from human mammary adenocarcinoma; the
MCF7 line retains several characteristics of differen-
tiated mammary epithelium, including the ability to Page 3 of 16 Corsetto et al. Lipids in Health and Disease 2011, 10:73
http://www.lipidworld.com/content/10/1/73 USA. Data points represent the mean of eight wells and
the results are expressed as relative growth rate (RGR) in
comparison to controls that were exposed to a concen-
tration of ethanol equal to that in the samples exposed to
fatty acids. time was 40 min/sample; 23 min analysis, 12 min to
restore initial conditions and 5 min for re-equilibration. Eluent A was chloroform/methanol/water (80:19.5:0.5,
by vol.) and eluent B was chloroform/methanol/water
(60:34:6, by vol.) and the flow rate of the eluent was
1.0 ml/min. An evaporative light-scattering detector
(ELSD) was used to detect and quantify the separated
PL species. Western blot analysis for Bcl2, caspase-8, EGFR and
pEGFR For western blot analysis, cells were harvested by scrap-
ing in phosphate-buffered saline containing 0.4 mM
Na3VO4. Cells were centrifuged and then suspended in
1.4 ml of lysis buffer (1% Triton X-100, 10 mM Tris buf-
fer, pH 7.5, 150 mM NaCl, 5 mM EDTA, 1 mM Na3VO4,
1 mM phenylmethylsulfonyl fluoride, 75 mU/ml aproti-
nin), kept on ice for 20 min and then disrupted by
10 strokes in a tight-fitting Dounce homogenizer. The
cell lysate was centrifuged (5 min at 1300 g) and the
supernatant was transferred to an eppendorf tube. Total
protein was determined by the Lowry assay [27]. Control and treated cell lysates (100 μg protein/lane)
were separated by SDS-PAGE (10% polyacrylamide gel),
transferred to a polyvinylidene difluoride (PVDF) mem-
brane and analysed by western blot with anti-Bcl2
(1:100), anti-caspase-8 (1:500) and b-actin (1:1800) anti-
bodies. The PVDF membrane was blocked for 1 h in
blocking buffer 5% (w/v) dried non-fat milk in Tris-buf-
fered saline (T-TBS: 10 mM Tris-HCl, pH 7.5, 150 mM
NaCl, 0.1% (v/v) Tween®20) followed by incubation
with an appropriate primary antibody in blocking buffer
at room temperature for 2 h. The blots were washed
with T-TBS and then incubated with the proper second-
ary antibody in blocking buffer at room temperature for
1 h. The protein bands were visualized using ECL wes-
tern blot detection reagents (PerkinElmer, USA). DHA and EPA induce apoptosis in breast cancer cells DHA and EPA induce apoptosis in breast cancer cells
In order to delineate the possible mechanism(s) by
which EPA and DHA induce apoptosis we examined the
cytoplasmic levels of the Bcl2 protein. Figure 2A and 2B
indicate that there was a slight reduction of Bcl2 level in
MCF7 cells after treatment with 200 μM DHA, whereas
treatment with 230 μM EPA determined the loss of sig-
nal; the expression of Bcl2 is also decreased when
MDA-MB-231 cells are treated with 230 μM EPA and
the protein is not detectable after incubation with
200 μM DHA. The expression of procaspase-8 was determined by
western blot analysis. In Figure 3A and 3B it is possible
to observe a reduction of the proform of caspase-8 for
both cell lines treated with EPA and DHA; the reduc-
tion was statistically significant after DHA treatment in
both cell lines, and also after EPA treatment of MCF7
cells. Corsetto et al. Lipids in Health and Disease 2011, 10:73
http://www.lipidworld.com/content/10/1/73 0
50
100
150
50
100
150
200
220
240
260
280
300
EPA (M)
RGR (%)
MDA
MCF7
**
**
**
*
**
**
**
**
0
50
100
150
50
100
150
200
220
240
260
280
300
DHA (M)
RGR (%)
*
**
**
****
**
**
**
**
****
0
50
100
150
50
100
150
200
250
300
AA (M)
RGR (%)
**
**
A
B
C
Figure 1 Effects of PUFA on viability of breast cancer cells. The
effect on cell viability of PUFA in MDA-MB-231 and MCF7 cells is
assessed and quantified by MTT assay. Cells are treated with various
concentrations of EPA (A), DHA (B), and AA (C). Cells are seeded and
cultured for 48 h in a 96-well plate, after this period, the medium is
replaced with fresh medium for treatments with AA, EPA, or DHA
and incubated for further 72 h. The numbers of viable cell exposed
to fatty acids are evaluated by a colorimetric 3-(4,5-dimethylthiazol-
2-yl)-2,5-diphenyltetrazolium bromide (MTT) assay. Data represent
the mean of eight values and results are expressed as Relative
Growth Rate (RGR) in comparison with controls (100%). * p < 0.05;
** p < 0.01 compared to control cells. blots were probed under the same conditions with primary
antibody b-actin diluted 1:1800 to confirm equal protein
loading. blots were probed under the same conditions with primary
antibody b-actin diluted 1:1800 to confirm equal protein
loading. 0
50
100
150
50
100
150
200
220
240
260
280
300
EPA (M)
RGR (%)
MDA
MCF7
**
**
**
*
**
**
**
**
A The relative intensities of band signals were deter-
mined by digital scanning densitometry and b-Actin was
used to normalize the results to protein content. Statistical analysis The data are presented as mean ± SD. Student’s
unpaired t-test was used for comparisons between trea-
ted and control cells and the level of statistical signifi-
cance was set at P < 0.05 and P < 0.01. 0
50
100
150
50
100
150
200
220
240
260
280
300
DHA (M)
RGR (%)
*
**
**
****
**
**
**
**
****
B B Lipid composition analysis Cell lipids were extracted with three different chloro-
form/methanol mixtures (1:1, 1:2 and 2:1, v/v) and parti-
tioned with a theoretical upper phase (chloroform/
methanol/water, 47:48:1, by vol.) and then with water. The organic phase was dried and then suspended in
chloroform/methanol (2:1, v/v) for the analysis of total
and PL fatty acids. For the analysis of EGFR and p-EGFR, cells treated or
not with DHA and EPA were cultured in MFTs supple-
mented with 10 nM EGF (Sigma-Aldrich, St. Louis, MO,
USA) and incubated at 37°C for 15 min of stimulation. Cells were washed twice with ice-cold phosphate-buffered
saline (PBS) and lysed as described above. Equal amounts
of protein (100 μg/lane) from each treatment were sepa-
rated by SDS-PAGE (10% polyacrylamide gel) and trans-
ferred onto a PVDF membrane then blocked in blocking
buffer at room temperature for 1 h. Primary antibodies to
EGFR and p-EGFR were diluted 1:200 in blocking buffer
at room temperature for 2 h and then with an appropriate
secondary antibody at room temperature for 1 h. Parallel Purification of single PL moieties was achieved with
an HPLC-ELSD system (Jasco, Japan) equipped with one
pump, a SCL-10 Advp, a degasser module and a Rheo-
dyne manual injector with 20 μl sample loop and a col-
umn (length 250 mm, I.D 4.6 mm and film thickness
5 μm) packed with silica normal-phase LiChrospher Si
60 (LiChroCART 250-4, Merck, Darmstadt, Germany). The chromatographic separation was achieved with a
linear binary gradient of 0% B to 100% B in 14 min and
then 100% B for 9 min. The total chromatographic run Page 4 of 16 Corsetto et al. Lipids in Health and Disease 2011, 10:73
http://www.lipidworld.com/content/10/1/73 The effects of treatment with PUFAs on breast cancer cell
growth * p < 0.05;
** p < 0.01 compared to control cells. From these experiments, we extrapolated the dose to
be used in successive experiments to assess n-3 PUFA
incorporation into cell membrane PLs: 230 μM for EPA,
200 μM for DHA, which correspond to 70~80% viability
for both cell lines, and 200 μM for AA. The effects of treatment with PUFAs on breast cancer cell
growth To evaluate the effects of PUFAs on breast cancer pro-
liferation, cells were incubated for 3 days in medium
supplemented with n-3 and n-6 PUFAs (EPA, DHA and
AA). 0
50
100
150
50
100
150
200
250
300
AA (M)
RGR (%)
**
**
C C The effect on cell viability of MDA-MB-231 and
MCF7 cells was assessed and quantified by the MTT
assay. As shown in Figure 1, cells were treated with var-
ious concentrations of n-3 and n-6 PUFAs in the range
50-300 μM. DHA and EPA induce a dose-dependent reduction of
cell viability at concentrations > 200 μM (Figure 1A and
1B). Figure 1 Effects of PUFA on viability of breast cancer cells. The Figure 1 Effects of PUFA on viability of breast cancer cells. The
effect on cell viability of PUFA in MDA-MB-231 and MCF7 cells is
assessed and quantified by MTT assay. Cells are treated with various
concentrations of EPA (A), DHA (B), and AA (C). Cells are seeded and
cultured for 48 h in a 96-well plate, after this period, the medium is
replaced with fresh medium for treatments with AA, EPA, or DHA
and incubated for further 72 h. The numbers of viable cell exposed
to fatty acids are evaluated by a colorimetric 3-(4,5-dimethylthiazol-
2-yl)-2,5-diphenyltetrazolium bromide (MTT) assay. Data represent
the mean of eight values and results are expressed as Relative
Growth Rate (RGR) in comparison with controls (100%). * p < 0.05;
** p < 0.01 compared to control cells. In contrast, AA (Figure 1C), the major n-6 PUFA, had
no significant effect on MCF7 cell viability. The MCF7
cell line was more resistant than the MDA-MB-231 cell
line to all treatments with PUFAs. effect on cell viability of PUFA in MDA-MB-231 and MCF7 cells is
assessed and quantified by MTT assay. Cells are treated with various
concentrations of EPA (A), DHA (B), and AA (C). Cells are seeded and
cultured for 48 h in a 96-well plate, after this period, the medium is
replaced with fresh medium for treatments with AA, EPA, or DHA
and incubated for further 72 h. The numbers of viable cell exposed
to fatty acids are evaluated by a colorimetric 3-(4,5-dimethylthiazol-
2-yl)-2,5-diphenyltetrazolium bromide (MTT) assay. Data represent
the mean of eight values and results are expressed as Relative
Growth Rate (RGR) in comparison with controls (100%). EPA and DHA alter the EGFR and pEGFR levels in MDA-
MB-231 cells ** p < 0.01 compared to control cells; n = 3 Bcl2 MCF7
0
20
40
60
80
100
120
EPADHA
CTR
TREATMENT
A MCF7
Bcl2
ȕ-actin
CTR EPA CTR DHA CTR EPA CTR DHA
Procaspase-8 MCF7
0
20
40
60
80
100
120
EPA
DHA
CTR
TREATMENT
**
**
ProCASPASE 8
A MCF7
-actin CTR EPA CTR DHA
B MDA-MB-231 CTR EPA CTR DHA
B MDA-MB-231 CTR EPA CTR DHA
Procaspase-8 MDA-MB-231
0
20
40
60
80
100
120
EPA
DHA
CTR
TREATMENT
**
B MDA-MB-231
-actin
ProCASPASE 8 -actin
ProCASPASE 8 Bcl2 MDA-MB-231
0
20
40
60
80
100
120
EPADHA
CTR
TREATMENT
B MDA-MB-231
CTR EPA CTR DHA
Bcl2
ȕ-actin B MDA-MB-231
CTR EPA CTR DHA
Bcl2
ȕ-actin B Procaspase-8 MDA-MB-231
0
20
40
60
80
100
120
EPA
DHA
CTR
TREATMENT
** Bcl2 MDA-MB-231
0
20
40
60
80
100
120
EPADHA
CTR
TREATMENT Figure 3 Effects of n-3 PUFAs on caspase-8 expression. The Figure 3 Effects of n-3 PUFAs on caspase-8 expression. The
determination of the integrity of the procaspase-8 after treatment
with DHA (200 μM) and EPA (230 μM) for 72 h was assessed in
both cell lines. A: MCF7 cells treated with DHA (200 μM) or EPA
(230 μM) for 72 h. B: MDA-MB-231 cells treated with DHA (200 μM)
or EPA (230 μM) for 72 h. Semi-quantitative analysis performed by
plate scanning. b-actin was used to normalize results of protein
content. ** p < 0.01 compared to control cells; n = 3 Figure 3 Effects of n-3 PUFAs on caspase-8 expression. The
determination of the integrity of the procaspase-8 after treatment
with DHA (200 μM) and EPA (230 μM) for 72 h was assessed in
both cell lines. A: MCF7 cells treated with DHA (200 μM) or EPA
(230 μM) for 72 h. B: MDA-MB-231 cells treated with DHA (200 μM)
or EPA (230 μM) for 72 h. Semi-quantitative analysis performed by
plate scanning. b-actin was used to normalize results of protein
content. ** p < 0.01 compared to control cells; n = 3 Figure 3 Effects of n-3 PUFAs on caspase-8 expression. The
determination of the integrity of the procaspase-8 after treatment Figure 2 Effects of n-3 PUFA on Bcl2 expression. Both cell lines
were treated with DHA (200 μM) or EPA (230 μM) for 72 h. EPA and DHA alter the EGFR and pEGFR levels in MDA-
MB-231 cells Control
and treated cell lysates are separated on 10% SDS-PAGE and
transferred to PVDF membrane. The expression of the anti-apoptotic
protein Bcl2 was assessed by western blot and semi-quantitative
analysis performed by plate scanning. b actin was used to normalize
results of protein content. A: MCF7 cells, B MDA-MB-231 cells. of EGF. EPA did not modify EGFR expression in breast
cancer cells; while EGF stimulation significantly increase
EGFR phosphorylation to about 140%; co-treatment
with EPA/EGF significantly inhibit EGFR activation
down to about 40% compared to control non stimulated
cells (Figure 4A). As shown in Figure 4B, DHA significantly reduces the
EGFR level (70%) compared to control cells and com-
pletely inhibit EGFR activation in cells treated with
DHA or DHA/EGF. mitogenic signals to downstream target signalling cas-
cades that involve cell survival and proliferation, such as
phosphatidylinositol 3-kinase (PI3K)/Akt, mitogen-acti-
vated protein kinase (MAPK) and signal transducer and
activator of transcription 3 (STAT3) [29]. In human breast cancer cell lines, such as MDA-MB-
231, the EGFR level is elevated compared with that in
other breast cancer cells, such as MCF7 [30]; for this
reason, we have studied the effects of DHA and EPA on
EGFR activity mainly in MDA-MB-231 cells. EPA and DHA alter the EGFR and pEGFR levels in MDA-
MB-231 cells Furthermore, apoptosis involves the activation of pro-
caspase-8 (55 kDa) by its cleavage to caspase-8 (18
kDa); this smaller protein together with caspase-3 med-
iates the rapid dismantling of cellular organelles and
architecture [28]. EGFR is usually activated in response to extracellular
ligands (EGF) by its phosphorylation; ligand binding
leads to homo- or heterodimerization with another
ligand-bound ErbB receptor, and transmits extracellular Page 5 of 16 Corsetto et al. Lipids in Health and Disease 2011, 10:73
http://www.lipidworld.com/content/10/1/73 Bcl2 MCF7
0
20
40
60
80
100
120
EPADHA
CTR
TREATMENT
Bcl2 MDA-MB-231
0
20
40
60
80
100
120
EPADHA
CTR
TREATMENT
A MCF7
Bcl2
ȕ-actin
B MDA-MB-231
CTR EPA CTR DHA
Bcl2
ȕ-actin
CTR EPA CTR DHA
Figure 2 Effects of n-3 PUFA on Bcl2 expression. Both cell lines
were treated with DHA (200 μM) or EPA (230 μM) for 72 h. Control
and treated cell lysates are separated on 10% SDS-PAGE and
transferred to PVDF membrane. The expression of the anti-apoptotic
protein Bcl2 was assessed by western blot and semi-quantitative
analysis performed by plate scanning. b actin was used to normalize
results of protein content. A: MCF7 cells, B MDA-MB-231 cells. CTR EPA CTR DHA
Procaspase-8 MCF7
0
20
40
60
80
100
120
EPA
DHA
CTR
TREATMENT
**
**
CTR EPA CTR DHA
Procaspase-8 MDA-MB-231
0
20
40
60
80
100
120
EPA
DHA
CTR
TREATMENT
**
B MDA-MB-231
-actin
ProCASPASE 8
ProCASPASE 8
A MCF7
-actin
Figure 3 Effects of n-3 PUFAs on caspase-8 expression. The
determination of the integrity of the procaspase-8 after treatment
with DHA (200 μM) and EPA (230 μM) for 72 h was assessed in
both cell lines. A: MCF7 cells treated with DHA (200 μM) or EPA
(230 μM) for 72 h. B: MDA-MB-231 cells treated with DHA (200 μM)
or EPA (230 μM) for 72 h. Semi-quantitative analysis performed by
plate scanning. b-actin was used to normalize results of protein
content. Total fatty acid profile after treatment with PUFA y
p
Treatment with AA, EPA or DHA alters the FA profile
in MDA-MB-231 and MCF7 cells compared with con-
trol cells (Table 1). Treatment of both cell lines with AA resulted in a sig-
nificant increase of AA content in total cell lipids, from
14.40% to 46.85% in MDA-MB-231 and from 12.73% to Figure 4 reports the effects of EPA and DHA treat-
ments on expression and activation of EGFR in presence Corsetto et al. Lipids in Health and Disease 2011, 10:73
http://www.lipidworld.com/content/10/1/73 Page 6 of 16 EGFR
0
50
100
CTR
EPA
EGF
EGF/EPA
EGFR
0
50
100
CTR
DHA
EGF
EGF/DHA
**
p-EGFR
0
50
100
150
CTR
EPA
EGF
EGF/EPA
*
**
p-EGFR
0
50
100
150
CTR
DHA
EGF
EGF/DHA
*
EGF
CTR
DHA
DHA/EGF
B
pEGFR
EGFR
-actin
CTR
EGF EPA/EGF
EPA
pEGFR
EGFR
-actin
A
Figure 4 EGFR expression and EGF stimulation (p-EGFR) in MDA-MB-231 breast cancer cells after n-3 PUFAs treatment. A: MDA-MB-231
treated with 230 μM EPA for 72 h, lane 1 control, lane 2 230 μM EPA, lane 3 EGF, lane 4 EGF+EPA. B: MDA-MB-231 treated with 200 μM DHA
for 72 h, lane 1 control, lane 2 200 μM DHA, lane 3 EGF, lane 4 EGF+DHA. The relative intensities of band signals, reported in graphics, are
determined by digital scanning densitometry. b-actin was used to normalize results of protein content. * p < 0.05; ** p < 0.01 compared to
control cells; n = 3. A B p-EGFR
0
50
100
150
CTR
EPA
EGF
EGF/EPA
*
** p-EGFR
0
50
100
150
CTR
DHA
EGF
EGF/DHA
* Figure 4 EGFR expression and EGF stimulation (p-EGFR) in MDA-MB-231 breast cancer cells after n-3 PUFAs treatment. A: MDA-MB-231
treated with 230 μM EPA for 72 h, lane 1 control, lane 2 230 μM EPA, lane 3 EGF, lane 4 EGF+EPA. B: MDA-MB-231 treated with 200 μM DHA
for 72 h, lane 1 control, lane 2 200 μM DHA, lane 3 EGF, lane 4 EGF+DHA. The relative intensities of band signals, reported in graphics, are
determined by digital scanning densitometry. b-actin was used to normalize results of protein content. * p < 0.05; ** p < 0.01 compared to
control cells; n = 3. Total fatty acid profile after treatment with PUFA Table 1 Total fatty acid composition of PUFA-treated breast cancer cells
MDA-MB-231
MCF-7
CTR
AA
EPA
DHA
CTR
AA
EPA
DHA
C:16:0
13.91 ± 2.19
13.48 ± 2.91
6.57 ± 0.91**
8.66 ± 1.25**
16.03 ± 4.06
15.52 ± 1.56
14.7 ± 1.76**
11.14 ± 3.59
C 16:1
1.61 ± 0.85
1.19 ± 0.87
0.87 ± 0.58**
0.77 ± 0.42*
8.25 ± 3.27
2.97 ± 0.86**
3.95 ± 0.54**
2.94 ± 1.53**
C 18:0
17.57 ± 1.97
10.46 ± 2.05*
5.15 ± 1.03**
6.39 ± 1.30**
14.83 ± 1.58
15.73 ± 1.76
10.41 ± 2.49**
9.46 ± 0.89**
C 18:1
26.14 ± 4.74
15.91 ± 4.21*
8.15 ± 0.95**
9.65 ± 1.29**
30.14 ± 2.91
12.12 ± 1.19**
12.21 ± 1.94**
9.77 ± 1.12**
C 18:2
6.05 ± 2.38
3.07 ± 0.65**
2.38 ± 0.17**
2.46 ± 0.32**
4.23 ± 0.73
2.48 ± 1.27**
2.26 ± 0.42**
1.66 ± 0.21**
C 18:3
1.54 ± 4.10
0.68 ± 0.37
0.22 ± 0.16
0.32 ± 0.10**
1.32 ± 0.87
0.96 ± 0.53*
0.59 ± 0.36*
0.63 ± 0.61*
C 20:3
1.64 ± 0.21
1.60 ± 0.10
0.72 ± 0.37**
1.18 ± 0.70*
2.41 ± 0.67
1.28 ± 0.11**
0.67 ± 0.09**
0.78 ± 0.16**
C 20:4 (AA)
14.40 ± 2.92
46.85 ± 10.48*
2.56 ± 0.87**
3.91 ± 0.50**
12.73 ± 2.90
44.26 ± 3.80**
3.13 ± 0.57**
3.20 ± 0.55**
C 20:5 (EPA)
2.42 ± 0.70
0.70 ± 0.23**
38.75 ± 3.52**
1.98 ± 0.43
3.22 ± 0.98
0.74 ± 0.75**
34.16 ± 3.89**
4.90 ± 0.51**
C 22:5 (DPA)
7.04 ± 1.10
3.61 ± 0.44**
33.30 ± 1.83**
2.94 ± 0.62**
1.10 ± 0.71
1.29 ± 0.45
15.80 ± 3.32**
0.96 ± 0.14
C 22:6 (DHA)
7.68 ± 1.55
2.45 ± 0.60**
1.29 ± 0.35**
61.76 ± 3.93**
5.73 ± 2.36
2.65 ± 0.68**
2.12 ± 0.31**
54.55 ± 6.02**
SFA
33.35 ± 5.50
23.94 ± 4.88*
11.76 ± 1.90**
15.05 ± 2.52**
30.86 ± 3.21
31.24 ± 2.89
25.11 ± 3.81**
20.60 ± 4.18**
MUFA
27.74 ± 4.69
17.10 ± 4.61*
9.01 ± 0.82**
10.41 ± 1.06**
38.39 ± 4.36
15.09 ± 1.62**
16.16 ± 2.02**
12.71 ± 2.27**
n-3 PUFA
18.68 ± 3.93
7.44 ± 0.56**
73.56 ± 3.16**
67.00 ± 3.45**
11.37 ± 3.71
5.63 ± 1.58**
52.67 ± 6.24**
61.05 ± 5.96**
n-6 PUFA
22.09 ± 3.15
51.52 ± 9.81**
5.67 ± 1.37**
7.55 ± 0.70**
19.38 ± 3.58
48.03 ± 4.00**
6.06 ± 0.76**
5.64 ± 0.59**
Breast cancer cells were treated with solvent (ethanol) as control, AA (20:4, n-6), EPA (20:5, n-3), and DHA(22:6, n-3). Discussion After treatment with AA, the content of this n-6
PUFA was increased significantly in PE and PC in
MDA-MB-231 (Figure 5, Table 2). The treatment
induced a reduction of omega-3 PUFAs, particularly
EPA, that was significantly decreased in all phospholi-
pids but SM; while DHA content was decreased after
AA treatment only in PE and PC, the other two omega-
3 fatty acids namely DPA and ALA (C18:3) were
decreased in all phospholipids but SM. Breast cancer is the leading cause of the death among
women in the world. The principal effective endocrine
therapy for treatment on this type of cancer is anti-
estrogens, but therapeutic choices are limited for estro-
gen receptor (ER) negative tumor, which are more
aggressive. Moreover the development of ER positive
cancer cells that are resistant to chemotherapeutic
agents is a major factor responsible to the successful
treatment of breast cancer. This is a strong input to dis-
cover new approaches in vitro. Incubation with EPA caused an increase of EPA con-
tent in all PLs in MDA-MB-231 cells. In particular, the
incorporation of EPA was different in relation to the PL
moiety with highest levels of incorporation in PI and
PC. There was a decrease of monounsaturated FA in PE
and PC, and a significant increase of polyunsaturated
FA in PI and PC. Furthermore, an increase of DPA con-
tent was found in all PLs, especially PC. The content of
AA was significantly decreased in all phospholipids but
SM. Several epidemiologic and clinical studies have shown
that n-3 PUFAs are able to provide beneficial effects in
a wide variety of pathologies ranging from autoimmune
and inflammatory diseases to neurological and psychia-
tric disorders and, in particular, to several types of
malignancy, including ovarian, pancreatic, prostate,
renal, colorectal and breast cancer [31-33]. This study was prompted by the observation that
MDA-MB-231 and MCF7 breast cancer cell lines showed
a significant reduction in cell number following treat-
ment with n-3 PUFAs. The same conclusion is not possi-
ble for the AA incubation. We hypothesize that this
reduction in cell number results from both proliferation
reduction and induction of apoptosis. Apoptosis is a
genetically controlled form of cell death that is conserved
from worms to humans. Deregulation of apoptosis is a
hallmark of all cancer cells and the agents that activate
apoptosis in cancer cells could be considered as anti-
cancer therapeutics [34]. Corsetto et al. Lipids in Health and Disease 2011, 10:73
http://www.lipidworld.com/content/10/1/73 Corsetto et al. Lipids in Health and Disease 2011, 10:73
http://www.lipidworld.com/content/10/1/73 Corsetto et al. Lipids in Health and Disease 2011, 10:73
http://www.lipidworld.com/content/10/1/73 Page 7 of 16 Page 7 of 16 PC. The concentration of DHA was significantly
decreased in PE and PI, whereas the AA content was
significantly reduced in PE, and PI. 44.26% in MCF7. Furthermore, the data for MDA-MB-
231 show a significant decrease of EPA, docosapentae-
noic acid (DPA) and DHA, whereas the data for MCF7
cells show a significant reduction of only EPA and DHA. The exposure of MCF7 cells to DHA determined a
significant increase of DHA in all PLs, but not in SM,
and of EPA content in PE, PI, and PC, whereas the con-
tent of AA was significantly reduced only in PE, PI and
PS. When both cell lines were treated with EPA, the con-
tent of this FA in total cell lipids was increased signifi-
cantly and we observed a significant reduction of AA. Unexpectedly, we found an increase of DPA content,
indicating that EPA is incorporated into cells and is
further metabolized by elongation. Also in these cells a significant decrease of monounsa-
turated fatty acids is always present when the cells are
treated with n-6 and n-3 PUFAs; while saturated fatty
acids are in most cases constant. The treatment with DHA determines a significant
increase of DHA content in both cell lines and an
increase of EPA content in MCF7, probably due to a
retro conversion; a significant reduction of AA content
was also measured. Moreover also 18:2, 18:3 (n-3) and 20:3 (n-6) are sig-
nificantly decrease after PUFA treatment. As far as phospholipids content concerns, it is worth
noting the significant decrease of SM content (from
11.32% to 9.02%, data not shown) in MCF7 after treat-
ment with DHA even if, sphingomyelin is the phospholi-
pid less influenced in its fatty acid composition by
PUFA treatment. The other treatments did not modify
the distribution of PL in both cell lines. Effects of treatment with PUFAs on PL composition in
breast cancer cells Table 2 and 3 give the fatty acid composition of specific
PLs in MDA-MB-231 and MCF7 cells treated with n-3
or n-6 PUFAs; to simplify the tables SD, are reported as
plain numbers above the bold mean value. Total fatty acid profile after treatment with PUFA Fatty acid composition was analyzed and expressed as percentage of total fatty acids (mean ± SD). Asterisks indicate the significant differences between treated- and control cells (n=10, *P < 0.05; **P < 0.01). Table 1 Total fatty acid composition of PUFA-treated breast cancer cells
MDA-MB-231 Discussion In some mammalian cells,
apoptosis can be triggered by members of the Fas/TNF
receptor family. When activated by receptor aggregation, After treatment of MDA-MB-231 cells with DHA, the
content of this fatty acid was significantly increased in
all cell membrane PLs, but not in SM. We measured a significant decrease of the content of
EPA in PE, PS, PI and PC. The concentration of AA
was significantly reduced in PE and PI and SM as the
result of treatment with DHA. In MCF7 cells (Figure 6, Table 3), the treatment with
AA induced a significant increase of this fatty acid in all
PLs, except in SM; a significant reduction of EPA and of
DHA in PE, PI, PS and PC was also measured. After treatment with EPA, the EPA and DPA content
was significantly increased, especially in PE, PI, PS and Table 2 Phospholipids fatty acid composition of PUFA-treated MDA-MB-231
C16:0
C16:1
C18:0
C18:1
C18:2
C18:3
C20:3
C20:4
C20:5
C22:5
C22:6
SFA
MUFA
PUFA
n-6 PUFA
n-3 PUFA
Omega-6/Omega-3
AA/EPA
AA/DHA
PE CTR
5.13
0.80
19.58
18.11
3.12
0.62
1.58
30.38
3.65
6.14
7.85
24.71
18.90
53.34
35.08
18.26
1.95
8.96
3.93
s.d. 1.87
0.59
2.40
2.59
0.97
0.19
0.37
4.39
0.90
1.01
1.06
3.16
2.80
4.03
3.42
2.01
0.30
2.99
0.79
PE AA
6.16
1.29
22.60*
15.64*
1.52*
0.30*
1.15*
40.72*
0.66*
3.75*
3.09*
28.76*
16.93*
51.08*
43.39*
7.70*
5.69*
81.49*
13.38*
s.d. 0.86
1.12
0.88
0.84
0.14
0.03
0.35
1.29
0.49
0.74
0.45
1.73
0.52
0.89
1.16
0.80
0.61
37.02
1.79
PE EPA
5.64
0.55
20.44
13.68*
1.66*
0.33*
0.84*
8.13*
22.52*
18.86*
1.62*
26.09
14.23*
53.96
10.63*
43.34*
0.25*
0.36*
5.10
s.d. 1.35
0.24
5.47
0.92
0.35
0.07
0.28
1.21
1.33
2.80
0.26
5.28
1.07
3.47
1.13
3.78
0.04
0.07
1.14
PE DHA
6.44
1.14
19.87
8.80*
1.34*
0.27*
0.84*
12.15*
2.10*
2.26*
42.31*
26.31
10.57*
56.55
13.46*
47.24*
0.26*
6.41
0.25*
s.d. 1.86
0.64
3.99
0.62
0.46
0.09
0.45
2.73
0.71
0.45
3.04
5.38
1.95
7.81
3.21
2.96
0.01
3.60
0.02
PI CTR
4.32
1.31
34.32
14.48
2.50
0.50
2.88
25.54
1.44
4.65
3.98
40.05
14.35
41.67
30.34
11.33
3.23
22.84
8.98
s.d. 1.73
1.31
5.38
4.35
1.74
0.35
0.66
3.93
0.65
1.12
1.74
5.37
5.32
5.09
6.33
3.34
1.68
11.79
9.39
PI AA
8.23*
2.40
33.71
13.31
1.44*
0.29*
0.65*
30.03*
0.40*
2.16*
2.94
41.95
15.26
37.99
32.11
5.87*
5.51*
75.95*
10.23
s.d. Discussion 2.67
1.24
2.05
1.54
0.40
0.08
0.30
2.86
0.04
0.15
0.36
3.09
2.39
2.53
2.70
0.40
0.69
15.180
1.75
PI EPA
6.16*
1.12
24.38
14.81
2.34
0.47
1.15*
11.53*
14.30*
16.40*
1.32*
30.55*
15.93
48.87*
15.02*
33.85*
0.45*
0.84*
10.35
s.d. 1.23
0.50
2.72
6.18
1.19
0.24
0.48
3.47
5.28
4.92
0.74
2.27
6.31
6.89
2.60
5.10
0.07
0.15
6.91
PI DHA
10.09*
2.99
32.88
10.90
1.96
0.39
1.81*
10.22*
0.96*
2.55*
20.43*
42.96
13.89
39.71
16.48*
22.57*
0.81*
10.77*
0.53*
s.d. 4.52
1.72
4.57
3.28
0.51
0.10
0.91
3.93
0.24
0.36
2.58
8.07
4.59
6.02
6.13
4.12
0.48
3.14
0.15
PS CTR
6.22
2.16
26.07
23.76
3.69
1.10
2.27
13.12
2.50
5.74
7.52
32.40
24.94
38.00
20.12
16.73
1.25
6.03
1.90
s.d. 1.88
1.96
9.75
6.53
1.62
1.07
0.99
7.67
1.20
1.69
3.71
9.19
7.87
11.64
10.49
4.72
0.68
3.59
1.64
PS AA
13.48*
4.69*
21.00
25.00
2.00*
0.48*
0.29*
14.87
0.41*
1.82*
6.07
34.38
29.80
26.37*
17.81
8.56*
2.12*
47.07*
2.86
s.d. 1.77
1.71
4.77
4.62
0.61
0.21
0.16
4.00
0.23
0.63
1.75
3.20
3.57
4.01
4.27
0.98
0.70
29.02
1.92
PS EPA
6.17
1.38
14.67*
18.78
1.76*
0.35*
1.34
6.96*
16.53*
23.17*
2.48*
27.92
19.97
48.44
10.06*
38.38*
0.29*
0.48*
2.18
s.d. 1.30
0.65
4.30
3.79
0.55
0.11
1.12
4.17
0.34
7.45
0.59
13.86
4.06
13.24
4.27
12.21
0.14
0.27
0.83
PS DHA
11.48*
2.44
28.32
10.43*
1.60*
0.32*
0.42*
9.99
1.23*
2.41*
30.84*
36.77
12.26*
45.48
10.63
34.49*
0.32*
9.65
0.33*
s.d. 3.46
1.48
13.14
1.56
0.29
0.06
0.13
2.22
0.40
0.83
8.78
17.15
3.15
11.23
3.27
8.40
0.09
3.81
0.05
PC CTR
23.82
3.13
13.90
35.51
6.45
1.29
1.43
8.17
1.20
1.88
2.29
37.73
38.64
22.62
16.04
6.58
2.50
7.50
3.86
s.d. 3.82
1.19
2.11
3.70
0.84
0.17
0.37
2.43
0.44
0.64
0.72
3.25
3.55
2.82
2.26
1.15
0.47
3.56
1.43
PC AA
27.29*
3.84
11.20*
21.03*
2.66*
0.53*
1.02*
27.61*
0.10*
1.45*
1.33*
38.50
24.87*
34.80*
31.29*
3.51*
8.89*
277.85*
18.21*
s.d. 1.51
0.42
0.69
1.98
0.18
0.04
0.13
3.19
0.01
0.23
0.28
1.43
2.03
3.27
3.13
0.15
0.56
34.12
2.17
PC EPA
25.10
1.63*
9.05*
20.73*
4.33*
0.87*
0.83*
3.62*
15.71*
14.26*
1.36
34.14
22.36*
40.96*
8.77*
32.17*
0.28*
0.24*
3.42
s.d. Discussion 3.84
0.25
1.94
1.79
0.66
0.13
0.42
0.53
2.09
5.43
0.93
4.74
1.92
6.92
0.36
6.75
0.05
0.04
1.29
PC DHA
23.54
2.89
13.68
16.85*
3.07*
0.61*
0.96*
7.16
1.78*
1.80
23.90*
37.41
20.77*
39.77*
11.80*
27.96*
0.43*
4.12*
0.33*
s.d. 2.72
0.88
1.65
3.35
0.37
0.08
0.25
0.98
0.45
0.66
4.15
4.53
1.62
3.56
0.42
3.75
0.08
0.54
0.09 Table 2 Phospholipids fatty acid composition of PUFA-treated MDA-MB-231 Table 2 Phospholipids fatty acid composition of PUFA-treated MDA-MB-231 (Continued)
SM CTR
20.03
2.74
14.34
21.96
3.21
0.80
1.11
8.09
1.17
3.16
6.05
33.78
22.98
24.11
12.93
11.18
1.34
11.07
1.73
s.d. 9.10
1.62
8.11
7.61
1.60
0.73
1.09
3.47
1.17
2.87
3.57
16.17
9.73
6.62
4.26
4.31
0.45
7.33
0.83
SM AA
18.75
2.94
10.40
20.80
2.24
0.45
0.53*
12.30*
0.75
0.63*
6.68
33.32
23.22
22.58
14.80
8.45*
1.76*
30.33*
1.86
s.d. 5.27
1.67
1.00
4.33
0.93
0.19
0.15
0.96
0.54
0.34
0.94
14.58
4.99
1.84
1.45
0.29
0.23
10.50
0.26
SM EPA
12.67*
1.99
6.43*
24.50
2.07*
0.41
0.38*
7.85
4.38*
6.28*
2.93*
19.11*
24.70
26.51
13.17
16.24
0.90
1.78*
3.47
s.d. 3.19
0.78
0.67
2.85
0.71
0.14
0.06
2.91
1.67
2.13
1.48
3.51
7.82
6.22
5.26
7.02
0.45
0.83
2.00
SM DHA
19.07
5.01*
14.14
13.62*
2.89
0.58
1.72
5.60*
1.20
1.24*
8.35
33.21
19.47
25.69
10.21*
15.48
0.79*
5.76*
0.70*
s.d. 6.89
0.79
3.32
1.01
0.42
0.08
0.73
1.88
0.53
0.23
2.52
9.19
2.32
7.32
1.37
7.31
0.37
3.21
0.37
Values are expressed as percentage of total fatty acids (means bold numbers, SD plain numbers). CTR n = 15, Treated n=6; * P < 0.01
Corsetto et al. Lipids in Health and Diseas
http://www.lipidworld.com/content/10/1/ 2 Phospholipids fatty acid composition of PUFA-treated MDA-MB-231 (Continued) Corsetto et al. Lipids in Health and Disease 2011, 10:73
http://www.lipidworld.com/content/10/1/73 Table 3 Phospholipids fatty acid composition of PUFA-treated MCF7 Table 3 Phospholipids fatty acid composition of PUFA-treated MCF7
C16:0
C16:1
C18:0
C18:1
C18:2
C18:3
C20:3
C20:4
C20:5
C22:5
C22:6
SFA
MUFA
PUFA
n-6 PUFA
n-3 PUFA
Omega-6/Omega-3
AA/EPA
AA/DHA
PE CTR
7.76
4.23
22.01
23.50
3.46
0.69
1.70
24.93
5.28
0.72
5.71
29.77
27.73
42.50
30.09
12.41
2.47
4.75
4.58
s.d. 1.18
1.91
1.92
3.14
0.69
0.14
0.28
3.13
0.69
0.56
1.37
1.86
3.83
3.88
2.66
1.96
0.37
0.50
1.04
PE AA
8.24
1.52*
33.44*
8.05*
1.38*
0.28*
0.49*
42.32*
0.70*
1.03
2.56*
41.68*
9.57*
48.75*
44.19*
4.57*
9.97*
76.64*
17.85*
s.d. Discussion 1.62
0.95
1.22
1.04
0.20
0.04
0.25
2.15
0.47
0.39
0.81
1.44
1.57
2.19
1.94
0.86
1.80
30.68
5.10
PE EPA
9.52
2.19*
27.35*
8.58*
1.50*
0.30*
0.53*
7.37*
33.91*
7.68*
1.07*
36.87*
10.77*
52.36*
9.40*
42.96*
0.23*
0.22*
5.42
s.d. 2.55
1.22
2.29
2.80
0.52
0.10
0.26
1.10
4.88
2.26
0.50
1.58
4.00
5.13
1.76
6.77
0.08
0.06
0.45
PE DHA
9.26
1.36*
25.39
6.97*
2.08*
0.42*
1.03
6.62*
9.45*
0.52
36.92*
34.65*
8.33*
57.02*
9.73*
47.30*
0.21*
0.71*
0.19*
s.d. 2.80
1.10
4.61
2.50
1.24
0.25
1.00
1.43
2.19
0.33
7.43
4.38
2.66
6.35
1.95
6.27
0.05
0.13
0.08
PI CTR
10.84
2.51
31.95
18.13
3.43
0.69
5.50
14.10
2.22
1.64
8.99
42.79
20.65
36.56
23.02
13.54
1.80
8.04
1.84
s.d. 5.40
2.32
5.42
6.55
1.29
0.26
1.53
3.89
1.65
1.00
3.07
5.35
7.91
7.50
4.66
3.77
0.47
4.32
1.20
PI AA
8.22
1.04*
35.22*
6.79*
1.45*
0.29*
1.01*
40.65*
0.96*
1.52
2.83*
43.44
7.83*
48.73*
43.12*
5.61*
8.34*
69.09*
23.36*
s.d. 1.78
0.73
2.36
3.69
0.34
0.07
0.13
3.84
0.80
1.41
1.77
2.35
4.03
2.81
3.70
1.65
2.63
49.53
17.92
PI EPA
8.81
1.66
33.04
6.85*
2.18*
0.44*
1.48*
10.41*
24.41*
8.60*
2.13*
41.84
8.51*
49.65*
14.07*
35.57*
0.40*
0.44*
4.76
s.d. 1.58
1.04
1.55
2.31
0.79
0.16
0.61
0.92
4.29
1.69
2.18
1.73
2.04
2.96
1.61
3.59
0.08
0.10
3.02
PI DHA
9.06
1.23*
24.60*
13.54
4.52
0.91
3.11
7.63*
7.71*
0.87*
26.82*
33.66*
14.77*
51.57*
15.26*
36.31*
0.43*
1.16*
0.31*
s.d. 3.81
0.91
5.96
5.74
2.54
0.51
3.09
1.55
3.67
0.76
6.04
6.91
5.63
7.46
5.64
5.29
0.19
0.48
0.17
PS CTR
10.79
3.53
24.95
27.92
4.30
0.86
4.21
11.93
3.18
2.19
6.14
35.75
31.45
32.81
20.43
12.37
1.83
5.17
2.49
s.d. 3.01
2.22
8.41
7.49
1.77
0.35
1.57
5.37
1.91
2.00
3.36
8.35
8.32
8.96
7.21
4.27
0.84
4.46
1.57
PS AA
11.97
1.92
29.81
12.97*
2.24*
0.45*
1.07*
33.50*
1.21*
1.69
3.18*
41.78*
14.89*
43.33*
36.80*
6.53*
6.49*
38.97*
12.22*
s.d. 4.28
2.83
7.69
4.92
1.33
0.27
0.43
11.48
0.63
2.12
1.47
5.84
7.35
9.32
10.79
2.15
3.45
31.62
6.48
PS EPA
16.78*
1.07*
20.16
7.31*
1.27*
0.25*
1.36*
7.62
33.04*
8.11*
3.05
36.93
8.37*
54.70*
10.25*
44.45*
0.22*
0.22*
4.62
s.d. Discussion 3.53
0.69
11.14
3.65
0.53
0.11
0.66
3.42
12.94
3.14
3.04
11.06
3.52
14.23
3.84
10.79
0.06
0.06
4.12
PS DHA
9.83
1.78*
24.73
13.57*
3.40
0.68
1.75*
6.67*
5.00
1.55
31.06*
34.56
15.35*
50.10*
11.82*
38.28*
0.32*
1.85*
0.22*
s.d. 3.89
1.47
6.84
3.83
1.70
0.34
1.30
3.26
2.94
0.59
2.17
6.22
3.88
4.33
5.70
4.53
0.18
1.50
0.12
PC CTR
28.42
13.13
6.51
36.22
4.19
0.84
1.52
5.18
1.18
0.59
2.23
34.93
49.35
15.73
10.89
4.83
2.61
5.70
3.91
s.d. 4.83
5.72
1.57
4.15
0.85
0.17
0.66
1.79
0.62
0.92
2.01
3.83
4.82
5.01
2.61
2.95
0.85
3.65
3.51
PC AA
28.28
4.97*
10.89*
16.67*
1.92*
0.38*
0.58*
34.61*
0.19*
0.29
1.21*
39.16*
21.65*
39.19*
37.11*
2.08*
18.12*
222.12*
30.38*
s.d. 2.59
1.87
2.23
0.69
0.05
0.01
0.05
1.68
0.10
0.07
0.33
0.63
1.61
1.91
1.61
0.33
2.44
100.56
8.64
PC EPA
36.02
8.05
5.93
19.61*
2.64*
0.53*
0.56*
3.72
20.12*
1.75
1.07
41.95*
27.66*
35.69*
6.92*
23.48*
0.34*
0.21*
4.37
s.d. 4.52
3.18
0.62
4.19
0.29
0.06
0.34
1.29
8.27
1.39
0.63
0.91
6.34
0.53
1.68
9.30
0.17
0.10
2.54
PC DHA
29.09
3.68*
9.94*
14.94*
3.37*
0.67*
1.42
5.14
10.01*
0.39
21.34*
39.03*
18.62*
42.35*
9.93
32.42*
0.32*
0.51*
0.26*
s.d. 5.46
2.60
1.71
3.86
0.46
0.09
0.39
0.99
1.36
0.20
5.63
4.11
5.19
6.44
1.47
6.01
0.07
0.06
0.08 Table 3 Phospholipids fatty acid composition of PUFA-treated MCF7 (Continued)
SM CTR
29.95
3.73
15.64
18.03
3.22
0.64
1.86
13.35
4.32
3.66
5.59
45.60
21.76
32.64
18.43
14.22
1.60
4.45
6.27
s.d. 10.86
3.23
5.22
12.01
2.59
0.52
1.75
7.22
2.64
4.77
6.24
14.67
13.34
11.00
7.83
7.61
1.01
4.12
7.52
SM AA
17.58*
2.89
11.48*
20.36
2.56
0.51
2.16
17.74
4.16
6.86
5.97
29.06*
23.25
47.70*
22.46
15.86
1.50
6.56
3.41
s.d. 3.70
1.81
2.48
14.89
1.24
0.25
1.20
4.82
2.46
2.41
2.77
5.41
15.15
13.59
5.90
5.92
0.48
5.17
1.33
SM EPA
22.22*
13.52*
10.43*
5.06*
1.62*
0.32*
5.71
10.28
7.24
7.54*
16.06
32.65*
18.57
48.78*
17.62
31.16*
0.59*
1.49*
0.74*
s.d. 2.85
2.24
1.59
0.20
0.65
0.13
3.16
3.56
2.52
1.84
8.51
3.98
2.43
5.54
4.86
6.18
0.22
0.52
0.37
SM DHA
27.05
5.19
11.33*
23.02
3.99
0.80
1.30
9.78
2.65*
4.38
10.53
38.38
28.21
33.41
15.06*
18.35
0.94
4.00
1.05*
s.d. Discussion PE MDA
0
10
20
30
40
50
C20:4
C20:5
C 22:5
C 22:6
CTR
AA
EPA
DHA
*
*
*
*
*
*
*
*
*
*
*
*
PE MDA
0
10
20
30
SFA
MUFA
CTR
AA
EPA
DHA
*
*
*
*
PI MDA
0
10
20
30
C20:4
C20:5
C 22:5
C 22:6
CTR
AA
EPA
DHA
*
*
*
*
*
*
*
*
*
*
*
PI MDA
0
10
20
30
40
50
60
SFA
MUFA
CTR
AA
EPA
DHA
*
PS MDA
0
10
20
30
40
C20:4
C20:5
C 22:5
C 22:6
CTR
AA
EPA
DHA
*
*
*
*
*
*
*
*
*
PS MDA
0
10
20
30
40
50
60
SFA
MUFA
CTR
AA
EPA
DHA
*
PC MDA
0
10
20
30
C20:4
C20:5
C 22:5
C 22:6
CTR
AA
EPA
DHA
*
*
*
*
*
*
*
*
*
PC MDA
0
10
20
30
40
50
SFA
MUFA
CTR
AA
EPA
DHA
*
*
*
SM MDA
0
2
4
6
8
10
12
14
C20:4
C20:5
C 22:5
C 22:6
CTR
AA
EPA
DHA
*
*
*
*
*
*
*
SM MDA
0
10
20
30
40
50
60
SFA
MUFA
CTR
AA
EPA
DHA
*
Figure 5 Content of AA (C20:4), EPA (C20:5), DPA (20:6), DHA (C22:6), SFA and MUFA in PLs of MDA-MB-231 cells treated with
LCPUFAs. MDA-MB-231 cells were treated with AA, EPA, and DHA. Purification of single PL moieties was achieved with an HPLC-ELSD system. PL fatty acids were determined as methyl esters by gas chromatography (GC). Data are reported as percentage of total fatty acids. Controls are
not exposed to any exogenous fatty acids. * p < 0.01; n = 3. Discussion 10.74
4.69
2.93
20.63
1.93
0.39
0.89
5.93
0.60
3.81
8.19
12.47
18.30
15.33
6.22
11.75
0.41
2.60
0.47
Values are expressed as percentage of total fatty acids (means bold numbers, SD plain numbers). CTR n=5, Treated n=6; * P < 0.01
Corsetto et al. Lipids in Health and Diseas
http://www.lipidworld.com/content/10/1/ Table 3 Phospholipids fatty acid composition of PUFA-treated MCF7 (Continued) Page 11 of 16 Corsetto et al. Lipids in Health and Disease 2011, 10:73
http://www.lipidworld.com/content/10/1/73 Page 12 of 16 PE MDA
0
10
20
30
40
50
C20:4
C20:5
C 22:5
C 22:6
CTR
AA
EPA
DHA
*
*
*
*
*
*
*
*
*
*
*
*
PE MDA
0
10
20
30
SFA
MUFA
CTR
AA
EPA
DHA
*
*
*
*
PI MDA
0
10
20
30
C20:4
C20:5
C 22:5
C 22:6
CTR
AA
EPA
DHA
*
*
*
*
*
*
*
*
*
*
*
PI MDA
0
10
20
30
40
50
60
SFA
MUFA
CTR
AA
EPA
DHA
*
PS MDA
0
10
20
30
40
C20:4
C20:5
C 22:5
C 22:6
CTR
AA
EPA
DHA
*
*
*
*
*
*
*
*
*
PS MDA
0
10
20
30
40
50
60
SFA
MUFA
CTR
AA
EPA
DHA
*
PC MDA
0
10
20
30
C20:4
C20:5
C 22:5
C 22:6
CTR
AA
EPA
DHA
*
*
*
*
*
*
*
*
*
PC MDA
0
10
20
30
40
50
SFA
MUFA
CTR
AA
EPA
DHA
*
*
*
SM MDA
0
2
4
6
8
10
12
14
C20:4
C20:5
C 22:5
C 22:6
CTR
AA
EPA
DHA
*
*
*
*
*
*
*
SM MDA
0
10
20
30
40
50
60
SFA
MUFA
CTR
AA
EPA
DHA
*
Figure 5 Content of AA (C20:4), EPA (C20:5), DPA (20:6), DHA (C22:6), SFA and MUFA in PLs of MDA-MB-231
LCPUFAs. MDA-MB-231 cells were treated with AA, EPA, and DHA. Purification of single PL moieties was achieved with an H
PL fatty acids were determined as methyl esters by gas chromatography (GC). Data are reported as percentage of total fatty
not exposed to any exogenous fatty acids. * p < 0.01; n = 3. Discussion PE MCF7
0
10
20
30
40
50
C20:4
C20:5
C 22:5
C 22:6
CTR
AA
EPA
DHA
*
*
*
*
*
*
*
*
*
*
PE MCF7
0
10
20
30
40
50
SFA
MUFA
CTR
AA
EPA
DHA
*
*
*
*
*
*
PI MCF7
0
10
20
30
40
50
C20:4
C20:5
C 22:5
C 22:6
CTR
AA
EPA
DHA
*
*
*
*
*
*
*
*
*
*
*
PI MCF7
0
10
20
30
40
50
SFA
MUFA
CTR
AA
EPA
DHA
*
*
*
*
PS MCF7
0
10
20
30
40
50
C20:4
C20:5
C 22:5
C 22:6
CTR
AA
EPA
DHA
*
*
*
*
*
*
*
PS MCF7
0
10
20
30
40
50
SFA
MUFA
CTR
AA
EPA
DHA
*
*
*
*
PC MCF7
0
10
20
30
40
C20:4
C20:5
C 22:5
C 22:6
CTR
AA
EPA
DHA
*
*
*
*
*
*
PC MCF7
0
10
20
30
40
50
SFA
MUFA
CTR
AA
EPA
DHA
*
*
*
*
*
*
SM MCF7
0
10
20
30
C20:4
C20:5
C 22:5
C 22:6
CTR
AA
EPA
DHA
*
*
SM MCF7
0
10
20
30
40
50
60
SFA
MUFA
CTR
AA
EPA
DHA
*
*
Figure 6 Content of AA (C20:4), EPA (C20:5), DPA (20:6), DHA (C22:6), SFA and MUFA in PLs of MCF7 cells treated w
cells were treated with AA, EPA, and DHA. Purification of single PL moieties was achieved with an HPLC-ELSD system. PL fa
determined as methyl esters by gas chromatography (GC). Data are reported as percentage of total fatty acids. Controls are
exogenous fatty acids. * p < 0.01; n = 3. Discussion PE MDA
0
10
20
30
SFA
MUFA
CTR
AA
EPA
DHA
*
*
*
* PI MDA
0
10
20
30
40
50
60
SFA
MUFA
CTR
AA
EPA
DHA
* PI MDA
0
10
20
30
C20:4
C20:5
C 22:5
C 22:6
CTR
AA
EPA
DHA
*
*
*
*
*
*
*
*
*
*
* PS MDA
0
10
20
30
40
50
60
SFA
MUFA
CTR
AA
EPA
DHA
* PS MDA
0
10
20
30
40
C20:4
C20:5
C 22:5
C 22:6
CTR
AA
EPA
DHA
*
*
*
*
*
*
*
*
* PC MDA
0
10
20
30
40
50
SFA
MUFA
CTR
AA
EPA
DHA
*
*
* PC MDA
0
10
20
30
C20:4
C20:5
C 22:5
C 22:6
CTR
AA
EPA
DHA
*
*
*
*
*
*
*
*
* SM MDA
0
10
20
30
40
50
60
SFA
MUFA
CTR
AA
EPA
DHA
* SM MDA
0
2
4
6
8
10
12
14
C20:4
C20:5
C 22:5
C 22:6
CTR
AA
EPA
DHA
*
*
*
*
*
*
* Figure 5 Content of AA (C20:4), EPA (C20:5), DPA (20:6), DHA (C22:6), SFA and MUFA in PLs of MDA-MB-231 cells treated with
LCPUFAs. MDA-MB-231 cells were treated with AA, EPA, and DHA. Purification of single PL moieties was achieved with an HPLC-ELSD system. PL fatty acids were determined as methyl esters by gas chromatography (GC). Data are reported as percentage of total fatty acids. Controls are
not exposed to any exogenous fatty acids. * p < 0.01; n = 3. Corsetto et al. Lipids in Health and Disease 2011, 10:73
http://www.lipidworld.com/content/10/1/73 Corsetto et al. Discussion Lipids in Health and Disease 2011, 10:73
http://www.lipidworld.com/content/10/1/73 Page 13 of 16 PE MCF7
0
10
20
30
40
50
C20:4
C20:5
C 22:5
C 22:6
CTR
AA
EPA
DHA
*
*
*
*
*
*
*
*
*
*
PE MCF7
0
10
20
30
40
50
SFA
MUFA
CTR
AA
EPA
DHA
*
*
*
*
*
*
PI MCF7
0
10
20
30
40
50
C20:4
C20:5
C 22:5
C 22:6
CTR
AA
EPA
DHA
*
*
*
*
*
*
*
*
*
*
*
PI MCF7
0
10
20
30
40
50
SFA
MUFA
CTR
AA
EPA
DHA
*
*
*
*
PS MCF7
0
10
20
30
40
50
C20:4
C20:5
C 22:5
C 22:6
CTR
AA
EPA
DHA
*
*
*
*
*
*
*
PS MCF7
0
10
20
30
40
50
SFA
MUFA
CTR
AA
EPA
DHA
*
*
*
*
PC MCF7
0
10
20
30
40
C20:4
C20:5
C 22:5
C 22:6
CTR
AA
EPA
DHA
*
*
*
*
*
*
PC MCF7
0
10
20
30
40
50
SFA
MUFA
CTR
AA
EPA
DHA
*
*
*
*
*
*
SM MCF7
0
10
20
30
C20:4
C20:5
C 22:5
C 22:6
CTR
AA
EPA
DHA
*
*
SM MCF7
0
10
20
30
40
50
60
SFA
MUFA
CTR
AA
EPA
DHA
*
*
Figure 6 Content of AA (C20:4), EPA (C20:5), DPA (20:6), DHA (C22:6), SFA and MUFA in PLs of MCF7 cells treated with LCPUFAs. MCF7
cells were treated with AA, EPA, and DHA. Purification of single PL moieties was achieved with an HPLC-ELSD system. PL fatty acids were
determined as methyl esters by gas chromatography (GC). Data are reported as percentage of total fatty acids. Controls are not exposed to any
exogenous fatty acids. * p < 0.01; n = 3. Corsetto et al. Lipids in Health and Disease 2011, 10:73
http://www.lipidworld.com/content/10/1/73 Corsetto et al. Lipids in Health and Disease 2011, 10:73
http://www.lipidworld.com/content/10/1/73 Page 14 of 16 Fas and TNFR1 induce the activation of a set of cysteine
proteases called caspases. Studies designed to elucidate
the mechanism(s) by which Fas and TNFR1 stimulation
lead to caspase activation are underway. In the case of
Fas, receptor aggregation by the Fas ligand induces the
formation of a death-inducing signalling complex (DISC)
of proteins comprising Fas itself, the adaptor protein
FADD and the inactive zymogen form of caspase-8. Shortly after formation of the DISC, procaspase-8 is
cleaved and the active protease is released. Once acti-
vated, caspase-8 is thought to activate other downstream
caspases by proteolytic cleavage of their zymogen forms,
thus amplifying the caspase signal [35]. Our results
demonstrate the activation of caspase-8 in response to
incubation with n-3 PUFAs by a reduction of the levels
of its zymogen form in both cell lines. In many cells,
over-expression of either Bcl2 or Bcl-xl inhibits apopto-
sis, affecting the release of cyt-c and apoptosis-inducing
factor (AIF) from the mitochondrial intramembrane
space to the cytosol. Once released, AIF is translocated
to the nucleus where it is capable of inducing nuclear
chromatin condensation and large-scale DNA fragmenta-
tion that mediates a caspase-independent mitochondrial
apoptotic pathway [36]. Cyt-c, together with dATP, binds
to apoptotic proteinase activating factor-1 (Apaf-1) and
this complex promotes procaspase-9 autoactivation. The
active forms of caspase-8 and caspase-9 might activate
the downstream effectors caspase-3, -6 and -7, resulting
in the cleavage of crucial cellular proteins and apoptosis. We have observed a significant difference in the amount
of Bcl2 present in the DHA-treated MDA-MB-231 cells
and EPA-treated MCF7 cells compared to the control
group. The absence of Bcl2 when compared to the con-
trol is suggestive that the cell might be more likely to
proceed to apoptosis. The entire mechanism by which n-3 PUFAs exert
their beneficial effects is not fully understood. We have
hypothesized that the induction of apoptosis, the reduc-
tion of cell proliferation and the inhibition of EGFR
activity by these fatty acids might be the consequences
of cell membrane alterations induced by FA. Our data
indicate that EPA and DHA are incorporated in breast
cancer membrane. In particular the EPA treatment
determines an increase of EPA and DPA content, and a
reduction of SFA, MUFA and n-6 PUFA concentration
in both cell lines. Corsetto et al. Lipids in Health and Disease 2011, 10:73
http://www.lipidworld.com/content/10/1/73 This suggests an incorporation of EPA
which is further metabolised. In fact, EPA is converted
to 22:5 n-3 (DPA) by elongase (Elovl)-5 and then by
Elovl-2 to 24:5, n-3. The next step requires desaturation
of 24:5 by Δ6 desaturase to produce 24:6, n-3. This pro-
duct is translocated from the endoplasmic reticulum to
the peroxisome, where the b oxidation pathway involves
acyl chain shortening of C2 to produce DHA [40]. y
g
p
Also DHA incubation determines an increase of EPA, of
DHA, and in general of the unsaturation degree in both
cell lines. We have also observed that PUFAs are incorpo-
rated into the breast cancer membrane with different spe-
cificity for each PL moiety. The enrichment is significant,
especially in PE, PI and PC. The transbilayer distribution
of lipids across biological membranes is asymmetric. The
choline-containing lipids PC and SM are enriched primar-
ily on the external leaflet of the plasma membrane or
the topologically equivalent luminal leaflet of internal
organelles. In contrast, the amine-containing glyceropho-
spholipids PE and PS are located preferentially on the
cytoplasmic leaflet. Other minor PLs, such as phosphatidic
acid (PA), PI and phosphatidylinositol-4,5-bisphosphate
(PIP2) are also enriched on the cytofacial side of the mem-
brane. Specific alterations of the molecular composition of
the plasma membrane occur during apoptosis. Hence,
cells undergoing apoptosis express signals, including lipids,
proteins and modified sugar moieties that facilitate recog-
nition and ingestion by macrophages. Loss of transmem-
brane PL asymmetry, with consequent exposure of PS in
the external monolayer, occurs in both normal and patho-
logic conditions. PS externalization is induced early in the
process of apoptosis. On the basis of our findings, the data
suggest that the incorporation of n-3 PUFAs is mainly
into cytofacial leaflet PLs, altering the membrane environ-
ment to impact on the activation of cell signalling. More-
over, a significant decrease of SM was evident in cells
treated with DHA. EGFR is an interesting target for tumour therapy,
because it is over-expressed in many human tumours
such as lung and breast cancers [37]. MDA-MB-231
cells express high levels of EGFR and are a good model
to study EGFR modulation by n-3 PUFAs. This receptor
is a member of the ErbB receptor tyrosine kinase family,
which consists of EGFR (or HER1 or ErbB1), HER2/
ErbB2, HER3/ErbB3 and HER4/ErbB. Discussion PE MCF7
0
10
20
30
40
50
SFA
MUFA
CTR
AA
EPA
DHA
*
*
*
*
*
* PI MCF7
0
10
20
30
40
50
SFA
MUFA
CTR
AA
EPA
DHA
*
*
*
* PS MCF7
0
10
20
30
40
50
SFA
MUFA
CTR
AA
EPA
DHA
*
*
*
* PC MCF7
0
10
20
30
40
50
SFA
MUFA
CTR
AA
EPA
DHA
*
*
*
*
*
* SM MCF7
0
10
20
30
40
50
60
SFA
MUFA
CTR
AA
EPA
DHA
*
* SM MCF7
0
10
20
30
C20:4
C20:5
C 22:5
C 22:6
CTR
AA
EPA
DHA
*
* Figure 6 Content of AA (C20:4), EPA (C20:5), DPA (20:6), DHA (C22:6), SFA and MUFA in PLs of MCF7 cells treated with LCPUFAs. MCF7
cells were treated with AA, EPA, and DHA. Purification of single PL moieties was achieved with an HPLC-ELSD system. PL fatty acids were
determined as methyl esters by gas chromatography (GC). Data are reported as percentage of total fatty acids. Controls are not exposed to any
exogenous fatty acids. * p < 0.01; n = 3. Corsetto et al. Lipids in Health and Disease 2011, 10:73
http://www.lipidworld.com/content/10/1/73 References 1. Bartsch H, Nair J, Owen RW: Dietary polyunsaturated fatty acids and
cancers of the breast and colorectum: emerging evidence for their role
as risk modifiers. Carcinogenesis 1999, 20:2209-18. 1. Bartsch H, Nair J, Owen RW: Dietary polyunsaturated fatty acids and
cancers of the breast and colorectum: emerging evidence for their role
as risk modifiers. Carcinogenesis 1999, 20:2209-18. Moreover PUFA incorporation induces an alteration
of SFA, MUFA and PUFA content in membrane phos-
pholipids; these data suggest a metabolic rearrangement
in cells in order to try to balance the ratio between satu-
rated and unsaturated fatty acids. 2. Rose DP, Connolly JM: Omega-3 fatty acids as cancer chemopreventive
agents. Pharmacol Ther 1999, 83:217-44. 3. Hardman WE: Omega-3 fatty acids to augment cancer therapy. J Nutr
2002, 132:3508S-12S. 4. Lee CY, Sit WH, Fan ST, Man K, Jor IW, Wong LL, Wan ML, Tan-Un KC,
Wan JM: The cell cycle effects of docosahexaenoic acid on human
metastatic hepatocellular carcinoma proliferation. Int J Oncol 2010,
36(4):991-8. 4. Lee CY, Sit WH, Fan ST, Man K, Jor IW, Wong LL, Wan ML, Tan-Un KC,
Wan JM: The cell cycle effects of docosahexaenoic acid on human
metastatic hepatocellular carcinoma proliferation. Int J Oncol 2010,
36(4):991-8. In addition membranes constitute a meeting point for
lipids and proteins. Thousands of cellular proteins inter-
act with membranes in different ways, for example inte-
gral (transmembrane, as EGFR) proteins are embedded
in the lipid bilayer and their activity is sensitive to
changes in the lipid environment. Recently, multiple stu-
dies demonstrated very rapid ERa actions at level of the
plasma membrane [45]. O’Malley and collaborators have
demonstrated that ERa on the membrane initially acti-
vates cytoplasmic kinases, which in turn phosphorylate
and activate coactivators proteins in the cytoplasm. These coactivators then travel to the nucleus and modu-
late ERa-mediated transcriptional events [46]. 5. Habermann N, Schön A, Lund EK, Glei M: Fish fatty acids alter markers of
apoptosis in colorectal adenoma and adenocarcinoma cell lines but fish
consumption has no impact on apoptosis-induction ex vivo. Apoptosis
2010, 15:621-630. 5. Habermann N, Schön A, Lund EK, Glei M: Fish fatty acids alter markers of
apoptosis in colorectal adenoma and adenocarcinoma cell lines but fish
consumption has no impact on apoptosis-induction ex vivo. Apoptosis
2010, 15:621-630. 6. Larsson SC, Kumlin M, Ingelman-Sundberg M, Wolk A: Dietary long-chain
n-3 fatty acids for the prevention of cancer: a review of potential
mechanisms. Authors’ contributions PAC carried out cell treatments, MTT tests, WB assays and drafted the
manuscript, GM performed lipid analysis, SZ was responsible for cell cultures,
IEJ performed lipid analysis, AC performed lipid analysis, BB Coordinated the
study, AMR conceived and designed the study, performed analysis and
interpretation of data and drafted the manuscript. PAC carried out cell treatments, MTT tests, WB assays and drafted the
manuscript, GM performed lipid analysis, SZ was responsible for cell cultures,
IEJ performed lipid analysis, AC performed lipid analysis, BB Coordinated the
study, AMR conceived and designed the study, performed analysis and
interpretation of data and drafted the manuscript. All authors have read and approved the final manuscript. Competing interests
Th
h
d
l
h The authors declare that they have no competing interests. The authors declare that they have no competing interests. Received: 6 April 2011 Accepted: 12 May 2011 Published: 12 May 2011 Received: 6 April 2011 Accepted: 12 May 2011 Published: 12 May 2011 References Am J Clin Nutr 2004, 79:935-945. 7. Serini S, Piccioni E, Merendino N, Calviello G: Dietary polyunsaturated fatty
acids as inducers of apoptosis: implications for cancer. Apoptosis 2009,
14(2):135-52. 8. Field CJ, Schley PD: Evidence for potential mechanisms for the effect of
conjugated linoleic acid on tumor metabolism and immune function:
lessons from n-3 fatty acids. Am J Clin Nutr 2004, 79:1190S-8S. 8. Field CJ, Schley PD: Evidence for potential mechanisms for the effect of
conjugated linoleic acid on tumor metabolism and immune function:
lessons from n-3 fatty acids. Am J Clin Nutr 2004, 79:1190S-8S. 9
D
UN A
di
l
h
M d S i M
i 2002 8 RA79 92 lessons from n-3 fatty acids. Am J Clin Nutr 2004, 79:1190S-8S. 9. Das UN: A radical approach to cancer. Med Sci Monit 2002, 8:RA79-92. K
hh
SK D
PP S
RH S
SS Gh
h SN Eff
f y
9. Das UN: A radical approach to cancer. Med Sci Monit 2002, 8:RA79-92. 10. Kachhap SK, Dange PP, Santani RH, Sawant SS, Ghosh SN: Effect of n-3
fatty acid (docosahexaenoic acid) on BRCA1 gene expression and
growth in MCF-7 cell line. Cancer Biother Radiochem 2001, 16:257-63. 10. Kachhap SK, Dange PP, Santani RH, Sawant SS, Ghosh SN: Effect of n-3
fatty acid (docosahexaenoic acid) on BRCA1 gene expression and
growth in MCF-7 cell line. Cancer Biother Radiochem 2001, 16:257-63. Then n-3 PUFAs, modifying the unsaturated degree,
the permeability, the flip-flop process and the fluidity of
the plasma membrane, might alter the activity of these
proteins. This hypothesis will be investigated in our
laboratory. 11. Albino AP, Juan G, Traganos F, Reinhart L, Connolly J, Rose DP,
Darzynkiewicz Z: Cell cycle arrest apoptosis of melanoma cells by
docohexaenoic acid: association with decreased PRb phosphorylation. Cancer Res 2000, 60:4139-45. 11. Albino AP, Juan G, Traganos F, Reinhart L, Connolly J, Rose DP,
Darzynkiewicz Z: Cell cycle arrest apoptosis of melanoma cells by
docohexaenoic acid: association with decreased PRb phosphorylation. Cancer Res 2000, 60:4139-45. 12. Chiu LCM, Ooi VEC, Wan JMF: Eicosapentaenoic acid modulates cyclin
expression and arrests cell cycle progression in human leukemic K-562
cells. Int J Oncol 2001, 19:845-9. 12. Chiu LCM, Ooi VEC, Wan JMF: Eicosapentaenoic acid modulates cyclin
expression and arrests cell cycle progression in human leukemic K-562
cells. Int J Oncol 2001, 19:845-9. Acknowledgements This paper is dedicated to the memory of Prof. Bruno Berra, who dedicated
his life to the biochemistry of lipids. This paper is dedicated to the memory of Prof. Bruno Berra, who dedicated
his life to the biochemistry of lipids. y
p
Financial support to Dr Angela M. Rizzo came from VI PQ: Nutra Snack
Project and from the Italian Space Agency (ASI) Financial support to Dr Angela M. Rizzo came from VI PQ: Nutra Snack
Project and from the Italian Space Agency (ASI). Abbreviations PL: (phospholipid); FA: (fatty acid); PUFA: (polyunsaturated fatty acid); MUFA:
(monounsaturated fatty acid); SFA: (saturated fatty acid); DHA:
(docosahexaenoic acid); EPA: (eicosapentaenoic acid); AA: (Arachidonic acid);
PE: (phosphatidylethanolamine); PI: (phosphatidylinositol); PC:
(phosphatidylcholine); PS: (phosphatidylserine); SM: (sphingomyelin). Corsetto et al. Lipids in Health and Disease 2011, 10:73
http://www.lipidworld.com/content/10/1/73 Page 15 of 16 Page 15 of 16 described that are responsible for the ATP-dependent
transport of lipids. The best characterized activity is flip-
pase, which transports PS from the outer monolayer to
the cytoplasmic surface of the plasma membrane and
requires ATP and Mg2+ but its activity is inhibited by
Ca2+. A second ATP-dependent activity, catalysed by flip-
pases, transports lipids in the opposite direction. The
third class of lipid transporter consists of the Ca2+-acti-
vated scramblases that catalyse the PS externalization
[41,42]. Growing evidence indicates that excessive con-
centrations of FA affect cell functions by altering the
activity of various ion transporters and channels, includ-
ing Ca2+. Zhang et al. have found that PUFAs, but not
monounsaturated or saturated FAs, cause [Ca2+]i mobili-
zation in NT2 human tetracarcinoma cells by causing
release of this proton from mitochondria [43]. Further-
more, Djemli-Shipkolye et al. showed that FA modifica-
tions in membranes could be correlated with the
variations observed in the activity of ATPase, for instance
of Mg-ATPase [44]. This effect could influence the flip-
pase and scramblase activities, and thus the transbilayer
lipid asymmetry. Corsetto et al. Lipids in Health and Disease 2011, 10:73
http://www.lipidworld.com/content/10/1/73 Ligand binding to
EGFR induces its dimerization with another EGFR or
with other members of the ErbB family, and activates
tyrosine kinase residues on the intracellular domains of
the protein through autophosphorylation. EGFR recruits
downstream signalling proteins, triggering signal cas-
cades along a number of pathways that eventually lead
to cell growth, migration and apoptosis resistance
[38,39]. We found that the phosphorylated EGFR levels
are reduced after treatment with n-3 PUFAs (EPA or
DHA) in MDA-MB-231 cells, whereas the EGFR level
was decreased only after incubation with DHA. Once lipid asymmetry has been established, it is main-
tained by a combination of slow transbilayer diffusion,
protein-lipid interactions and protein-mediated trans-
port. The most significant contributors to the mainte-
nance and dissipation of transbilayer lipid asymmetry are
proteins that catalyse the movement of lipids across the
membrane. Two classes of transport activities have been Corsetto et al. Lipids in Health and Disease 2011, 10:73
http://www.lipidworld.com/content/10/1/73 Conclusions 13. Lai PB, Ross JA, Fearon KC, Anderson JD, Carter DC: Cell cycle arrest and
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induction of apoptosis in pancreatic cancer cells exposed
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membrane structure and function of breast cancer cells,
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Heparan sulfate proteoglycans as adhesive and anti-invasive molecules. 15. Liu W, Litwack ED, Stanley MJ, Langford JK, Lander AD, Sanderson RD:
Heparan sulfate proteoglycans as adhesive and anti-invasive molecules. Corsetto et al. Lipids in Health and Disease 2011, 10:73
http://www.lipidworld.com/content/10/1/73 Nemere I, Pietras RJ, Blackmore PF: Membrane receptors for steroid
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English
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Classification of DNA sequences based on thermal melting profiles
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Bioinformation
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cc-by
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Methodology: The first exon of the β -globin gene is often used as a standard
example in many DNA-based graphing methods [32] is used as the
first example. The gene family of β -globin varies between 86-105
bases and has a significant biological role in oxygen transport. β -
globin gene across the 11 species is listed in Table 1 (see
supplementary material). The class II MHC α-chain sequences
were obtained from the original reference of Takahashi and co-
workers [33] (see supplementary material for data). The average
length of the class II MHC α-chain is 612 and a total of 31 different
species were used for the analysis. The melting profile was
separately calculated for each individual sequence using the
MELTSIM program [34, 35]. The melting profiles were calculated
from 60°C to 120°C in steps of 0.1°C using the default setting
(75mM of NaCl). Classification of the calculated profiles were
performed using the Euclidian distance measure, unweighted
arithmetic average for clustering with a 10 fold bootstrapping for
revalidation. Clustering and validation of the profiles were
performed using a combination of codes written in Matlab [36] and
R [37, 38 ]. For the same DNAs, sequence-based evolutionary trees
were constructed using MEGA [39]. All phylogenetic output files
were
generated
in
newick
tree
format
(http
://evolution.genetics.washington.edu/phylip/newicktree.html),
and
visualized using Treedyn [40]. Melting curve analysis has been used in many applications such as
the detection of single nucleotide polymorphisms (SNPs) [5-7] and
has recently been proposed as an approach to DNA sequencing [8]. DNA melting profile analysis has also been used in many clinical
research applications [9]; these include genotyping [10-13],
mutation scanning [14, 15] and simultaneous genotyping and
mutation scanning [16-18]. Experiments based on melting profiles
have also been used as a rapid, economical means of screening close
relatives for transplant compatibility [19]. The melting behavior and
melting temperature of oligonucleotides can be predicted by a wide
range of thermodynamic models which assumes that the stability of
a DNA duplex depends on the identity and orientation of the
neighboring base pairs [5-7, 20-25]. The idea of using the thermal
stability, in particular the melting temperature to differentiate
between DNA sequences was originally suggested in the pioneering
work by King and Wilson [26] and later followed by others [26-
29]. King and Wilson used the nucleic acid hybridization melting
temperature to quantify the resemblance between human and
chimpanzee genes [26]. Bioinformation Bioinformation Bioinformation
www.bioinformation.net open access
Hypothesis Background: demonstrated the use of DNA hybridization as a guide to phylogeny
using a model system of heteroduplexes formed between human β
globin CDNA and four β -like globin genes isolated from a different
species (chimpanzee). g
The DNA double helix has more information built into its structure,
that are both local such as variation in base pairing interactions and
stacking interactions, as well as long range such as dynamic
superhelical stress [1-3]. These interactions are responsible for the
physical chemistry of the sequences and they are reflected in the
thermodynamic properties such as the melting temperature. Therefore, sequences that have a high homology are expected to
have similar thermodynamic parameters such as the melting
temperature (Tm). Melting of a DNA molecule involves the
denaturation the double-stranded DNA molecule into two single
strands and it is the reverse process of hybridization. The
denaturation process can be affected by many means such as an
increase in temperature or denaturant concentrations [4]. The
melting curve represents the denaturation process as a function of
increasing sample temperature. Experimentally, the melting profile
can be monitored by optical techniques such as absorption and
fluorescence microscopy as the interactions among stacked bases
cause a decrease in UV absorption. Melting of double-stranded
DNA at elevated temperatures involves breaking the hydrogen
bonds of the base pairs and a decrease of base stacking. This results
in an increase in UV absorption, a hyperchromicity, which can be
measured with a spectrophotometer [4]. In this study, we present a simple method for classifying the
nucleotide sequences using simulated melting profiles. We
demonstrate the utility of this method in β -globin and gene clusters
of MHC class II α-chain proteins across multiple mammalian
species. Comparison of the melting profile generated phylogenetics
with that of the conventional sequence based approach reproduces
many of the major features, but do not show a perfect match. The
major advantage of this method is that it provides a way to verify
phylogenetics constructed only from the DNA sequence and the
molecular evolutionary process experimentally. Methodology: The difference in melting temperature
between the reannealed human DNA and human-chimpanzee hybrid
DNA is about 1.1° C, and that to the sibling species of Drosophila,
congeneric species of mice and congeneric species of Drisophila are
3° C, 5° C and 19° C, respectively. Higher the difference in the Tm,
larger the evolutionary distance between the species. As longer
DNA sequences tend to have several localized melting events [30,
31], the melting profile of the DNA sequence has additional
information [9]. In one of the early works, Schmid and Marks [28] Key words:DNA, hybridization, melting profiles, classification. Key words:DNA, hybridization, melting profiles, classification. ISSN 0973-2063 (online) 0973-8894 (print)
Bioinformation 4(10): 463-467 (2010) Abstract: A new classification scheme based on the melting profile of DNA sequences simulated thermal melting profiles presented. This method was
applied in the classification of (a) several species of mammalian - β globin and (b) α-chain class II MHC genes. Comparison of the thermal
melting profile with the molecular phylogenetic trees constructed using the sequences shows that the melting temperature based approach is
able to reproduce most of the major features of the sequence based evolutionary tree. Melting profile method takes into account the inherent
structure and dynamics of the DNA molecule, does not require sequence alignment prior to tree construction, and provides a means to verify
the results experimentally. Therefore our results show that melting profile based classification of DNA sequences could be a useful tool for
sequence analysis. Classification of DNA sequences based on thermal melting
profiles Edward Reese1, Vishwanathan V. Krishnan1,2,3,* 1Department of Chemistry, California State University Fresno, Fresno CA 93740; 2Department of Pathology & Laboratory Medicine,
University of California Davis Medical Center, Sacramento, CA 95837 ; 3Department of Applied Science, University of California, Davis,
CA, 95616. V. V. Krishnan -Email id : vvkrishnan@ucdavis.edu. Tel. +530 746-8220. Fax. +559 278-4402 Received December 03, 2009; accepted December 13, 2009; published April 30, 2010 www.bioinformation.net The first derivative of the melting profile is more illustrative of the
process of denaturation, as the melting temperature is represented as
a peak (dθ/dT). Each derivative profile shows peak value that
corresponds to the Tm and additional features such the width, shape
and other low intensity peaks are manifestations of the sequence
composition [41, 42]. As β-globin is represented by a relatively
small number of bases such distinct features are not pronounced,
except for the opossum (highlighted with dark curve in Figure 1). The DNA sequence of opossum has the lowest of the GC content of
the sequences and consequently has the lowest Tm [43]. Melting
profile based phylogenetics of β -globin is shown in Figure 2a,
while the similar profile using the sequence is shown in Figure 2b. Most of the tree structures are reproduced in the melting profile
based phylogenetics, with few notable differences. In both
approaches the sequence of Opossum is clearly differentiated and
the relative distances between Rat, Lemur and Gallus are also
reproduced. Sequence based approach shows the cluster of Human,
Chimpanzee and Gorilla, while the melting profile based approach
keeps only the cluster of Chimpanzee and Gorilla together. origins and divergence times of mammalian class II MHC genes
have been studied in detail by Takahashi et al [33] and the data
presented here is one of the subgroups of gene clusters studied
elsewhere ([33]). The sequence lengths of class II MHC α-chain
genes are much larger than that of β -globin. Total of 31 different
sequences and sequence length close to 612 for most sequences (see
supporting material for the list genetic sequences) were used. As
expected the melting profiles of these genes are complex suggesting
the presence of additional features that could be useful to
differentiate one sequence from the other. Original sequence based
analysis of class II MHC α-chain genes showed four sequences
(Zebra fish A1, A2 and A3 and shark) belong to an out-group and
the melting temperature analysis (Fig. 4) also reproduces the same
result. Mammalian class II MHC genes are clustered into four major
groups, DRA, DPA, DQA and DNA [33]. Melting temperature
based phylogeny is able to reproduce three of the four clusters only
with overlaps between the closer clusters DQA and DPA. www.bioinformation.net Figure 2: Evolutionary trees of β-globin genes: Evolutionary trees
constructed using the thermal melting profiles (left) and that from
the respective gene sequence after sequence alignment. Figure 1: Melting profiles of beta-globin genes: (a) and their
respective first derivatives (b). Some of the sequences are labeled in
(b) and the melting profile of Opossum is shown in dark lines. Figure 1: Melting profiles of beta-globin genes: (a) and their
respective first derivatives (b). Some of the sequences are labeled in
(b) and the melting profile of Opossum is shown in dark lines. The shape of the melting curve and the melting temperature (Tm) are
sensitive to the salt concentration in the sample [44]. All the
calculations in figure 1 are performed with the salt concentration of
75mM. To highlight the effect of salt concentration on the melting
profile, the β-globin sequence of opossum that shows additional
features in the melting profile is simulated as a function of salt
concentration. Figure 3a shows the plot of the profiles and the
change in the Tm is shown in Figure 3b. Increase in salt
concentration increases Tm (70°C at 0.01M to 98°C at 0.5M) and
follows
the
empirical
relationship
between
Tm
vs. log(Concentration) [44]. Increasing the salt concentration also
drastically changes the melting profile such as drastic loss of fine
features that represent local melting events. Both melting profile
and the Tm are important to differentiate the sequences in
determining the phylogenetics and therefore optimal concentration
of the salt is expected to be critical. Figure 2: Evolutionary trees of β-globin genes: Evolutionary trees
constructed using the thermal melting profiles (left) and that from
the respective gene sequence after sequence alignment. Bioinformation open access
Hypothesis ISSN 0973-2063 (online) 0973-8894 (print)
Bioinformation 4(10): 463-467 (2010) Results: The gene family of β-globin across the 11 species are listed in
Table 1 along with the percentage of the various bases, GC content
as well the estimated Tm, for each sequence. Figure 1 shows the
simulated melting profile using the program MELTSIM of the
denaturation process (θ vs. temperature) (in Figure.1a) for all the
11 sequences and its first derivative dθ/dT (in Figure. 1b). The
population value 0.5 and -0.5 represents the double-helical and
denatured (single strand) DNAs, respectively and the melting
temperature (Tm) is defined to be where these populations are equal. 463 ISSN 0973-2063 (online) 0973-8894 (print)
Bioinformation 4(10): 463-467 (2010) © 2010 Biomedical Informatics References [37] RC Gentleman J Comp Graphics (1996) 5: 299 314 [1]
CJ Benham, SP Mielke, Annu Rev Biomed Eng (2005) 7:21. [3]
NR Cozzarelli, Science (1980) 207:953. [4]
VA Bloomfield et al. (2000) Sausalito, California, University
Science Books, 794. [5]
CD Bennett et al. Biotechniques (2003) 34:128 ISSN 0973-2063 (online) 0973-8894 (print)
Bioinformation 4(10): 463-467 (2010)
4
Figure 4: Application to Class II alpha-chains of MHC
sequences: (a) Melting profiles of the 31 class II alpha-chains of
MHC proteins simulated using MELTSIM. (b) Melting profile
derived molecular evolutionary tree of class II alpha-chains of MHC
proteins. DPA, DQA, DNA and DRA refer to the gene clusters
originally [33]. [6]
E Lyon, Expert Rev Mol Diagn (2001) 1:92. [7]
NM von Ahsen et al. Clin Chem (1999) 45:2094. [8]
YJ Chen, X Huang, Anal Biochem (2009) 384:170. [9]
RPalais, CT Wittwer, Methods Enzymol (2009) 454:323. [10] R.Graham et al. Clin Chem (2005) 51:1295. [11] MR Liew et al. Clin Chem (2004) 50:1156. [12] RA Palais et al. Anal Biochem (2005) 346:167. [13] CT Wittwer et al. Clin Chem (2003) 49:853 [14] CN Gundry et al. Clin Chem (2003) 49:396. [15] C Willmore et al. Am J Clin Path (2004) 122:206. [16] SF Dobrowolski et al. Hum Mutat (2005) 25:306. [17] J Montgomery et al. Nat Protoc (2007) 2:59. [18] L Zhou et al. Clin Chem (2005) 51:1770. [19] L Zhou et al. Tissue Antigens (2004) 64:156. (
)
[20] PN Borer et al. J Mol Biol (1974) 86:843. (
)
[21] KJ Breslauer et al. Proc Natl Acad Sci USA (1986) 83:3746. [22] RA Dimitrov, M Zuker, Biophys J (2004) 87:215. (
)
[23] J SantaLucia Jr, Proc Natl Acad Sci U S A, (1998) 95 [24] H SantaLuciaJr et al. Biochemistry (1996) 35:3555. [25] N SugimotoS et al. Nucleic Acids Res (1996) 24:4501. [26] CM King, AC Wilson, Science (1975) 188:107. [27] FM Catzeflis et al. Mol Biol Evol (1987) 4:242 [28] CW Schmid, J Marks, J Mol Evo (1990) 30:237. [29] CG Sibley, JE Ahlquist, J Mol Evol (1987) 26:99. [30] SP H.Tanaka et al. J Phys Chem B (2008) 112:16788. [31] H Gille, W Messer EMBO J (1991) 10: 1579. [32] PA He, J Wang, J Chem Inf Comput Sci, (2002) 42:1080. [33] K Takahashi et al. J Hered (2000) 91:198. [34] RD Blake et al. Bioinformatics (1999) 15:370. [35] RD Volker et al. Biopolymers (1999) 50:303. Discussion: Here, we are suggesting an
approach to classify DNA sequences has potential implication for
sequence analysis; DNA sequences could be classified purely from
the experimental melting profiles and sequence information is not
mandatory as it depends. This method is expected to find wider
applications once the sensitivity of the results is established by
experiments. Salt concentration is expected to play a significant role on the
applicability of DNA melting based differentiation between the
sequences (Figure 2). The hypochromicity of DNA, responsible for
the denaturing of the double helix is explained in terms of the
interaction of the bases when they are stacked in the double helical
array as delineated by Watson - Crick Model [49-51]. Semi-
quantitative models developed in the 1960s continue to provide
significant insight to the melting profiles of DNAs [44, 52]. Another
major variable generating the melting profiles of the DNA
sequences is the choice of the simulation program. In this work we
have used the one of the widely used method, MELTSIM (materials
and methods). For short oligonucleotides (16-32 bases), Panjkovich
and Melo [53] performed an extensive comparison of the various
methods. In their study it was noted that large and significant
differences in the estimations of Tm were obtained while using
different methods and no conclusive recommendations were
provided on the choice of simulation methods to determine the
melting profiles or its accuracy. Here, we are suggesting an
approach to classify DNA sequences has potential implication for
sequence analysis; DNA sequences could be classified purely from
the experimental melting profiles and sequence information is not
mandatory as it depends. This method is expected to find wider
applications once the sensitivity of the results is established by
experiments. Acknowledgements: g
The authors acknowledge Dr. K.W. P. Miller for critical reading of
the manuscript. V.V.K. is supported by an NIH grant: Research
Infrastructure for Minority Institutions P20MD002732. The authors acknowledge Dr. K.W. P. Miller for critical reading of
the manuscript. V.V.K. is supported by an NIH grant: Research
Infrastructure for Minority Institutions P20MD002732. Discussion: With the advent of new molecular biology techniques including
sophisticated cloning, sequencing and monitoring genomes allows
the characterization of the single species without need for cross-
hybridization techniques. For example Liu et al. [45] have applied a
melting map calculation to the complete human genome. (http://meltmap.uio.no). DNA melting curves analysis is a valuable
technique in sequencing, differentiate between coding and non-
coding regions [46-48], genotyping [46-48] in the design of
oligonucleotide probes in microarray experiments [46-48] and
clinical applications [19] Classification of the profiles presented in
this paper adds to an additional dimension to the power of melting
profile analysis. Figure 4 show the melting profiles and molecular phylogenetics,
respectively for the genes of class II MHC α-chain genes [33]. The 464 ISSN 0973-2063 (online) 0973-8894 (print)
Bioinformation 4(10): 463-467 (2010) ISSN 0973-2063 (online) 0973-8894 (print)
Bioinformation 4(10): 463-467 (2010) © 2010 Biomedical Informatics Bioinformation open access
Hypothesis www.bioinformation.net
Figure 3: Temperature effect of Melting profiles: Plots of the
melting profiles of the Opossum sequence of the β-globin gene
family as a function of salt concentration (a). The plot of the
melting temperature (Tm) as a function of the log (concentration)
follows a liner relationship (b). Salt concentration is expected to play a significant role on the
applicability of DNA melting based differentiation between the
sequences (Figure 2). The hypochromicity of DNA, responsible for
the denaturing of the double helix is explained in terms of the
interaction of the bases when they are stacked in the double helical
array as delineated by Watson - Crick Model [49-51]. Semi-
quantitative models developed in the 1960s continue to provide
significant insight to the melting profiles of DNAs [44, 52]. Another
major variable generating the melting profiles of the DNA
sequences is the choice of the simulation program. In this work we
have used the one of the widely used method, MELTSIM (materials
and methods). For short oligonucleotides (16-32 bases), Panjkovich
and Melo [53] performed an extensive comparison of the various
methods. In their study it was noted that large and significant
differences in the estimations of Tm were obtained while using
different methods and no conclusive recommendations were
provided on the choice of simulation methods to determine the
melting profiles or its accuracy. References Figure 3: Temperature effect of Melting profiles: Plots of the
melting profiles of the Opossum sequence of the β-globin gene
family as a function of salt concentration (a). The plot of the
melting temperature (Tm) as a function of the log (concentration)
follows a liner relationship (b). References
[1]
CJ Benham, SP Mielke, Annu Rev Biomed Eng (2005)
[2]
JF Marko, ED Siggia, Science (1994) 265:506. [3]
NR Cozzarelli, Science (1980) 207:953. [4]
VA Bloomfield et al. (2000) Sausalito, California, U
Science Books, 794. [5]
CD Bennett et al. Biotechniques (2003) 34:1288. [6]
E Lyon, Expert Rev Mol Diagn (2001) 1:92. [7]
NM von Ahsen et al. Clin Chem (1999) 45:2094. [8]
YJ Chen, X Huang, Anal Biochem (2009) 384:170. [9]
RPalais, CT Wittwer, Methods Enzymol (2009) 454:32
[10] R.Graham et al. Clin Chem (2005) 51:1295. [11] MR Liew et al. Clin Chem (2004) 50:1156. [12] RA Palais et al. Anal Biochem (2005) 346:167. [13] CT Wittwer et al. Clin Chem (2003) 49:853
[14] CN Gundry et al. Clin Chem (2003) 49:396. [15] C Willmore et al. Am J Clin Path (2004) 122:206. [16] SF Dobrowolski et al. Hum Mutat (2005) 25:306. [17] J Montgomery et al. Nat Protoc (2007) 2:59. [18] L Zhou et al. Clin Chem (2005) 51:1770. [19] L Zhou et al. Tissue Antigens (2004) 64:156. [20] PN Borer et al. J Mol Biol (1974) 86:843. [21] KJ Breslauer et al. Proc Natl Acad Sci USA (1986) 83
[22] RA Dimitrov, M Zuker, Biophys J (2004) 87:215. [23] J SantaLucia Jr, Proc Natl Acad Sci U S A, (1998) 95
[24] H SantaLuciaJr et al. Biochemistry (1996) 35:3555. [25] N SugimotoS et al. Nucleic Acids Res (1996) 24:4501
[26] CM King, AC Wilson, Science (1975) 188:107. [27] FM Catzeflis et al. Mol Biol Evol (1987) 4:242. [28] CW Schmid, J Marks, J Mol Evo (1990) 30:237. [29] CG Sibley, JE Ahlquist, J Mol Evol (1987) 26:99. [30] SP H.Tanaka et al. J Phys Chem B (2008) 112:16788. [31] H Gille, W Messer EMBO J (1991) 10: 1579. [32] PA He, J Wang, J Chem Inf Comput Sci, (2002) 42:10
[33] K Takahashi et al. J Hered (2000) 91:198. [34] RD Blake et al. Bioinformatics (1999) 15:370. [35] RD Volker et al. Biopolymers (1999) 50:303. [36] Mathworks Inc, Matlab, (2005), Mathworks Inc., Na
01760, USA. References [36] Mathworks Inc, Matlab, (2005), Mathworks Inc., Natick, MA
01760, USA. Figure 4: Application to Class II alpha-chains of MHC
sequences: (a) Melting profiles of the 31 class II alpha-chains of
MHC proteins simulated using MELTSIM. (b) Melting profile
derived molecular evolutionary tree of class II alpha-chains of MHC
proteins. DPA, DQA, DNA and DRA refer to the gene clusters
originally [33]. [37] RC Gentleman, J. Comp Graphics, (1996) 5: 299-314. [38] RC Gentleman et al. Genome Biol (2004) 5: R80. [39] KTamura et al. Mol Biol Evol (2007) 24: 1596. [40] F Chevenet et al. BMC Bioinformatics (2006) 7: 439. [41] YZ Chen, EW Prohofsky, Eur Biophys J (1996) 24: 203. ISSN 0973-2063 (online) 0973-8894 (print)
Bioinformation 4(10): 463-467 (2010) 465 © 2010 Biomedical Informatics open access
Hypothesis ISSN 0973-2063 (online) 0973-8894 (print)
Bioinformation 4(10): 463-467 (2010) © 2010 Biomedical Informatics access
othesis
© 2010
Sequence
GCAAGGTGAAAGTGGATGA
TGTGGGGCAAGGTGAACGT
CTCTGGGGCAAGGTCAATGT
GGCAAGGTGAAAGTGGATGA
TGTGGGGCAAGGTGAACGT
TGTGGGGCAAGGTGAACGT
TGTGGGGCAAGGTGGATGTA
CTGTGGGCAAAGGTGAACCC
GGTCTAAGGTGCAGGTTGACC
TGTGGGGCAAGGTGAATGT
TGTGGGGAAAGGTGAACCC
.mhctab2seq; >DogDRA
mhctab2seq; >HumanDQ
2seq; >PigDQA_M2993
ctab2seq;
10.mhctab2seq ;>ZfishA_ 60.5
60.2
58.7
54.3
57.5
53.2
58.9
55.5
of MHC
9.mhctab
hctab2seq
hctab2se
7.mhctab
.mhctab2
eq ;>Sha open access
Hypothesis [42] O Gotoh, et al. Biopolymers (1976) 15: 655. [43] M Mandel, J Marmur (1968) 12: 198-206. [44] C Schildkraut, Biopolymers (1965) 3: 195. [45] F Liu et al. PLoS Comput Biol (2007) 3: e93. [46] R. Koehler, T N Peyret, Comput Biol Chem, (2005) 29: 393. [47] DD Long et al. Biophys Chem (2004) 110: 25. [48] S Payungporn et al. J Virol Methods (2004) 120: 131. [49] H Devoe, I Tinoco Jr., J Mol Biol, (1962) 4: 500. [50] H Devoe, I. Tinoco Jr., J Mol Biol, (1962) 4: 518. [51] I Tinoco, Jr J Am Chem Soc (1960) 8: 4785. [52] L Kotin, J Mol Biol (1963) 7:309. [53] A Panjkovichand F Melo, Bioinformatics, (2005) 21. 711. [42] O Gotoh, et al. Biopolymers (1976) 15: 655. [43] M Mandel, J Marmur (1968) 12: 198-206. [44] C Schildkraut, Biopolymers (1965) 3: 195. [45] F Liu et al. PLoS Comput Biol (2007) 3: e93. [46] R. Koehler, T N Peyret, Comput Biol Chem, (2005) 29: 393. [47] DD Long et al. Biophys Chem (2004) 110: 25. [48] S Payungporn et al. J Virol Methods (2004) 120: 131. Edited by P. Kangueane
Citation: Reese et al. Bioinformation 4(10): 468-467 (2010)
License statement: This is an open-access article, which permits unrestricted use, distribution, and reproduction in any medium, for non-
commercial purposes, provided the original author and source are credited. 466 ISSN 0973-2063 (online) 0973-8894 (print)
Bioinformation 4(10): 463-467 (2010) © 2010 Biomedical Informatics © 2010 Biomedical Informatics cess
esis
© 2010 Biomedical Informatics
Sequence
AGGTGAAAGTGGATGAAGTTGGTGGTGAGGCCCTGGGCAG
GGGGCAAGGTGAACGTGGATGAAGTTGGTGGTGAGGCCCTGGGCAGGTTGGTATCAA
GGGGCAAGGTCAATGTGGCCGAATGTGGGGCCGAAGCCCTGGCCAG
AGGTGAAAGTGGATGAAGTTGGTGCTGAGGCCCTGGGCAG
GGGGCAAGGTGAACGTGGATGAAGTTGGTGGTGAGGCCCTGGGCAGG
GGGGCAAGGTGAACGTGGATTAAGTTGGTGGTGAGGCCCTGGGCAG
GGGCAAGGTGGATGTAGAGAAAGTTGGTGGCGAGGCCTTGGGCAG
GGGCAAAGGTGAACCCCGATGAAGTTGGTGGTGAGGCCCTGGGCAGG
TAAGGTGCAGGTTGACCAGACTGGTGGTGAGGCCCTTGGCAG
GGGGCAAGGTGAATGTGGAAGAAGTTGGTGGTGAGGCCCTGGGC
GGGGAAAGGTGAACCCTGATAATGTTGGCGCTGAGGCCCTGGGCAG
ctab2seq; >DogDRA_L37332.mhctab2seq; >RatEA_Y00480.mhctab2seq
tab2seq; >HumanDQA_M26041.mhctab2seq; >CowDQA_D50045.mhct
; >PigDQA_M29938.mhctab2seq; >HorseDQA_L33909.mhctab2seq;
2seq;
hctab2seq ;>ZfishA_L19445.mhctab2seq ;>ZfishA_L19446.mhctab2seq nline) 0
0): 463- GGTATCA Biomedical Informatics
AGTTGGTGGTGAGGCCCTGGGCAG
GGATGAAGTTGGTGGTGAGGCCCTGGGCAGGTTGGTATC
GGCCGAATGTGGGGCCGAAGCCCTGGCCAG
AGTTGGTGCTGAGGCCCTGGGCAG
GGATGAAGTTGGTGGTGAGGCCCTGGGCAGG
GGATTAAGTTGGTGGTGAGGCCCTGGGCAG
AGAGAAAGTTGGTGGCGAGGCCTTGGGCAG
CGATGAAGTTGGTGGTGAGGCCCTGGGCAGG
CAGACTGGTGGTGAGGCCCTTGGCAG
GGAAGAAGTTGGTGGTGAGGCCCTGGGC
TGATAATGTTGGCGCTGAGGCCCTGGGCAG
_L37332.mhctab2seq; >RatEA_Y00480.mhctab2
QA_M26041.mhctab2seq; >CowDQA_D50045.m
8.mhctab2seq; >HorseDQA_L33909.mhctab2seq
_L19445.mhctab2seq ;>ZfishA_L19446.mhctab2s nline) 0
0): 463
|
https://openalex.org/W4287162586
|
https://zenodo.org/record/6786171/files/CYRENE_D2.1_Supply%20Chain%20Analysis%20and%20Requirements_v1.0.pdf
|
English
| null |
D2.1: Supply Chain Analysis and Requirements
|
Zenodo (CERN European Organization for Nuclear Research)
| 2,021
|
cc-by
| 63,969
|
This project has received funding from the European Union’s Horizon 2020 research and
innovation programme under grant agreement No 952690. D2.1 – Supply Chain Analysis and Requirements 952690 CYRENE PROJECT PARTNERS
4
31/05/2021
Table of Contents
List of Tables ............................................................................................................................. 6
List of Figures ........................................................................................................................... 8
List of Acronyms ....................................................................................................................... 9
Executive Summary .................................................................................................................. 10
1. Introduction ........................................................................................................................ 11
1.1
Scope ......................................................................................................................... 11
1.2
Relation with other work packages and tasks .............................................................. 12
1.3
Document Structure .................................................................................................... 13
2. Security of Supply Chains .................................................................................................. 14
2.1
Supply Chain Classifications ....................................................................................... 14
2.1.1
Overall business view ............................................................................................16
2.1.2
Technical View - Asset Interdependent SC ............................................................16
2.1.3
Sector Specific view - SC snapshot .......................................................................16
2.2
Security Aspects of the SCSs ..................................................................................... 17
2.2.1
SCS threat landscape ............................................................................................17
2.2.2
Legal framework ....................................................................................................19
2.2.3
SC security standards (families of ISO2800x) ........................................................27
2.2.4
Risk Management standards (families of ISO2700x) .............................................29
2.2.5
SC risk assessment methodologies & Tools ..........................................................29
3. EU Certification .................................................................................................................. 34
3.1
Security Certification - EU requirements ..................................................................... 34
3.1.1
Cybersecurity Act - The European certification legal instrument ............................34
3.1.2
Security Certification standards addressing EU requirements ................................35
3.1.3
The European Cyber Security Certification Schema (EUCC) .................................37
3.1.4
R&D certification projects and EU initiatives ..........................................................38
3.1.5
Examples of Certificates ........................................................................................43
3.2
Conformity Assessment (CA) ...................................................................................... 44
3.2.1
Basic Concepts and Requirements ........................................................................44
3.2.2
Target of Evaluations (ToE) - Security & Assurance Requirements .......................45
3.2.3
Methodologies for CAs ...........................................................................................48 project has received funding from the European Union’s Horizon 2020 research
ation programme under grant agreement No 952690
Horizon 2020 Program
ICT-02-2020
Building blocks for resilience in evolving ICT systems
Certifying the Security and Resilience
of Supply Chain Services
D2.1: Supply Chain Analysis and Requirements
Contractual Date of Delivery
31/5/2021
Actual Date of Delivery
31/5/2021
Deliverable Security Class
Public
Type
Report
Editor
Jlenia Puma (CRF)
Contributors
Sofoklis Efremidis, Eleni-Maria
Kalogeraki, Fabio De Donato, Cristiano
Casadei (MAG)
Jlenia Puma, Julien Mascolo (CRF)
Danijela Boberic Krsticev (UNSPMF)
Alexandra Michota, Nineta Polemi (FP)
Nikos Argyropoulos (CLS)
Manolis Chatzimpyrros (STS)
Haralambos Mouratidis (SU) Building blocks for resilience in evolving ICT systems Certifying the Security and Resilience
of Supply Chain Services D2.1: Supply Chain Analysis and Requirements
Contractual Date of Delivery
31/5/2021
Actual Date of Delivery
31/5/2021
Deliverable Security Class
Public
Type
Report
Editor
Jlenia Puma (CRF)
Contributors
Sofoklis Efremidis, Eleni-Maria
Kalogeraki, Fabio De Donato, Cristiano
Casadei (MAG)
Jlenia Puma, Julien Mascolo (CRF)
Danijela Boberic Krsticev (UNSPMF)
Alexandra Michota, Nineta Polemi (FP)
Nikos Argyropoulos (CLS)
Manolis Chatzimpyrros (STS)
Haralambos Mouratidis (SU) D2.1: Supply Chain Analysis and Requirements This project has received funding from the European Union’s Horizon 2020 research and
innovation programme under grant agreement No 952690. D2.1 – Supply Chain Analysis and Requirements
Gregory Chrysos (TSI)
Farhan Sahito (PN)
Pablo Giménez Salazar (VPF)
Norma Zanetti (HYPER)
Sophia Karagiorgou (UBI)
Quality Assurance
Nikos Argyropoulos (CLS)
Reviewers
George Spyridakis (ITML)
Dora Kallipolitou (ZELUS) D2.1 – Supply Chain Analysis and Requirements Gregory Chrysos (TSI)
Farhan Sahito (PN)
Pablo Giménez Salazar (VPF)
Norma Zanetti (HYPER)
Sophia Karagiorgou (UBI)
Quality Assurance
Nikos Argyropoulos (CLS)
Reviewers
George Spyridakis (ITML)
Dora Kallipolitou (ZELUS) 952690 CYRENE PROJECT PARTNERS 31/05/2021 2 2 D2.1 – Supply Chain Analysis and Requirements Revision History
Version
Date
By
Overview
0.11
18/1/2021
All WP2 partners
Tentative
ToC,
unifying
previous
proposals
0.2
25/01/2021
CRF
Final ToC
0.2
26/02/2021
MAG, CRF,
UNSPMF, FP,
CLS, STS, SU,
TSI, PN
First contributions provided
0.3
01/03/2021
CRF
Integration of contributions from the
partners
0.3.1
09/03/2021
CRF
Minor modifications
0.3.1
19/03/2021
MAG, CRF,
UNSPMF, FP,
CLS, SU, VPF,
HYPER
Update
and
integration
to
first
contribution
0.4
25/03/2021
CRF
Integration of contributions from the
partners
0.4.1
26/03/2021
CRF
Minor modifications
0.4.2
09/04/2021
MAG, CRF
Minor modifications
0.5
10/05/2021
CRF
Integration of contributions
0.5.1
13/05/2021
CRF, MAG, UBI,
UNSPMF
Last contributions and modifications
added before internal review
0.6
28/05/2021
CRF
Updated version incorporating input and
comments from internal reviewers
1.0
31/05/2021
CRF
Final version 952690 CYRENE PROJECT PARTNERS 952690 CYRENE PROJECT PARTNERS 31/05/2021 31/05/2021 3 D2.1 – Supply Chain Analysis and Requirements Table of Contents 4 D2.1 – Supply Chain Analysis and Requirements List of Tables List of Tables
Table 1 - Impact on assets after a successful attack .................................................................49
Table 2 - Mapping of motivation and capability of threat agents. ...............................................50
Table 3 - Conformity standards. ................................................................................................52
Table 4 - Business importance of SCS. .....................................................................................60
Table 5 - Security standards and guidelines adopted. ...............................................................60
Table 6 - SC process description template. ...............................................................................75
Table 7 - SCS Business Partners description template. ............................................................75
Table 8 - ToE’s infrastructure description template. ..................................................................76
Table 9 - “Vehicle Order Dispatch” process description. ............................................................79
Table 10 - “Contract Agreement on the Vehicle Purchase” process description. .......................79
Table 11 - “Chartering Agreement Preparation and Negotiation” process description. ..............79
Table 12 - “Ship Formalities Arrangements” process description. .............................................79
Table 13 - “Shipping Arrangements” process description. .........................................................80
Table 14 - “Port Call Request” process description. ..................................................................80
Table 15 - “Standard Cargo Manifest” process description. .......................................................80
Table 16 - “Entry Summary Declaration (ENS)” process description. ........................................80
Table 17 - “Loading and Discharge List” process description. ...................................................81
Table 18 - “Discharge Vehicles” process description. ................................................................81
Table 19 - “Customs Declarations” process description. ...........................................................81
Table 20 - “Transportation Order” process description. .............................................................81
Table 21 - Business partners involved in the “Vehicles Order Dispatch” process. .....................82
Table 22 - Business partners involved in the “Contract Agreement on the Vehicle Purchase”
process. ....................................................................................................................................84
Table 23 - Business partners involved in the “Chartering Agreement Preparation & Negotiation”
process. ....................................................................................................................................86
Table 24 - Business partners involved in the “Ship Formalities Arrangements” processs. .........88
Table 25 - Business partners involved in the “Shipping Arrangements” process. ......................89
Table 26 - Business partners involved in the “Port Call Request” process. ................................90
Table 27 - Business partners involved in the “Standard Cargo Manifest” process. ....................91
Table 28 - Business partners involved in the “Entry Summary Declaration (ENS)” process.......92
Table 29 - Business partners involved in the “Loading and Discharge List” process. ................93
Table 30 - Business partners involved in the “Discharge Vehicles” process. .............................95
Table 31 - Business partners involved in the “Customs Declarations” process. .........................96
Table 32 - Business partners involved in the “Transportation Order” process. ..........................97
Table 33 - Identified infrastructures of the “Port Call Request” process. .................................. 100
Table 34 - Identified infrastructures of the “Standard Cargo Manifest” process. ...................... 102
Table 35 - Identified infrastructures of the “Entry Summary Declaration (ENS)” process. ........ 103
Table 36 - Identified infrastructures of the “Loading and Discharge List” process. ................... D2.1 – Supply Chain Analysis and Requirements 3.2.4
Standards for CAs .................................................................................................51
3.2.5
Conformance monitoring ........................................................................................53
4. Methodology ...................................................................................................................... 54
4.1
Methodology for requirements elicitation ..................................................................... 54
4.2
Methodology for requirements validation ..................................................................... 56
4.3
CYRENE Questionnaire for enriching the requirements with feedback collected by
external stakeholders ........................................................................................................... 57
4.3.1
Feedback from the questionnaire ...........................................................................57
5. CYRENE Conformity Assessment...................................................................................... 73
5.1
Targets of Evaluations (ToE) ...................................................................................... 74
5.1.1
ToE I: Business view of the VTS-SCS ...................................................................77
5.1.2
ToE II: Technical view of the VTS-SCS ..................................................................98
5.1.3
ToE III: Sectorial view of the VTS-SCS ................................................................ 109
5.2
Requirements for self-conformity assessing CYRENE ToEs ..................................... 119
5.2.1
Requirements for CYRENE ToE I ........................................................................ 119
5.2.2
Requirements for CYRENE ToE II ....................................................................... 121
5.2.3
Requirements for CYRENE ToE III ...................................................................... 123
6. Conclusion ....................................................................................................................... 126
7. References ...................................................................................................................... 127
Appendix A – Glossary and Examples .................................................................................... 132
Appendix B – Validation of CYRENE ToEs ............................................................................. 141
B.1 CYRENE Advisory Boards ........................................................................................... 141
B.2 First Project Workshop ................................................................................................. 142 952690 CYRENE PROJECT PARTNERS 952690 CYRENE PROJECT PARTNERS 31/05/2021 5 List of Tables 105
Table 37 - Identified infrastructures of the “Discharge Vehicles” process. ............................... 105
Table 38 - Identified infrastructures of the “Customs Declarations” processs. ......................... 107
Table 39 - Identified infrastructures of the “Transportation Order” process. ............................. 108
Table 40 - Supply of partial-assembled components process description. ............................... 109
Table 41 - “Supply of finished components” process description. ............................................ 110
Table 42 - “Monitoring of components” process description. ................................................... 110
Table 43 - “Vehicle Assembly” process description. ................................................................ 110 952690 CYRENE PROJECT PARTNERS 6 List of Figures List of Figures
Figure 1 - Relation of WP2 with the other project WPs ..............................................................13
Figure 2 - Ageron et al. Classification model .............................................................................14
Figure 3 - CYRENE circles of consideration for the CA process ................................................15
Figure 4 - ISO28000 .................................................................................................................27
Figure 5 - Overview of requirements elicitation and validation process .....................................54
Figure 6 - Overview of the methodology for requirements elicitation .........................................55
Figure 7 - Cybersecurity activities frequency .............................................................................59
Figure 8 - Awareness of EU Cybersecurity Certification Framework for ICT products and services
.................................................................................................................................................60
Figure 9 - Measures to address cybersecurity issues ................................................................61
Figure 10 - Effective cybersecurity management plan applied to SCS ......................................62
Figure 11 - Awareness of security standards and best practices adopted .................................62
Figure 12 - Security procedure - Number of respondents ..........................................................62
Figure 13 - Compliance with legal and regulatory principles and EU directives .........................63
Figure 14 - Experience of cybersecurity issues in last years .....................................................63
Figure 15 - Probability of threats in the future ............................................................................64
Figure 16 - Addressee of risks and security threats ...................................................................65
Figure 17 - Relevant tools for secure service delivery ...............................................................66
Figure 18 - ICT Systems security measures applied to daily operations ....................................69
Figure 19 - Perform of periodic audits .......................................................................................70
Figure 20 - Analysis and evaluation of infrastructure security performed by external certified
analyst ......................................................................................................................................70
Figure 21 - “Standard Cargo Manifest”: a business process model example .............................76
Figure 22 - Business process model for the “Vehicle Order Dispatch” process .........................83
Figure 23 - Business process model for the “Contact Agreement on the Vehicle Purchase”
process .....................................................................................................................................84
Figure 24 - Business process model for the “Chartering Agreement Preparation & Negotiation”
process .....................................................................................................................................86
Figure 25 - Business process model for the “Ship Formalities Arrangements” process .............88
Figure 26 - Business process model for the “Shipping Arrangements” process .........................89
Figure 27 - Business process model for the “Port Call Request” process ..................................90
Figure 28 - Business model for the “Standard Cargo Manifest” process ....................................92
Figure 29 - Business process model for the “Entry Summary Declaration (ENS)” process ........93
Figure 30 - Business process model for the “Loading and Discharge List” process ...................94
Figure 31 - Business process model for the “Discharge Vehicles” process ...............................95
Figure 32 - Business process model for the “Customs Declarations” process ...........................96
Figure 33 - Business process model for the “Transportation Order” process .............................97
Figure 34 - Business process model for the”Supply of partial-assembled components” process
............................................................................................................................................... D2.1 – Supply Chain Analysis and Requirements D2.1 – Supply Chain Analysis and Requirements Table 44 - Business partners identification and analysis of the “Supply of partial-assembled
components” process. ............................................................................................................. 111
Table 45 - Business partners identification and analysis of the “Supply of finished components”
process. .................................................................................................................................. 111
Table 46 - Business partners identification and analysis of the “Monitoring of components during
transportation” process. .......................................................................................................... 112
Table 47 - Business partners identification and analysis of the “Vehicle Assembly” process. .. 112
Table 48 - Identified infrastructures of the “Supply of partial-assembled components” process. ............................................................................................................................................... 113
Table 49 - Identified infrastructures of the "Supply of finished components" process. ............. 115
Table 50 - Identified infrastructures of the "Monitoring of components" process. ..................... 117
Table 51 - Identified infrastructures of the "Vehicle Assembly" process. .................................. 118
Table 52 - Requirements for CYRENE ToE I. ......................................................................... 121
Table 53 - Requirements for CYRENE ToE II.......................................................................... 123
Table 54 - Requirements for CYRENE ToE III......................................................................... 125
Table 55 - Extract from Security and Certification concept glossary. ....................................... 133
Table 56 - Extract from Supply Chain and Business concept glossary. ................................... 137
Table 57 - Extract from Maritime Transport concept glossary. ................................................. 140
Table 58 - Workshop agenda. ................................................................................................. 143
Table 59 - Suggestions from the Advisory Boards. .................................................................. 144 952690 CYRENE PROJECT PARTNERS 952690 CYRENE PROJECT PARTNERS 31/05/2021 7 7 List of Figures 114
Figure 35 - Business process model for the "Supply of finished components" process ........... 116
Figure 36 - Business process model for the "Monitoring of components" process ................... 118
Figure 37 - Business process model for the “Vehicle Assembly” process ................................ 119 952690 CYRENE PROJECT PARTNERS
8
31/05/2021 8 D2.1 – Supply Chain Analysis and Requirements List of Acronyms List of Acronyms
Acronym
Description
AIS
Automatic identification system
BP
Business Partner
CA
Conformity Assessment
CC
Common Criteria
CII
Critical Information Infrastructure
CSA
Cybersecurity Act
ENS
Entry Summary Declaration
LNG
Liquefied Natural Gas
MRA
Mutual Recognition Agreement
PCS
Port Community System
PDCA
Plan-Do-Check-Act
RA
Risk Assessment
SC
Supply Chain
SCADA
Supervisory Control And Data Acquisition
SCRM
Supply Chain Risk Management
SCM
Standard Cargo Manifest
SCS
Supply Chain Service
SOG-IS
Senior Officials Group Information Systems
Security
ToE
Target of Evaluation
TVRA
Threat Vulnerability Risk Analysis
VTS
Vehicle Transport Service 952690 CYRENE PROJECT PARTNERS 952690 CYRENE PROJECT PARTNERS 31/05/2021 31/05/2021 9 9 D2.1 – Supply Chain Analysis and Requirements 1.1 Scope This document is a record of the requirements that have been collected from several
stakeholders, based on which the specifications of certification scheme, the definition of the
conformity assessment processes, as well as the development and integration of tools within the
CYRENE project will be developed. The described outputs are the results of the activities performed during the followin
T2.1: Conformity and certification assessment scheme state of the art revisio
T2.2: Large-scale European Supply Chain requirement gathering, analysis and tracking;
T2.3: Legal and ethics requirements;
T2.4: Classification of Supply Chains. During the first task, the activities of CYRENE’s phase 1 were initiated, focusing on the definition
of a solid basis for setting up the CYRENE Conformity Assessment scheme. An updated state of
the art analysis was carried out, consulting scientific papers, related projects, and relevant
reference conformity assessment and certification schemes for cyber-security in related domains. In particular, during the task, the CYRENE consortium consulted and built upon the baseline
security requirements recommended by ENISA [1]. The existing relevant schemes are mapped
to the four CYRENE circles of consideration (as described in Figure 3), as well as to the three
main aspects of CYRENE certification: business, infrastructure, and individual devices. Based on
the described analysis, the task creates a basis for the conformity assessment scheme which
grounds the multi-level evidence-driven supply chain risk assessment process. During Task 2.2, in parallel to Task 2.1, the CYRENE consortium identified Supply Chains’
Conformity Assessment requirements, along with legal/forensic, security and privacy
requirements and covered the following aspects: (i) identification of requirements and specific
needs of the participating Supply Chain Services, which represent different industry sub-sectors
and with different needs with regard to IT security; (ii) substantial engagement of the participating
SCs operators (representing different industrial sectors) so as to gain feedback regarding their
needs and priorities in the frame of the project; (iii) specification of criteria associated to the nature
of their IT system and infrastructure of SCs (such as size, interdependencies with other IT
systems, services offered, etc.); (iv) analysis and documentation of the requirements of the
various stakeholders, i.e. port authorities and operators, security systems integrators, policy
makers etc.) in terms of the handling of multi-order dependencies and cascading effects; (v)
identification and classification of dependencies between infrastructures and between SC
operators, as well the dependencies among the business inter-organizational, infrastructure, and
individual assets/devices. D2.1 – Supply Chain Analysis and Requirements Executive Summary The objective of this deliverable is to report the results of the activities performed in the first phase
of CYRENE’s Work Package 2. The main output is related to the requirements that have been
collected from relevant standards and literature review, project pilot partners, as well as external
stakeholders. The document can be divided in four main parts. In the first one, an overview of the Supply Chains
is given, describing both their classification, including three different views (business, technical
and sectorial) of the SCs, and their security aspects, consisting of the threat landscape, legal
framework, SC security and Risk Management standards and SC risk assessment methodology
and tools. In the second part, an overview of the EU Certification schemes is provided, encompassing the
general definition and requirements (policy, legal, standards, methodologies, technical) regarding
the security certification. Moreover, in the third part, the document reports on the methodology used for collecting,
analyzing and validating the requirements through the project’s Advisory Boards. The feedback
obtained from the proposed questionnaire for requirements validation are presented in this part
and conclusions are drawn afterwards. Finally, the fourth part of the deliverable deals with the three Targets of Evaluation (ToEs), namely,
the Business, Technical, and Sectorial. Their descriptions and the respective validated
requirements are provided in this section. Two appendixes are included in the document. The first one gives information on a glossary that
forms the basis of the concepts used in the project, while the second one gives details regarding
the first workshop organized with the Advisory Boards at the end of the first six months of the
project. 952690 CYRENE PROJECT PARTNERS 31/05/2021 10 D2.1 – Supply Chain Analysis and Requirements services offered, number of administrators and IT security awareness level, etc.) based on which
the categorization of the enterprise target group will occur. services offered, number of administrators and IT security awareness level, etc.) based on which
the categorization of the enterprise target group will occur. 1.1 Scope The output of Task 2.3 is the identification, analysis and report of relevant legal and ethics
requirements for CYRENE. The regulatory framework applicable to the project is analyzed to
define requirements that are not dealt within the previous tasks. Finally, Task 2.4 activities are focused on the specification of the criteria associated to the nature
of IT systems and infrastructure of SCs (such as size, interdependencies with other IT systems, 952690 CYRENE PROJECT PARTNERS 31/05/2021 31/05/2021 11 1.2 Relation with other work packages and tasks This document describes in detail the results of the Phase 1 activities of the projec During Phase 2 of the project, whose main task is T2.5, the Conformity/Certification Assessment
scheme set-up will be described. In fact, based on the results described in this document, the
activities of this task will set up the proposed Conformity Assessment scheme for ensuring the
security and resilience of Supply Chain Services. The proposed scheme will be the basis for the
Conformity Assessment processes implemented in WP3 and WP4. Moreover, Task 2.6 will propose a refined specification for CYRENE architecture based on a
thorough understanding of the challenges, technologies, requirements and state-of-the-art
introduced in all previous tasks of Work Package 2. The result of this task will serve as a reference for the implementation phase of the CYRENE
approach, defined in WP3 and WP4. In addition, it will serve as a reference and a starting point
for the integration activities described in WP5. The interdependencies between WP2 and the rest
of the Work Packages is depicted in Figure 1. 952690 CYRENE PROJECT PARTNERS 31/05/2021 12 D2.1 – Supply Chain Analysis and Requirements Figure 1 - Relation of WP2 with the other project WPs. Figure 1 - Relation of WP2 with the other project WPs. D2.1 – Supply Chain Analysis and Requirements 1.3 Document Structure The rest of the document is structured as follows:
Chapter 2 presents an overview of the Security of Supply Chains, describing how Supply
Chains are classified and the security aspects of the involved Supply Chain Services.
Chapter 2 presents an overview of the Security of Supply Chains, describing how Supply
Chains are classified and the security aspects of the involved Supply Chain Services.
Chapter 3 gives an overview of the EU Certification schemes, presenting definitions and
requirements that address the Security Certification process.
Chapter 3 gives an overview of the EU Certification schemes, presenting definitions and
requirements that address the Security Certification process.
Chapter 4 presents the Methodology used for requirements elicitation and their validation
strategy.
Chapter 4 presents the Methodology used for requirements elicitation and their validation
strategy.
Chapter 5 presents the CYRENE Conformity Assessment process, including the
description of the Targets of Evaluation and their requirements.
Finally, Chapter 6 concludes the document. 952690 CYRENE PROJECT PARTNERS 31/05/2021 31/05/2021 13 2.1 Supply Chain Classifications 2.1 Supply Chain Classifications According to Mentzer [2], a Supply Chain (SC) is defined as a globally distributed, interconnected
set of entities (i.e., organizations, individuals or/and CIs), processes and services that relies upon
an interconnected web of ICT infrastructures and cyber networks to leverage the flows of
products, services and information from a source to a customer. The literature is rich with efforts [3] to classify SCs. Ageron et al [4] developed a classification
model that is focused on the practices related to Supply Chains (see Figure 2). The model, which
is depicted as a pyramid, puts at the top the Managerial Process, on the second level the
Information Sharing and Information Technologies, and on the bottom level the Operational
process. Figure 2 - Ageron et al. Classification model. Figure 2 - Ageron et al. Classification model. Jabbour et al. [5] mapped supply chain practices into four constructs of supply chain
management: (i) Supply chain integration for production planning and control support; (ii)
Information sharing about products and targeting strategies; (iii) Strategic relationship with
customer and supplier; (iv) Support customer order. Although these works are important and provide clear answers for the purposes of the related
research, they failed to consider a conceptual representation of supply chains, which is practical
for conformity and certification purposes for Supply Chain Services (SCSs). To address this
challenge, CYRENE has developed a conceptual representation of SCSs based on the four
circles of consideration. (Figure 3). 952690 CYRENE PROJECT PARTNERS 31/05/2021 31/05/2021 14 D2.1 – Supply Chain Analysis and Requirements represent the main block for the CYRENE Conformity Assessment. It also helps us to investigate
a Supply Chain from a different perspective, in order to analyze the effects of business, technical
and sector specific aspects on Supply Chain Services. In the next sub-sections, we provide an
outline of the three views. represent the main block for the CYRENE Conformity Assessment. It also helps us to investigate
a Supply Chain from a different perspective, in order to analyze the effects of business, technical
and sector specific aspects on Supply Chain Services. In the next sub-sections, we provide an
outline of the three views. 2.1.1 Overall business view In the context of CYRENE, the business view focuses on the identification, analysis and
assessment of any Supply Chain elements that have direct input on the business perspective of
an organization. As such, in this view, details of organizational processes, business partners that
contribute to such processes (e.g. suppliers), stakeholders, facilities, related business logic (e.g. data and information flows, decision making), and any legal/regulatory restrictions are considered. As a result, all business-driven elements in a Supply Chain which have impact on the Supply
Chain Services are taken into consideration. 2.1.2 Technical View - Asset Interdependent SC The technical view of the SCs includes an asset-based interdependent view of the Supply Chain,
which is focused on the ICT assets within the SC used to carry out the activities related to the
provision of the SCS. In such view, the SCS elements are all ICT assets (e.g. networks, IoT
sensors, communication devices, local servers) hosted by the business partners’ infrastructures
(and/or their subcontractors) and are utilized for the provision of the SCS. D2.1 – Supply Chain Analysis and Requirements Figure 3 - CYRENE circles of consideration for the CA process. Figure 3 - CYRENE circles of consideration for the CA process. In such representation, the established SCS interconnections reflect the relationships that exist
between the involved entities representing how one process, activity or resource relies upon
another. For example, an entity could be dependent on receiving information from another entity
or organization as an input to one of its critical business processes. In such representation, the established SCS interconnections reflect the relationships that exist
between the involved entities representing how one process, activity or resource relies upon
another. For example, an entity could be dependent on receiving information from another entity
or organization as an input to one of its critical business processes. The first inner circle, our starting point, includes all the ICT systems, equipment and devices (e.g. IoT systems, cyber-physical systems, SCADA systems, communication network assets, local
hubs, switches, gateways, servers) used by the business partners, which support the operation
of the SCSs. The second circle encapsulates the previous one and incorporates the individual
Critical Information Infrastructures (CIIs) operated by the individual Business Partners involved in
the SCSs. The third circle encloses the two previous ones and represents the Interdependent CIIs
composing the ICT-empowered SCSs. Finally, the fourth circle contains all the already mentioned
circles, complemented with the Business Perspective of the SCSs such as processes information
exchange, business logic, ICT assets, Business Partners, etc. These four circles have been
identified and distinguished based on the homogeneity of characteristics (safety, technical
requirements, architectures etc.) identified in each one of them. As mentioned earlier, Supply Chain encompasses entities, assets, individuals, organizations and
processes to leverage the flows of products and services to end users. In other words, supply
chain provides the required infrastructure and resources for delivering a supply chain service or
building a product. We have mapped the four circles of consideration to three different but interdependent views of
SCSs, the Business view, the Technical view and the Sector specific view. This is important since
it allows us to define views that can be directly translated to Targets of Evaluation (ToEs), which 952690 CYRENE PROJECT PARTNERS 31/05/2021 15 1 Port cybersecurity : good practices for cybersecurity in the maritime sector. ENISA, 2019, [Online].
Available:
https://www.enisa.europa.eu/publications/port-cybersecurity-good-practices-for-cybersecurity-
in-the-maritime-sector. Accessed: March 15, 2021. D2.1 – Supply Chain Analysis and Requirements connections/relations, elements. Last, each sub-sector can be categorized based on its functional
aspect, where the main categorization criterion is the internal status of each sub-sector. connections/relations, elements. Last, each sub-sector can be categorized based on its functional
aspect, where the main categorization criterion is the internal status of each sub-sector. Another sector-specific view of the Supply Chains, according to Mattsson [8], is that companies
and Supply Chains can be regarded as open systems, where their components can be linked not
only to each other but also to the surroundings, i.e. suppliers, customers, competitors, and the
authorities. Such view leads to a more generic description, where the sub-systems in a supply
chain can be considered as the functions within the Supply Chain that add value to the final
product. Based on that, the sub-systems in a Supply Chain system are the individual companies. Finally, a really important Sector Specific view is based on the internal and external Supply Chain
linkages [9]. Specifically, Mark Barrat and Ruth Barrat proved that internal linkages between sub-
sectors are really important as the information flow improves operational performance of the
whole Supply Chain. Additionally, this work concluded that organizations need to recognize the
combining role of internal and external information-based linkages in order to extend the visibility
across the entire Supply Chain. This section has analyzed the different Supply Chain classifications based on sub-sector view in
order to investigate the effects of each sub-sector on Supply Chain services. Also, it has shown
the importance of linkages among the sub-sectors as far as the entire Supply Chain visibility. 2.2 Security Aspects of the SCSs
General aspects and requirements (legal, policy, standards, technical) related to the security of
the SCs will be addressed in this section. General aspects and requirements (legal, policy, standards, technical) related to the security of
the SCs will be addressed in this section. 2.1.3 Sector Specific view - SC snapshot Business Partners within a SC can belong to different sectors. For example, for the Vehicle
Transport Service SC provision, the business partners belong to different industries and sectors
(e.g. automotive industry, transport, government). The sector-specific view of a SC is the view that an individual business partner adopts to analyze
the SCS. The sector-specific view of the SC consists of the specific processes that this business
partner is participating and his ICT assets that are involved in the provision of the SCS. The Supply Chain framework is based on components, which are complex designs, consisting of
various industry sub-sectors that focus on different IT security levels depending on their needs
[6]. Based on that, the SCS can be analyzed according to their sector-specific schemes, which
ensure vertical and horizontal security and resilience of Supply Chain Services. This section
describes generic Supply Chains classifications that are based on sub-sector specific views. First, the sub-sector specific classification is based on the three different specific view aspects for
the Supply Chains and their components: hierarchical, structural and functional [7]. According to
the hierarchical aspect, the parts of a Supply Chain system can be considered as submodules
and the system itself can be part of a more comprehensive system, i.e., a supersystem. Second,
each Supply Chain sector can be classified based on the set of the sub-sectors’ elements and
their interconnections. Such classification is based on the sub-sectors’ structural architecture, i.e. 31/05/2021 31/05/2021 952690 CYRENE PROJECT PARTNERS 16 D2.1 – Supply Chain Analysis and Requirements help mitigate the risk. For the purpose of this work three threat scenarios of SCS are presented,
as well as the most common individual threats1 that can lead to such a situation. help mitigate the risk. For the purpose of this work three threat scenarios of SCS are presented,
as well as the most common individual threats1 that can lead to such a situation. Threat scenario in the Container Management SCS A terrorist group wants to commit an attack at a port by placing a bomb in a container, which will
be detonated before the inspection process of the security authorities, aiming for the greatest
number of injuries and deaths. Knowing that the sealed container leaves the company’s factory
and gets packed at the warehouse of a third-party company before being delivered to the port,
they gain access to the third party’s IT systems, specifically to the container management system. In this way, they replace the information of a particular shipping container with another one that
carries out a bomb, which they make sure it has been placed in the warehouse. After the moving
of the malevolent container to the port, they gain access to the container shipping system, which
keeps the routing or scheduling of the containers, so that they can change the containers’ details
of location and maximize the number of victims. Considering that the containerized freight is almost one third of total trade exchanges measured
in monetary value, according to Eurostat 184/2016 statistics, and when kilometres or tonne-kilo-
metres are measured, the percentage of maritime transport in relation to total transported is even
higher, it turns out that the impact of realizing such a possibility would be significant. 2.2.1.1 Threat scenarios in the Supply Chain Services (SCS) In the following threat scenarios [10][11] it is depicted how a security breach in a specific node of
the SCS can cause damage to a larger scale, even to a physical level. 2.2.1 SCS threat landscape As the SCSs become more and more complex and technology-dependent, the SC threat
landscape is getting broader. Their complexity is directly related to the interdependence among
the abundance of sectors, ICT assets and services. Hence, the SCS stakeholders must encounter
a variety of cyber/physical threats, either internal, external or diffused, coming from the whole SC. The combination of these threats can create numerous threat scenarios, which may affect the
confidentiality, integrity, and / or availability of the SCS’s information and ICT systems. Among
others, the result of such scenarios may include reduced or unwanted functionality, tampering,
theft, counterfeiting or malicious content and may aim at gaining financial, political, military, or
even ideological benefits. ENISA has proposed good practices for cybersecurity in the maritime sector in a report1 which
describes multiple key cyberattack scenarios, targeted at the port ecosystem, concerning both IT
and OT infrastructures and able to result in cyber-physical consequences. Each of these real-life
scenarios is associated with the impacts that could cause, the assets affected, the stakeholders
involved, the details of the attack, as well as the main security measures that could be taken to 952690 CYRENE PROJECT PARTNERS 31/05/2021 17 Threat scenario in the Vehicle Transport SCS A team of criminals launches a series of cyber-attacks, including phishing information from the
port authorities and key officials as well as remote exploitation of software-related vulnerabilities
using malware, to steal vehicles from the vehicle terminal of a port. Eventually they manage to
compromise a few computers and systems, get access to the vehicles’ vast network of intercon-
nected On-Board Units (OBUs) and spoof their geolocation. Having access to the in-port vehicle
scheduling processes, they can continue changing the vehicles’ route and location to the values
of their interest, without the port system administrator being able to detect it. They can also pen-
etrate into the port’s surveillance system that controls the CCTV video cameras, so that they gain
access and delete video streams that could disclose their malicious activities. The Vehicle Transport Service is supported by many stakeholders, for example port authorities
and shippers, and involves the transfer of a plethora of vehicles and equipment, such as trucks,
cranes, container terminals and providers of Dockers. This fact, together with the involvement of
actors such domestic and international transportation, IT, warehouse management, order and
inventory control, materials handling, and import/export facilitation, make the likelihood of a sce-
nario like this high and its scope wide and complex. D2.1 – Supply Chain Analysis and Requirements a result, the terrorists can exploit vulnerabilities to delve deeper into the network of the oil com-
pany’s monitoring software, which they can use to break into the system by performing remote
tank monitoring, asset tracking, and data reporting services, and empty the oil tank without being
detected. a result, the terrorists can exploit vulnerabilities to delve deeper into the network of the oil com-
pany’s monitoring software, which they can use to break into the system by performing remote
tank monitoring, asset tracking, and data reporting services, and empty the oil tank without being
detected. As liquefied natural gas (LNG) is mainly methane, which is odorless, colorless, non-toxic and non-
corrosive, in a liquid form for easier storage and transport, its vaporization could cause inflamma-
tion, freezing or asphyxia. In addition, a potential explosion of an LNG tanker can be compared
to a nuclear bomb’s, since it contains more than 100,000 m3 of LNG. 2.2.1.2 Individual threats in the SCS assets As can be seen from the above-mentioned scenarios, combining individual threats can lead to a
variety of impacts, such as cargo and goods stealing, sensitive and critical data theft, illegal traf-
ficking, systems damage or destruction, environmental disaster, or even human injuries and
death. In addition, an organization’s paralysis, financial loss and costs, kidnapping, fraud and
money theft are also included in this long list, and all of the above are usually accompanied by
tarnished reputation, and /or loss of competitiveness. p
p
The assets (physical, digital, people, processes, smart objects) used to provide a SCS, hosted
and operated by the various SCS business partners involved are called SCS assets. The assets (physical, digital, people, processes, smart objects) used to provide a SCS, hosted
and operated by the various SCS business partners involved are called SCS assets. Examples of potential threats to the digital SCS assets are eavesdropping, interception of emis- e assets (physical, digital, people, processes, smart objects) used to provide a S
d operated by the various SCS business partners involved are called SCS assets. Examples of potential threats to the digital SCS assets are eavesdropping, interception of emis-
sions or sensitive information, IT/OT assets hijacking, network reconnaissance or traffic manipu-
lation, data poisoning, data manipulation and all kind of nefarious activity and abuse, such as
Denial of Service (DOS), brute force, phishing, social engineering or targeted attacks, as well as
malware, identity or data theft or abuse, manipulation of information, or even geolocalization sig-
nals spoofing or jamming. p
g
j
g
Additionally, possible threats to the non-digital SCS assets include unauthorized access to the
premises, vehicles or IT/OT end devices, terrorism, hacktivism, coercion, extortion or corruption
of employees or stakeholders, piracy or mafia, sabotage, vandalism, natural disasters, environ-
mental damages and theft. g
Although in most people’s minds a threat may be related to a deliberate act, there is also the
likelihood of unintentional damage, which results from data deletion, information leakage, third
party security failure, erroneous administration of IT/OT systems, use of unreliable sources or
improper penetration testing. An attacker can take advantage of coincidences like all types of
outages and natural or environmental disasters, or even force them to carry out their plan. Sys-
tems and devices failures and malfunctions, as well as failure or disruption of service providers
are also common threats. Threat scenario in the LNG Transport SCS p
A fake email is sent by the supposed IT company that supports and maintains the ICT infrastruc-
ture of a shipping company, requesting the downloading and installation of a software that im-
proves the performance of their systems. In fact, the email is sent by a group of terrorists who,
subsequently, download and execute arbitrary code on the victims’ systems and gain access. As 952690 CYRENE PROJECT PARTNERS 31/05/2021 18 2.2.2.1 Data Protection and Data Security Information privacy is a set of rules that governs the collection and use of personal information. It
addresses individuals’ right to decide about the processing of information related to them by a
third party. Information privacy is one of the foundational pillars of privacy protection and personal
data protection. Closely related to Information Privacy is the concept of Information Security. Information Security is about preserving the ‘security triad’ - confidentiality, integrity and
availability of information (Densmore, 2019). There are similarities between privacy and security
but there are also factors that distinguish them. Therefore, privacy and security could be seen as
supplementary concepts but not complementary. Information integrity is about its authenticity and it relates to accuracy and completeness of
personal information. Confidentiality of information is related to limited access to information,
whereas availability enables access to information but only to those who are authorized to use
this information. To satisfy the standards of the ‘security triad’, appropriate security controls have
to be implemented and security incidents should be prevented. In this way, information security
preserves information privacy. Differences between privacy and security could be found in the fact that implementing information
security does not necessarily preserve information privacy. Namely, information privacy serves to
protect specific type of information. However, there is no information privacy without the
implementation of information security. Therefore, we can have security without privacy, but we
cannot have privacy without security (Densmore, 2019). D2.1 – Supply Chain Analysis and Requirements 2.2.2 Legal framework The pivotal concepts of the CYRENE regulatory end ethical framework are related to data security
and data protection. However, there are similar concepts such as privacy and information security. This chapter briefly sheds light on these mentioned concepts but also on regulation and
legislation. The chapter provides preliminary facts that are crucial for the development of a
regulatory framework specifically designed for this project. 952690 CYRENE PROJECT PARTNERS 31/05/2021 31/05/2021 19 D2.1 – Supply Chain Analysis and Requirements are formally promoted as regulations, but contain principles and general rules. These principles
and rules might be specified by legislations adopted by lower legislative instances2. are formally promoted as regulations, but contain principles and general rules. These principles
and rules might be specified by legislations adopted by lower legislative instances2. As explained earlier, the scope of this document is to present a specific regulatory framework
designed to contribute to the project objectives. Therefore, this document presents specific
regulations adapted for a specific purpose. Nevertheless, the document first refers to the
principles and rules of various but relevant legislations. In the following sections, these principles
and rules are ‘custom-made’ and are presented as the CYRENE regulatory framework2. 2.2.2.2 Regulation and Legislation There is a common mistake with using terms of regulation and legislation in the same sense. They
may be similar, but the differences between them should not be neglected. Both regulation and
legislation contain provisions with rules, rights, and obligations and it would not be wrong to claim
that they regulate certain relations, entities or fields. However, there are at least two distinct lines
between these concepts. The first one concerns the respective sources. Whereas legislation usually refers to statutory law
enacted by the legislator (the legislative branch of government), regulation is adopted and
promoted by entities that are supposed to develop a self-regulatory system (in order to introduce
certain rights/obligations). In other words, legislations are acts adopted by a state, whereas
regulations might be adopted by companies, industry associations, formal or informal bodies. The second distinctive line concerns the relationship between general and specific. Legislators
often adopt rules that are general and applicable in many perspectives. Thus, the concrete
application of the rules would only be possible if general rules and principles are specified to be
used in a specific context. This process is usually carried out by the development of regulation,
or more specifically, self-regulation. However, legislation might be a subset of a regulation. This
would be the case when states or other legislative instances are allowed to adopt documents that 952690 CYRENE PROJECT PARTNERS 31/05/2021 20 2.2.2.3 Relevant European Union Law All actions taken by the EU institutions are based on treaties. These are binding agreements
between the EU Member States which set out the EU objectives, the rules for the EU institutions,
the decision-making processes and the relationship between the EU and the Member States. Treaties are the starting point for the EU Law and are known in the EU as primary law. The body
of law derived from the principles and objectives of the treaties is known as secondary law. Secondary law includes regulations, directives, decisions, recommendations and opinions. 952690 CYRENE PROJECT PARTNERS
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2 Kosti, N., Levi-Faur, D., & Mor, G. (n.d.). Legislation and regulation: three analytical distinctions. The
Theory and Practice of Legislation, 7(3).
https://www.tandfonline.com/doi/full/10.1080/20508840.2019.1736369
3 https://eur-lex.europa.eu/legal-content/EN/TXT/?uri=CELEX:12012P/TXT 2 Kosti, N., Levi-Faur, D., & Mor, G. (n.d.). Legislation and regulation: three analytical distinctions. The
Theory and Practice of Legislation, 7(3).
https://www tandfonline com/doi/full/10 1080/20508840 2019 1736369 D2.1 – Supply Chain Analysis and Requirements The Charter contains all rights granted by the ECHR. However, the Charter addresses some
additional freedoms and rights in order to meet the reality of newly formed issues. One of the
newly granted rights relates to the protection of personal data. The Charter ensures that private
and family right should be respected granting that ‘Everyone has the right to respect for his or
her private and family life, home and communications.’ In addition, Article 8 regulates the
protection of personal data by granting that ‘Everyone has the right to the protection of personal
data concerning him or her’. In addition, the same article lays down that data processing must be
carried out fairly, within the specified purposes, and based on consent or other ground laid down
by law. Finally, compliance with the ‘rules shall be subject to control by an independent authority.’ Despite academic critics and polemics (Sloot, 2017), the Charter separated data protection from
the protection of personal privacy. The additional significance of the Charter lays in the fact that
both rights are classified as fundamental rights. Charter of Fundamental Rights of the European Union The Charter of Fundamental Rights of the European Union (hereinafter referred to as the Charter)
brings together the most important personal freedoms and rights granted by the EU Law into one
legally binding document. The Charter was announced in 2000 and came into force in December
2009 together with the Treaty of Lisbon3. The purpose of the Charter is to promote human rights within the territory of the EU. Many of the
rights existing in the Charter were previously set out in:
The EU Treaties
The European Convention on Human Rights
Case law of the Court of Justice of the European Union
National constitutions The Charter has the same legal power as the EU Treaty. This means that it is superior to the
legislation of the Member States. The Charter applies when EU countries adopt or apply a national
law to implement an EU directive or when their authorities directly apply an EU regulation. In
cases where the Charter does not apply, the protection of fundamental rights is guaranteed under
the constitutions or constitutional traditions of EU countries and international conventions they
have ratified. The Charter does not extend the scope of the EU to matters which are outside its
normal competence. 31/05/2021 31/05/2021 21 4 https://eur-lex.europa.eu/legal-content/EN/TXT/PDF/?uri=CELEX:32016R0679 D2.1 – Supply Chain Analysis and Requirements Purpose limitation principle. The purpose limitation principle is embedded in Art 5(1)b of the
GDPR. This article foresees that personal data shall be ‘collected for specified, explicit and
legitimate purposes and not further processed in a manner that is incompatible with those
purposes. Purpose limitation principle. The purpose limitation principle is embedded in Art 5(1)b of the
GDPR. This article foresees that personal data shall be ‘collected for specified, explicit and
legitimate purposes and not further processed in a manner that is incompatible with those
purposes. Data minimization. ‘Personal data must be adequate, relevant and limited to what is necessary in
relation to the purposes for which they are processed’. To satisfy the requirements of this principle,
data controllers have to pass proportionality and necessity tests. That means data controllers
should be able to prove that plans regarding the use of a particular scope and a type of data are
reasonable to achieve the specified purpose of data processing. Data accuracy. The GDPR laid down that ‘Personal data must be accurate and, where necessary,
kept up to date’. Therefore, ‘every reasonable step must be taken to ensure that personal data
that are inaccurate, having regard to the purposes for which they are processed, are erased or
rectified without delay’. Storage limitation. Storage limitation principle is about the obligation to keep personal data ‘in a
form that permits identification of data subjects for no longer than is necessary for the purposes
for which the personal data are processed.’ So, once the purpose of processing is identified, data
controllers have to determine the retention period. Integrity and confidentiality. The principles of integrity and confidentiality are embedded in the
GDPR provision stating that personal data should be ‘processed in a manner that ensures
appropriate security of the personal data, including protection against unauthorized or unlawful
processing and accidental loss, destruction or damage, using appropriate technical or
organizational measures’. Concerning the security of personal data, data controllers should take
into consideration several factors when determining appropriate technical and organizational
security measures. Also, this principle should be interpreted in the context of data controllers’
obligation to report a breach of personal data in a relevant way. Accountability principle. The accountability principle is not a new principle in the data protection
framework. Nevertheless, the GDPR clearly defines it. In that way, the GDPR significantly
contributes to the existing data protection framework. The essence of the principle lays in the data
controllers’ obligation to comply with other principles as well as to be able to demonstrate it. 5 https://eur-lex.europa.eu/legal-content/GA/TXT/?uri=CELEX:32016L1148 GDPR The Regulation (EU) 2016/6794 on the protection of natural persons regarding the processing of
personal data and on the free movement of such data (hereinafter GDPR) is the core legislative
source of the EU Data Protection Law. The GDPR empowers the EU Data Protection Law by
promoting a common set of data protection rules that are implementable in all Member States of
the EU. The GDPR is a Regulation and unlike directives, regulations are directly applicable under
EU law. In other words, there is no need for their transposition into national laws, and there is no
need for national implementation. For that reason, the GDPR is of the highest relevance for
CYRENE and represents a common framework for protecting personal data in the EU. To define
its scope with regards to CYRENE, it should be noted that the GDPR does not apply to the
processing of personal data regarding:
activities which fall outside the scope of the EU Law,
activities which fall outside the scope of the EU Law,
certain matters of the EU security and defense policy,
purely domestic activities and
cases of data processing carried out by competent authorities for the purposes of the
prevention, investigation, detection or prosecution of criminal offences or the execution
of criminal penalties, including the safeguarding against and the prevention of threats to
public security.
cases of data processing carried out by competent authorities for the purposes of the
prevention, investigation, detection or prosecution of criminal offences or the execution
of criminal penalties, including the safeguarding against and the prevention of threats to
public security. The GDPR confirms and additionally develops principles promoted by fair information practices. Therefore, the GDPR does not provide novelties concerning promoted principles but rather
organizes and specifies them in a different way than it has been the case before. The GDPR
promotes six principles, plus the accountability principle that is extracted as the separate one. All
of them are relevant in the context of CYRENE. Lawfulness, fairness, and transparency principle. Lawfulness means that the processing of
personal data has to be carried out on the basis of one of the six legal grounds enshrined by the
GDPR: consent, the performance of a contract, legal obligation, the vital interest of individuals,
public interest and the legitimate interest. 952690 CYRENE PROJECT PARTNERS 31/05/2021 31/05/2021 22 D2.1 – Supply Chain Analysis and Requirements collaborate and form a ‘Cooperation Group’ to support and facilitate strategic cooperation and the
information exchange. NIS Directive imposes an obligation to the Member States to effectively
cooperate on specific cybersecurity incidents and share information about risks via CSIRT
Network. Member States should identify the ‘operators of essential services’ within business
sectors such as energy, transport, water, banking, financial market infrastructures, healthcare and
digital infrastructure. In these sectors, operators should take appropriate security measures and
notify serious incidents to the relevant national authority. Article 23 of the directive requires a periodical review of the directive by the European
Commission. As a result of the review process, the new legislative proposal has been presented
in December 2020. Proposal for ‘NIS 2.0’ contains measures for the improvement of cybersecurity
infrastructures, and particularly the resilience and incident response capacities of public and
private entities, and competent authorities. The new proposal expands the scope of the directive
application and includes medium and large companies. NIS Directive The Directive 2016/1148 on the security of network and information system (hereinafter NIS
Directive)5 is the first EU legislative initiative exclusively dedicated to cybersecurity. NIS Directive
was adopted and entered into force in 2016, whereas the Member States had to transpose this
directive into national laws until November 2018. For the effective implementation of the directive,
the Member States had at their disposal the "NIS toolkit". This toolkit provides practical
information about the best practices, explanations, interpretation of specific provisions, and how
they should work in practice. The general goal of the NIS Directive is to provide legal measures to strengthen the overall level
of cybersecurity in the EU. For that purpose, Member States should appropriately equip Computer
Security Incident Response Team (CSIRT) and a competent national NIS authority. They should 952690 CYRENE PROJECT PARTNERS 31/05/2021 23 D2.1 – Supply Chain Analysis and Requirements particularly important for the purpose of protecting the availability, authenticity, integrity, or
confidentiality of stored, transmitted, or processed data and accompanied functions and services. particularly important for the purpose of protecting the availability, authenticity, integrity, or
confidentiality of stored, transmitted, or processed data and accompanied functions and services. The EU Member States should establish national cybersecurity certification authorities. These
bodies should monitor and enforce the obligations of manufacturers or providers of ICT products,
processes or services. In addition, national cybersecurity certification authorities should handle
complaints lodged by natural or legal persons in relation to European cybersecurity certificates. Finally, the European Cybersecurity Certification Group (ECCG) should be established. This body
should ensure the consistent application of the European cybersecurity certification framework
and monitor the consistent implementation of the cybersecurity program. Also, ECCG should
advise and assist the European Commission in matters related to certification frameworks and
cybersecurity programs. The Cybersecurity Act complements the GDPR by providing details related to implementation of
appropriate security measures. It also works in conjunction with the NIS Directive to protect critical
national infrastructure. However, while the NIS Directive applies only to specific operators, the
Cybersecurity Act encourages all businesses to invest in cybersecurity. 7 Hijmans, H., & Raab, C. (2018). Ethical Dimensions of the GDPR. In Commentary on the General Data
Protection Regulation. Edward Elgar. https://papers.ssrn.com/sol3/papers.cfm?abstract_id=3222677 Regulation (EU) 2019/881 g
(
)
Regulation (EU) 2019/8816 has replaced Regulation (EU) No 526/2013 (Cybersecurity Act) and
it represents the regulatory framework for ENISA (the European Union Agency for Cybersecurity)
on information and communications technology cyber-security certification. This Regulation
foresees a permanent mandate for the European Union Agency for Network and Information
Security (ENISA) and the creation of an EU certification framework for ICT products, processes,
and services. It is an undeniable fact that cyberattacks are becoming more sophisticated and they are usually
featured by cross-border effects. Therefore, there is an increasing need for coordinated and
effective responses as well as appropriate crisis management at the EU level. The goal of
Regulation is to empower cybersecurity structures at the EU level by establishing the set of
measures that the Member States should develop as well as by strengthening the cooperation
among them. The Cybersecurity Act has two major fields focal:
The first one refers to empowering ENISA by making it a permanent agency of the EU
The second one is about establishing a European cybersecurity certification framework to
ensure the application of a common certification for information and communications tech-
nology (“ICT”) products, processes and services.
The second one is about establishing a European cybersecurity certification framework to
ensure the application of a common certification for information and communications tech-
nology (“ICT”) products, processes and services. ENISA should assume the key role by assisting the EU Member States (and relevant institutions)
to build and enhance capabilities and preparedness to prevent, detect and respond to cyber
threats and incidents, in relation to the security of network and information systems. Moreover,
ENISA should support the development and enhancement of the Member States and the EU
computer security incident response teams (CSIRTs). Finally, ENISA should promote the
exchange of best practices between all Member States. The Regulation sets out the cybersecurity certification framework. The goal is to enhance the level
of cybersecurity in the Union by providing a mechanism to attest the ICT products, processes and
services. This attest should comply with advanced determined security requirements. This is 952690 CYRENE PROJECT PARTNERS
6 https://eur-lex.europa.eu/eli/reg/2019/881/oj 24
31/05/2021 952690 CYRENE PROJECT PARTNERS 31/05/2021 24 D2.1 – Supply Chain Analysis and Requirements Accountability implies that a responsible agent attempts to respect other principles and
demonstrates its compliance, even when this is not explicitly required by law (Hijmans & Raab,
2018, 107). Therefore, accountability imposes both - obligation to behave in a certain way; and
preparedness to explain the behavior to relevant stakeholders (e.g. public bodies in a form of
regulatory instances as well as individuals). Processing of data must be limited to the specified purposes and appropriate security measures
should be applied. In cases where measures such as anonymization or pseudonymization are
not applied, an explanation is needed. This is necessary (inter alia) to make an informed decision
about personal data processing. However, there are situations that individuals cannot decide on
processing their personal data due to reasons that override their freedoms and rights. The
principle of fairness requires an assessment of how processing will affect individuals. If processing
negatively affects an individual, then processing will be unfair. However, even unfair processing
could be legitimate (e.g. personal data may be collected by tax authorities about an individual
who has not paid taxes). One of the most important ethical issues concerning data processing and protection is
transparency. Transparency is not only about providing access to information. It also refers to
ways about how information is provided. Delivering info about data processing before processing
starts affects individuals’ choice concerning the protection of their personal privacy. Therefore,
one of the foundations regarding transparency refers to providing information about data
processing in a timely manner. A timely manner is a quite general construction, and its
specification is context-based. Transparency means that information about processing activities should be clear, concise, easy
to understand and provided in an accessible manner. These requirements are general, and their
practical form will depend on a particular context. In practice, that means when data is transferred
from one to another country such transfers must comply with the laws of the country in which the
data was collected and also facts about the transfer are properly communicated. Also, detailed
information on the informed consent procedures related to the processing of personal data must
be provided (e.g. in a language and terms understandable by the participants). 2.2.2.4 Ethical issues Law prescribes what must, can or cannot be done. However, ethics goes beyond what is
stipulated by law. Law is based on certain ethical values and it supports fundamental rights and
freedoms (Hijmans & Raab, 2018, 17). Moreover, ‘laws come and go; the ethics stays’[12]. There is an increasing trend of ethical discussions on data, including personal data. It comes as
no surprise due to rapid technological development. New technologies could improve security
measures that protect data. However, aspirations towards high security might also misuse
information and subsequently jeopardize personal privacy. For instance, the application of a
surveillance system in public places might be at cost of our personal privacy. Thus, it would not
be wrong for two opposite conclusions to be both correct. Therefore, it is quite important to assess
the nature of data intended to be processed as well as the consequences of data processing. Whoever processes data should ensure that relevant legal framework(s) are respected. This is
particularly important when sensitive data is processed. Data processing generates accountability of the entities that processes the data. The essence of
the accountability principle lies in the obligation to be compliant with all other data protection
principles and to be able to demonstrate it. These requirements are part of the legal responsibility,
and it is important to underline that accountability goes beyond legal responsibility. Legal
responsibility concerns who is supposed to do what, and it may include legal consequences for
the performance or non-performance of duties and tasks that are regulated by certain legislation
(such as GDPR). 952690 CYRENE PROJECT PARTNERS
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7 Hijmans, H., & Raab, C. (2018). Ethical Dimensions of the GDPR. In Commentary on the General Data
Protection Regulation. Edward Elgar. https://papers.ssrn.com/sol3/papers.cfm?abstract_id=3222677 952690 CYRENE PROJECT PARTNERS 31/05/2021 25 D2.1 – Supply Chain Analysis and Requirements Moreover, if data
processing involves profiling, the data subjects shall be informed of the existence of the profiling,
its possible consequences, and how the fundamental rights of the research participants will be
safeguarded. Entities that process data (and particularly personal data) should designate a Data Protection
Officer (DPO) – a person with expert knowledge of data protection law and practices should assist
the controller or processor to monitor internal compliance with relevant regulation. DPO may
evaluate the ethics risks related to data processing activities. This should include an opinion on
whether or not a data protection impact assessment should be conducted. The opinion, the risk
evaluation and, if applicable, the data protection impact assessment should be conducted. Therefore, accountability includes a risk-based approach. In other words, whoever processes
data should assess risks related to the processing. In that way, ethical judgements are made. 952690 CYRENE PROJECT PARTNERS 31/05/2021 31/05/2021 26 D2.1 – Supply Chain Analysis and Requirements The standard focuses on actively managing and reducing risks. Critical security aspects in the
supply chain can include financial aspects, manufacturing, information management and logistics,
storage in transit and warehousing of goods. This International Standard is based on the ISO format adopted by ISO 14001:2004 because of
its risk-based approach to management systems. However, organizations that have adopted a
process approach to management systems (e.g. ISO 9001:2000) may be able to use their existing
management system as a foundation for a security management system as prescribed in this
International Standard. It is not the intention of this International Standard to duplicate
governmental requirements and standards regarding SC security management to which the
organization has already been certified or verified to comply with. Verification may be by an
acceptable first, second, or third-party organization. This International Standard is based on the methodology known as Plan-Do-Check-Act (PDCA),
described as follows. This International Standard is based on the methodology known as Plan-Do-Check-Act (PDCA),
described as follows.
Plan: establish the objectives and processes necessary to deliver results in
accordance with the organization’s security policy.
Do: implement the processes.
Do: implement the processes.
Check: monitor and measure processes against security policy, objectives, targets,
legal and other requirements, and report results.
Act: take actions to continually improve the performance of the security management
system.
Act: take actions to continually improve the performance of the security management
system. Moreover, this International Standard specifies the requirements for a security management
system, including those aspects critical to security assurance of the SC. Security management is
linked to many other aspects of business management. Aspects include all activities controlled or
influenced by organizations that have an impact on SC security. These other aspects should be
considered directly, where and when they have an impact on security management, including
transporting these goods along with the SC. Finally, this International Standard is applicable to all sizes of organizations, from small to
multinational, in manufacturing, service, storage or transportation at any stage of the production
or SC that wishes to: Finally, this International Standard is applicable to all sizes of organizations, from small to
multinational, in manufacturing, service, storage or transportation at any stage of the production
or SC that wishes to: 1. establish, implement, maintain and improve a security management system; 2. 2.2.3 SC security standards (families of ISO2800x) ISO 280008 was prepared by Technical Committee ISO/TC 8, Ships and marine technology, in
collaboration with other relevant technical committees responsible for specific nodes of the Supply
Chain. This International Standard has been developed in response to demand from the industry for a
security management standard. Its ultimate objective is to improve the security of SCs. It is a high-
level management standard that enables an organization to establish an overall SC security
management system. It requires the organization to assess the security environment in which it
operates and to determine if adequate security measures are in place and if other regulatory
requirements already exist with which the organization complies. If security needs are identified
by this process, the organization should implement mechanisms and processes to meet these
needs. Since SCs are dynamic in nature, some organizations managing multiple SCs may look
to their service providers to meet related governmental or ISO SC security standards as a
condition of being included in that SC in order to simplify security management, as illustrated in
Figure 4. Figure 4 - ISO28000 overview. Figure 4 - ISO28000 overview. This International Standard is intended to apply in cases where an organization’s SCs are
required to be managed in a secure manner. A formal approach to security management can
contribute directly to the business capability and credibility of the organization. Compliance with an International Standard does not in itself confer immunity from legal
obligations. For organizations that so wish, compliance of the security management system with
this International Standard may be verified by an external or internal auditing process. 8 https://www.iso.org/standard/44641.html 31/05/2021 952690 CYRENE PROJECT PARTNERS 31/05/2021 27 9 https://www.iso.org/standard/73906.html
10 NIST “Case studies in Cyber Supply Chain Risk Management” (2020). Online available:
https://nvlpubs.nist.gov/nistpubs/CSWP/NIST.CSWP.02042020-1.pdf , accessed on 24-2-2021 2.2.4 Risk Management standards (families of ISO2700x) ISO270009 is a set of International Standards that regulate Information Security Management
Systems (ISMS). They are used to manage information security risks and controls within an
organization. The central principle of the ISO27000 set of standards is to bring information
security under overt management control. These standards help organizations to develop and
implement a framework for managing the security of information assets as well as to prepare
themselves to assess their ISMS. ISO27000 contains vocabulary and requirements for ISMS,
Code of practice for information security management, ISMS implementation guidance,
measurement for ISMS, information security risk management, and guidelines for ISMS auditing. ISO27000 family of standards defines requirements for an ISMS, provide direct support, and
detailed guidance for the Plan-Do-Check-Act (PDCA) processes and requirements. Sector-
specific guidelines are also addressed by ISMS family. D2.1 – Supply Chain Analysis and Requirements 2.2.4 Risk Management standards (families of ISO2700x) 9 https://www.iso.org/standard/73906.html assure conformance with stated security management policy; 3. demonstrate such conformance to others; 4. seek certification/registration of its security management system by an Accredited third
party Certification Body; 5. make a self-determination and self-declaration of conformance with this International
Standard. There are legislative and regulatory codes that address some of the requirements in this
International Standard. There are legislative and regulatory codes that address some of the requirements in this
nternational Standard. It is not the intention of this International Standard to require duplicative demonstration of
conformance. It is not the intention of this International Standard to require duplicative demonstration of
conformance. Organizations that choose third-party certification can further demonstrate that they are
contributing significantly to SC security. Organizations that choose third-party certification can further demonstrate that they are
contributing significantly to SC security. 952690 CYRENE PROJECT PARTNERS 31/05/2021 28 D2.1 – Supply Chain Analysis and Requirements Additional guidelines have been provided by ENISA on hot SC topics, such as IoT security to
illustrate indications and good practices according to existing standards and research11. ENISA
has also provided a report on guidelines for maritime cybersecurity12 in an attempt to help port
operators adopt good practices for cyber risk assessment, regardless of the risk assessment
methodology they have chosen to use. Considering the multi-level specificities of the modern ICT SCs (i.e. sectoral, cross-sectoral)
SCRM strategies [15] should be used to minimize the existence of vulnerabilities and the potential
of loss within a Supply (SC) promoting business continuity and security maintenance. Thus, for
managing cybersecurity risks that originate from supply chains, organizations need to understand
their supply chains, including multiple layers of sub-suppliers13. According to SCS stakeholder interviews10, SCS operators collaboration can facilitate
organizations to avoid some of the common pitfalls, early in the maturity journey10[22]. NIST SP
800-16114 provides guidance to federal agencies on identifying, assessing, and mitigating ICT
supply chain risks introducing a multi-tiered, SCRM-specific approach. In principle, choosing an effective method and a proper tool for risk analysis and risk evaluation
proves to be complicated. In recent years, a number of concepts, algorithms and tools have
evolved from research, specially designed to protect the IT infrastructure and related systems,
mostly utilizing quantitative risk assessment methods based on monetary costs [23]. There are
remarkable examples of semi-quantitative risk assessment approaches, such as the Fault Tree
Events Analysis [24], the OBEST object-based event scenario tree that combines features of
event tree analysis and Monte-Carlo discrete event simulation, which is able to perform a deep
analysis on the uncertainty subjects [25]. The difficulty to obtain precise and reliable figures for a
quantitative risk assessment is the main reason why the German Federal Office of Information
Security (BSI) recommends qualitative risk assessment (e.g. based on risk scoring matrices, etc.)
instead of quantitative risk assessment, although the need for the latter has clearly been
recognized [26]. In Boiko et al. [27] a qualitative research method is presented for analysing the Supply Chain
process and identifying the most effective strategies for information support in Supply Chain
environments to eliminate cyber risks. 2-2021
12 Cyber Risk Management for Ports - Guidelines for cybersecurity in the maritime sector. ENISA, 2021,
[Online]. Available: https://www.enisa.europa.eu/publications/guidelines-cyber-risk-management-for-ports.
Accessed: March 15, 2021
13 Boyens, J., Paulsen, C., Bartol, N., Winkler, K., & Gimbi, J. (2021). Key Practices in Cyber Supply Chain
Risk Management: Observations from Industry (No. NIST Internal or Interagency Report (NISTIR) 8276).
National Institute of Standards and Technology, https://doi.org/10.6028/NIST.IR.8276
14 NIST SP 800-161 (2015). “Supply Chain Risk Management Practices for Federal Information Systems
and Organizations“. Online available: http://dx.doi.org/10.6028/NIST.SP.800-161, accessed on 24-2-2021 11
ENISA(2020).
“Guidelines
for
Securing
the
Internet
of
Things”.
Online
available:
https://www.enisa.europa.eu/publications/guidelines-for-securing-the-internet-of-things , accessed on 24-
2-2021 2.2.5 SC risk assessment methodologies & Tools Supply Chain risk management (SCRM) can be considered the cross-section of Supply Chain
management and risk management [13] aiming to minimize the level of uncertainty on the supply
chain performance and provide adequate solutions to undertake [14]. SCRM can be identified as
the process of applying strategies to capture, estimate, prioritize and mitigate risks [15]. The
literature reviews a variety of SCRM definitions focusing on different aspects [16][17][18][9]. Supply Chain Service performance can be jeopardized by common threats (i.e., traditional cyber
attack, cyber piracy, espionage, sabotage, etc.) and new rising threats (i.e., APTs, ransomware,
botnet) capable of being supported by multiple sophisticated threat agents. In addition, the advent
of emerging technologies (i.e., digital twins, IoT, Swarm Intelligence-based techniques, Big Data,
adversarial learning techniques, etc.) has posed novel threats to the SC ecosystem. Taking into
account the analysis of the latest cyber threat landscape reports coming from dominant EU
cybersecurity standardization bodies [19], it can be deduced that SC sophisticated cyberattacks
have become a new emerging alarming scenario. Digital Supply Chains consist of interconnected dispersed nodes, changing dynamically and
impeding the chance to adjust to the tremendously evolving threat landscape10. Therefore, a
combination of both proactive/preventive approaches to size the robustness and reactive
strategies to improve the agility can be utilized to address this challenge [20][21]. 31/05/2021 31/05/2021 29 952690 CYRENE PROJECT PARTNERS 13 Boyens, J., Paulsen, C., Bartol, N., Winkler, K., & Gimbi, J. (2021). Key Practices in Cyber Supply Chain
Risk Management: Observations from Industry (No. NIST Internal or Interagency Report (NISTIR) 8276).
National Institute of Standards and Technology, https://doi.org/10.6028/NIST.IR.8276 14 NIST SP 800-161 (2015). “Supply Chain Risk Management Practices for Federal Information Systems
and Organizations“. Online available: http://dx.doi.org/10.6028/NIST.SP.800-161, accessed on 24-2-2021 D2.1 – Supply Chain Analysis and Requirements Additional complications arise from the need to map the existing infrastructure of an organization
onto a fixed terminology with which the chosen risk assessment method works. Additional complications arise from the need to map the existing infrastructure of an organization
onto a fixed terminology with which the chosen risk assessment method works. There is a variety of past, well-known, outstanding risk management methods and risk
assessment tools, such as the ISO 27001-, 27005- and 31000- compliant “EBIOS” method used
by ANSSI, the “OCTAVE” method [28], a priori distribution of subjectively estimated probabilities
utilizing the Bayesian approach, the Magerit open methodology for risk management and the
Mehari risk analysis method [29]. Most of them adopt the commonly known rule “risk = probability
x potential damage” [30]. The “BowTie”15 is a traditional widely used qualitative risk analysis
method. The “CORAS” well-known method [31] allows the incorporation of several different risk
assessment processes the recognition of the probability of an attack is done a priori to any risk
assessment and not automatically. CRAMM [32] is a risk analysis method for all types of
information systems and networks, identifying security requirements, detecting contingency
requirements and proposing possible solutions. The STORM-RM [33] is a collaborative and multi-
criteria risk management ISO27001-based methodology promoting organization users to
participate in the various risk assessment and treatment phases combining risk computation with
the AHP algorithm. The Collaborative Cyber/Physical Security Management System (CYSM)
approach [34] explores the significant criticality of ports’ infrastructure and the complexity of the
interrelationships among the internal and external systems and infrastructures. Oliveira et al.[35] provides an extended research on SCRM profile works of the last fifteen years
to discover key-players in the SCRM research field and conclude that there is a lack of consensus
among authors undertaking a description of SCRM steps. In addition, there is limited work on
developing stable SCRM solutions of well-defined process descriptions from a managerial
perspective. On this account, there is a compelling need for continuous improvement in the SCRM
cyber plane in terms of investigating solutions capable of holistically and dynamically assessing
an organization’s exposure to Cyber Supply Chain threats and taking into account cross-
functional risks [15]. Nevertheless, the qualitative risk assessment does have
the appeal of efficiency and is easy to communicate and explain to stakeholders; however, there
are no commonly accepted ratings for safety and security that would apply as a standard. 13 Boyens, J., Paulsen, C., Bartol, N., Winkler, K., & Gimbi, J. (2021). Key Practices in Cyber Supply Chain
Risk Management: Observations from Industry (No. NIST Internal or Interagency Report (NISTIR) 8276). National Institute of Standards and Technology, https://doi.org/10.6028/NIST.IR.8276 14 NIST SP 800-161 (2015). “Supply Chain Risk Management Practices for Federal Information Systems
and Organizations“. Online available: http://dx.doi.org/10.6028/NIST.SP.800-161, accessed on 24-2-2021 952690 CYRENE PROJECT PARTNERS 30 15 https://www.researchgate.net/publication/298916210_The_bowtie_method_A_review D2.1 – Supply Chain Analysis and Requirements sharp assurance for the risk can be provided [37]. Thus, game theory has gained ground in the
field of cryptography and the security of IT infrastructures in the past years. sharp assurance for the risk can be provided [37]. Thus, game theory has gained ground in the
field of cryptography and the security of IT infrastructures in the past years. There are various strategies in the literature which give a guaranteed payoff under any behaviour
of the adversary, regarding scalar and multi-dimensional payoffs [38][39]. Cox (2005) [40]
provides a clear connection between game theory and risk analysis claiming that they are deeply
complementary and mutually reinforcing. He considers that risk analysis can support game theory
by providing probabilities of different consequences for pairs of attacker-defender strategies. Conversely, game-theoretic methods and concepts can improve current risk analyses of
adversarial actions. Rajbhandari and Snekkenes in their research work [41] explain how game
theory can interact with the classical risk management. Specifically, they provide a full description
on how the steps of the classical management model ISO/IEC 27005 can be mapped and utilized
in a game-theoretical model. Responses to SC risks are in a variety of cases supported by payoffs and risk mitigation strategies
as already presented indicatively. Ceryno et al in their research work [42] state that modern risk
models require validation upon real cases and a deeper risk analysis and risk treatment
exploration. They continue that there is a lack of research relying on empirical data obtained from
face-to-face interviews of SC stakeholders and a unanimous SCRM definition is not yet provided. Methodologies for dependency modelling, simulation and analysis have been recently
categorized in the following broad categories [43]: (i) empirical approaches, (ii) agent-based
approaches, (iii) system dynamics-based approaches, (iv) economic theory based approaches,
(v) network based approaches, and (vi) others. Empirical methods focus on the impact
assessment and/or the risk related with the dependencies between Cis [44] and their potential
cascading effects. A limitation of empirical approaches is the difficulty in capturing statistical data
related to the likelihood of the examined threats. Network-based approaches [45][46] focus on
the flow of products or services exchanged between CIs and try to model this flow based on
graphs. Other methods can be categorized as hybrid, including characteristics of both empirical
and network-based methods [47]. 16 Bodeau D.,J., McCollum, C., D., Fox, D.,B. (2018) "Cyber Threat Modeling: Survey, Assessment, and
Representative Framework", The Homeland Security Systems Engineering and Development Institute
(HSSEDI)
&
MITRE
Cooperation.
Available
online:
https://www.mitre.org/sites/default/files/publications/pr_18-1174-ngci-cyber-threat-modeling.pdf (Accessed
on 19 March 2021) 17 Nagaraju, Vidhyashree, Lance Fiondella, and Thierry Wandji (2017). “A survey of fault and attack tree
modeling and analysis for cyber risk management”. In: 2017 IEEE International Symposium on
Technologies for Homeland Security (HST), pp. 1–6.DOI: 10.1109/THS.2017.7943455. URL:
http://ieeexplore.ieee.org/document/7943455/ A set of key practices that any organization of any size, scope, and
complexity can use to manage cybersecurity risks associated with their supply chains is provided
in Cyber Supply Chain Risk Management (C-SCRM) approach10. Ensuring cyber-resilience
seems to be a critical capability that needs to be improved in order to successfully identify, assess,
and mitigate cyber supply chain risks. This can be achieved through creating explicit collaborative
roles, structures, and processes for supply chain, cybersecurity, product security, and physical
security functions. Organizational accountability is a principle that is highlighted in this report and
could be guaranteed through a C-SCRM program. For this reason, it is critical to know by whom
the data and infrastructure are accessible. Security requirements should be communicated not
only to suppliers, but also to suppliers’ sub-suppliers. The C-SCRM approach also proposes
establishing protocols for vulnerability disclosure and incident notification for better managing
cyber supply chain risks. Game theory is the study of mathematical models of conflict and cooperation between intelligent
rational decision-makers [36] building strategies between two or more players which aim to
maximize their payoff and minimize their loss. The application of game theory (i.e. the Minimax
approach) in risk management elegantly aims to presume the attacker’s behavior to be optimal in
the most unfavorable way for its victim. The appeal of game-theory lies in the fact that, no matter
how the adversary actually behaves, it provides the worst-case scenario and, in this manner, a 952690 CYRENE PROJECT PARTNERS 31/05/2021 31 A key role in the analysis of such various methods, mainly
empirical, network-based and hybrid ones has the graph theory. Attack Trees or Attack Graphs approaches are well-established, promoting threat scenarios
during the risk assessment process16. In recent years, attack models are a primary tool in risk
assessment of SC heterogeneous and interconnected systems (i.e. SCADA, AIS systems). They
are conceptual diagrams providing possible conceivable attacks, where the root of the tree
illustrates a potential exploit and the leaves provide the various actions to achieve that goal aiming
to point out optimal attack paths (kill chains)17. Shin et al. in their respective research work [48] 17 Nagaraju, Vidhyashree, Lance Fiondella, and Thierry Wandji (2017). “A survey of fault and attack tree
modeling and analysis for cyber risk management”. In: 2017 IEEE International Symposium on
Technologies for Homeland Security (HST), pp. 1–6.DOI: 10.1109/THS.2017.7943455. URL:
http://ieeexplore.ieee.org/document/7943455/ 952690 CYRENE PROJECT PARTNERS 32 31/05/2021 D2.1 – Supply Chain Analysis and Requirements 18 https://ec.europa.eu/digital-single-market/en/eu-cybersecurity-act D2.1 – Supply Chain Analysis and Requirements utilize the theory of random graphs to model interdependent networks and provide a theoretical
analysis of the cascading effects. Most research work of cascading failures in SC networks refers only to single network models
because it is difficult to represent real-world multiple agent network systems of SCs [49]. A
remarkable research work on these grounds is the Medusa approach [50][51] proposing multi-
order dependencies between stakeholders involved in the maritime supply chain, where cyber
threats are estimated in terms of scrutinizing the cascading scenarios modelled by dependency
graphs. The efforts described above can be a starting point to leverage research on the impact of
risks in supply chains. Notwithstanding, there is still a strong need to investigate methods that
focus on SC risk impact analysis and how to facilitate SC stakeholders better comprehend
cascading effects of potential attacks in a vertical manner. 952690 CYRENE PROJECT PARTNERS 31/05/2021 31/05/2021 33 3. EU Certification The general definition and requirements (policy, legal, standards, methodologies, technical)
regarding the security certification will be reviewed in this section. 3.1 Security Certification - EU requirements 3.1 Security Certification - EU requirements 952690 CYRENE PROJECT PARTNERS
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18 https://ec.europa.eu/digital-single-market/en/eu-cybersecurity-act 3.1.2 Security Certification standards addressing EU requirements EU Cybersecurity certification requires formal evaluation of products, services and processes
against a defined set of criteria in order to provide assurance that the products comply with
specified requirements and standards. Each standard specifies one or more level(s) of assurance
(basic, substantial or high), based on the level of risk associated with the intended use of the
product, service or process. ISO/IEC 1540819 and ISO/IEC 1804520 are a pair of international standards for IT systems
security evaluation and certification. ISO 1706521 International Standard focuses on requirements
for the competence, consistent operation and impartiality of the certification bodies evaluating and
certifying products, processes and services. CYRENE focuses on creating solid links and significantly influencing a number of initiatives in the
areas of cybersecurity, data protection and software standardization. Specifically, CYRENE
combines ISO standards in order to build a Conformity Assessment Process for ensuring the
security and resilience of Supply Chain services. D2.1 – Supply Chain Analysis and Requirements In the context of the Cybersecurity Act, Supply Chains are recognized as “global” and the
introduction of certification schemes should lead to reducing market fragmentation. In the context of the Cybersecurity Act, Supply Chains are recognized as “global” and the
introduction of certification schemes should lead to reducing market fragmentation. Furthermore, the Cybersecurity act gives tasks and provides resources to ENISA in order to assist
EU member states in dealing with cyber-attacks. This will be accomplished by enhancing the EU
Member States with an efficient information sharing through the network of Computer Security
Incident Response Teams (CSIRTs) and raising cybersecurity awareness through exercises and
trainings. 3.1.1 Cybersecurity Act - The European certification legal instrument The EU Cybersecurity act18 aims to coordinate a number of certification schemes (e.g., ISO
15408/18045, NCSC) in order to boost the digital single market, scale up the response to cyber-
attacks, improve cyber resilience and increase the trust for consumers of ICT products, services
and processes within the union. The Cybersecurity Act provides a framework for certification schemes based on the following
standards: ISO/IEC 15408, ISO/IEC 18045 and ISO/IEC 17065. These complementary standards
constitute the basis for all cybersecurity evaluation schemes in the cybersecurity act. According to the cybersecurity act, ENISA, the European Union Cybersecurity Agency, is
assigned a central role to establish, support and implement the EU cybersecurity certification
framework. The framework indicates the following requirements for each certification scheme:
A certification scheme is designed to achieve a number of security objectives including
confidentiality, integrity, availability, accountability, non-repudiation of stored, transmitted
and processed data. Design goals of the scheme also include post-incident recovery,
business continuity and identifying known vulnerabilities and dependencies.
A certification scheme may specify one or more assurance levels including basic,
substantial and high. These assurance levels shall be associated with the risk level related
to the intended use of the ICT product, ICT service or ICT process, in terms of the
probability and impact of an incident.
A certification scheme may allow for conformity self-assessment to those ICT related
products, services and processes that present a low risk corresponding to assurance level
‘basic’.
A certification scheme includes a number of other elements such as: scope (products,
services and processes), references to standards (international, European and national
standards), evaluation criteria, conditions for marks or labels, rules concerning
vulnerability disclosure, validity period, conditions for mutual recognition with third
countries.
A certification scheme provides supplementary cybersecurity information. It includes the
guidance and recommendations to assist end-users with the secure configuration,
availability of cybersecurity-related updates, and a reference to online repositories listing
publicly disclosed vulnerabilities that are related to ICT products and services. 31/05/2021 31/05/2021 34 D2.1 – Supply Chain Analysis and Requirements components, which are defined into ISO/IEC 15408-2 and ISO/IEC 15408-3. Finally, it describes
the key concepts of protection profiles (PP), it gives guidelines for the specification of Security
Targets (ST) and the organization of the components throughout the model. components, which are defined into ISO/IEC 15408-2 and ISO/IEC 15408-3. Finally, it describes
the key concepts of protection profiles (PP), it gives guidelines for the specification of Security
Targets (ST) and the organization of the components throughout the model. The security functional requirements, which are described in ISO/IEC 15408-1, establish a
comprehensive catalogue of security functional components that serve as standard templates. These templates are described analytically in ISO/IEC 15408-2 [53] and are a standard way of
expressing the functional requirements for ToEs (Targets of Evaluation). The templates are
organized using a hierarchical structure of classes, families and components. ISO/IEC 15408-2,
also, provides guidance on specifying custom security requirements, where no suitable
predefined security functional templates are in place. Last, the ISO/IEC 15408-3 [54] describes a set of assurance components, which serve as
standard templates for expressing and covering ToEs assurance requirements. The assurance
components are organized into a set of components, families and classes. Also, ISO/IEC 15408-
3 presents the Evaluation Assurance Levels (EALs), which define a scale for rating ToEs
assurance levels. 3.1.2.2 ISO/IEC 18045 ISO/IEC 18045 [55] is a companion standard to the evaluation criteria for IT security defined in
ISO/IEC 15408. This standard defines the minimum actions to be performed by an evaluator in
order to conduct an ISO/IEC 15408 evaluation, using the corresponding criteria and the evaluation
evidence. The target audience for this International Standard is primarily evaluators applying
ISO/IEC 15408 and certifiers confirming evaluator actions, i.e. sponsors and/or developers. It is
considered as a “companion” document, which is helpful mainly for security professionals, which
are involved in evaluating compliance with ISO/IEC 15408. Finally, this standard does not define
evaluator actions for certain high assurance ISO/IEC 15408 components, where there is no
generally agreed guidance yet. 3.1.2.1 ISO/IEC 15408 ISO/IEC 15408 is a guide for the development, evaluation and/or procurement of IT products with
security functionality. It establishes the general concepts of IT product security evaluation,
specifying the requirements for the security functions of IT systems and the assurance measures
applied to them during a security evaluation. The standard consists in three parts. The first part, i.e., ISO/IEC 15408-1 [52], provides an overview of all parts of ISO/IEC 15408
standard. In more details, it defines the general concepts and the principles of IT security
evaluation. It establishes the core concept of the Target of Evaluation (ToE) scheme and refers
to the evaluation criteria. It focuses on the basic security concepts necessary for IT products
evaluation. Also, it defines the permitted functional operations for the functional and assurance 952690 CYRENE PROJECT PARTNERS
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19
https://www.enisa.europa.eu/topics/threat-risk-management/risk-management/current-risk/laws-
regulation/rm-ra-standards/iso-iec-standard-15408
20
https://www.enisa.europa.eu/topics/threat-risk-management/risk-management/current-risk/laws-
regulation/rm-ra-standards/iso-iec-18045
21 https://www.iso.org/standard/46568.html 952690 CYRENE PROJECT PARTNERS
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19
https://www.enisa.europa.eu/topics/threat-risk-management/risk-management/current-risk/laws-
regulation/rm-ra-standards/iso-iec-standard-15408
20
https://www.enisa.europa.eu/topics/threat-risk-management/risk-management/current-risk/laws-
regulation/rm-ra-standards/iso-iec-18045
21 https://www.iso.org/standard/46568.html 31/05/2021 35 3.1.3 The European Cyber Security Certification Schema (EUCC) 3.1.3 The European Cyber Security Certification Schema (EUCC) Securing network and information systems in the European Union has been deemed as a key
objective in an effort to keep the EU online economy functional and secure. ENISA22 contributes
to EU cyber policy, enhances the trustworthiness of ICT products, services and processes with
cybersecurity certification schemes, cooperates with Member States and EU bodies, and helps
Europe prepare for tomorrow’s cyber challenges. The EUCC scheme (Common Criteria based European candidate cybersecurity certification
scheme) looks into the certification of ICT products cybersecurity, based on the Common Criteria,
the Common Methodology for Information Technology Security Evaluation, and corresponding
standards, respectively, ISO/IEC 15408 and ISO/IEC 18045. This scheme will improve the European Union Internal Market conditions for ICT products, and
as a result also have positive effects for ICT services and ICT processes relying on such products. The purpose of the EU cybersecurity certification (EUCC) framework is to establish and maintain
trust and security in cybersecurity products, services and processes. Drawing up cybersecurity
certification schemes at EU level aims at providing criteria to carry out Conformity Assessments
to establish the degree of adherence of products, services and processes against specific
requirements. Users and service providers alike, need to be able to determine the level of security
assurance of the products, services and processes they procure, make available or use. The EU cybersecurity certification framework lays down the procedure for the creation of EU
cybersecurity certification schemes, covering ICT products, services and processes. Each
scheme will specify one or more level(s) of assurance (basic, substantial or high), on the basis of
the level of risk associated with the envisioned use of the product, service or process. It serves
the purpose of providing notice and assurance to users about the level of conformity against
stated requirements. EU cybersecurity certification schemes serve as the vehicle to convey such
requirements from the EU policy level to the industry service provision level and further to the
users and conformity assessment bodies. Cybersecurity certification requires the formal evaluation of products, services and processes by
an independent and accredited body against a defined set of criteria, standards, and the issuing
of a certificate indicating conformance; as such cybersecurity certification plays a key role in
increasing trust and security in products, services and processes. 952690 CYRENE PROJECT PARTNERS
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22 ENISA EUCC Cybersecurity Certification: https://www.enisa.europa.eu/publications/cybersecurity-
certification-eucc-candidate-scheme D2.1 – Supply Chain Analysis and Requirements 3.1.2.3 ISO/IEC 17065 The overall goal of certifying products, processes or services is to give confidence to all interested
parties that a product, process or service fulfills specified requirements. ISO17065 standard [56]
contains requirements for the competence, consistent operation and impartiality of product,
process and service certification bodies. Certification bodies operating under this International
Standard do not have to offer all types of products, processes and services certification. In this
International Standard, the term “product” can be read also as a “process” or “service”. This International Standard specifies requirements that should be met to ensure that certification
bodies operate certification schemes in a competent, consistent, and impartial manner. This
International Standard can be used as a criteria document for accreditation or peer assessment
or designation by governmental authorities, scheme owners and others. The requirements should
be considered as general criteria for certification bodies operating product, process, or service
certification schemes. Of course, they may have to be adjusted and/or empowered when specific
industrial or other sectors make use of them. 952690 CYRENE PROJECT PARTNERS 31/05/2021 31/05/2021 36 D2.1 – Supply Chain Analysis and Requirements functionalities. Where any such evaluation activities are not appropriate, substitute evaluation
activities with equivalent effect shall be undertaken. A European cybersecurity certificate that refers to assurance level ‘high’ shall provide assurance
that the ICT products, ICT services and ICT processes for which that certificate is issued meet
the corresponding security requirements, including security functionalities, and that they have
been evaluated at a level intended to minimise the risk of state-of- the-art cyberattacks carried
out by actors with significant skills and resources. The evaluation activities to be undertaken shall
include at least the following: a review to demonstrate the absence of publicly known
vulnerabilities; testing to demonstrate that the ICT products, ICT services or ICT processes
correctly implement the necessary security functionalities at the state of the art; and an
assessment of their resistance to skilled attackers, using penetration testing. Where any such
evaluation activities are not appropriate, substitute activities with equivalent effect shall be
undertaken. A European cybersecurity certification scheme may specify several evaluation levels depending
on the rigor and depth of the evaluation methodology used. Each of the evaluation levels shall
correspond to one of the assurance levels and shall be defined by an appropriate combination of
assurance components. Certification under this scheme shall cover the assurance levels
‘substantial’ and ‘high’ of the CSA. A user of certified products or an applicant to certification shall decide against which security
objectives he/she decides to evaluate the ICT product(s) and select the applicable requirements,
either in a Protection Profile or a Security Target of the individual ICT product. ENISA may provide
associated guidance for this selection, based on risk assessment methods or tools. 3.1.3 The European Cyber Security Certification Schema (EUCC) As per Article 52.6 A European cybersecurity certificate that refers to assurance level ‘substantial’
shall provide assurance that the ICT products, ICT services and ICT processes for which that
certificate is issued meet the corresponding security requirements, including security
functionalities, and that they have been evaluated at a level intended to minimize the known
cybersecurity risks, and the risk of incidents and cyberattacks carried out by actors with limited
skills and resources. The evaluation activities to be undertaken shall include at least the following:
a review to demonstrate the absence of publicly known vulnerabilities and testing to demonstrate
that the ICT products, ICT services or ICT processes correctly implement the necessary security 31/05/2021 37 D2.1 – Supply Chain Analysis and Requirements manufacturing and transportation sector, those use cases from the FISHY project may be used
as external Supply Chain pilot scenarios. manufacturing and transportation sector, those use cases from the FISHY project may be used
as external Supply Chain pilot scenarios. Most companies developing ICT solutions require the integration or synergy of other ICT
components developed by third parties. This can represent a high security risk, making the
verification of potential vulnerabilities more difficult. The EU-funded BIECO project24 is working
on a holistic framework composed of a set of tools and methodologies that will address the
challenges related to vulnerability and risk management, resilience and auditing of complex
systems on the level of the ICT supply chain. On the other side, CYRENE will improve the trust
of the consumer through the development of an innovative certification schema and a clear and
structured Conformity Assessment across all levels of a Supply Chain provision. Cloud computing is an essential element of innovative economies. Despite trust-building efforts,
the adoption of cloud computing is limited. A lack of security and transparency is the reason for
the slow uptake. European cloud service providers (CSPs) still face multiple challenges for
certifying their services. The EU-funded MEDINA project25 will work to counter this trend. It will
propose a framework for achieving a continuous audit-based certification for cloud service
providers, complying with the EU Cybersecurity Act. The project will also address the definition
and assessment of technical and organizational measures, security testing, machine-readable
certification language and audit evidence management. Medina framework will be based on
European Cybersecurity Certification Scheme for Cloud Services (EUCS). Currently certification
schemes are expressed using natural language so MEDINA proposes to transform this certification
language into a machine-readable expression. Results of this effort may be utilized on the schema
which will be developed inside the CYRENE approach and which is also based on EUCC as that
EUCS schema. Parallel with the demand for autonomous Cyber-Physical Systems (CPSoS), grows the need for
advanced certification mechanisms that can improve their security posture without compromising
their safety. Existing validation methods require exhaustive offline testing of every possible state
scenario prior to fielding the system. The EU-funded ASSURED project26 is introducing an
innovative, formally verified runtime assurance framework for securing CPS Supply Chains. 3.1.4 R&D certification projects and EU initiatives The European Commission declared cybersecurity as a top priority of the digital and connected
Europe and cybersecurity presents an important part of the Commission’s research and
innovation funding framework programmes, Horizon 2020 and its successor Horizon Europe. CYRENE will make a direct contribution to the strengthening of the EU’s cybersecurity capacity
through collaboration with the winning pilot projects of the 2018 and 2019 Horizon 2020
cybersecurity call. In this section, we have listed several projects dealing with various aspects of
cybersecurity in supply chains. FISHY23 is one of the projects aiming to design and develop a solution for cyber resiliency
provisioning supporting security assurance and certification management, trust management,
data and privacy management and the proper orchestration of their related functional
components. An evidence-based security assurance and certification methodology identifying
security claims and metrics will be developed which draws similarity to the CYRENE approach. FISHY will make validation and demonstration of the framework on three use cases from different
sectors, including agriculture, manufacturing and transportation. Taking into account that
CYRENE will also validate its Conformity Assessment process on pilot use cases dealing with the 23 https://fishy-project.eu/ 952690 CYRENE PROJECT PARTNERS 31/05/2021 38 D2.1 – Supply Chain Analysis and Requirements CONCORDIA27 addresses the current fragmentation of security competence by networking
diverse competencies into a leadership role via a synergistic agglomeration of a pan-European
Cybersecurity Center. CONCORDIA is trying to build a community of strong cooperation between
all stakeholders, understanding that all stakeholders have their KPIs, bridging among them, and
fostering the development of IT products and solutions along the whole supply chain. Technologically, it projects a broad and evolvable data-driven and cognitive E2E Security
approach for the ever-complex ever-interconnected compositions of emergent data-driven cloud,
IoT, and edge-assisted ICT ecosystems. CONCORDIA27 addresses the current fragmentation of security competence by networking
diverse competencies into a leadership role via a synergistic agglomeration of a pan-European
Cybersecurity Center. CONCORDIA is trying to build a community of strong cooperation between
all stakeholders, understanding that all stakeholders have their KPIs, bridging among them, and
fostering the development of IT products and solutions along the whole supply chain. Technologically, it projects a broad and evolvable data-driven and cognitive E2E Security
approach for the ever-complex ever-interconnected compositions of emergent data-driven cloud,
IoT, and edge-assisted ICT ecosystems. The SPARTA28 proposal brings together a unique set of actors at the intersection of scientific
excellence, technological innovation, and societal sciences in cybersecurity. Strongly guided by
concrete and risky challenges, it will set up unique collaboration means, leading the way in
building transformative capabilities and forming world-leading expertise centers. Through
innovative governance, ambitious demonstration cases, and active community engagement,
SPARTA aims at re-thinking the way cybersecurity research is performed in Europe across
domains and expertise, from foundations to applications, in academia and industry. CYRENE will
collaborate with CONCORDIA and SPARTA for knowledge transfer as well as to strengthen the
EU's cybersecurity capacity. CyberSec4Europe29 aims to boost defenses within the vertical sectors of digital infrastructure,
finance, government, transport, health, and smart cities. The project utilizes practical experience
gained during CyberSec4Europe to develop a specialized roadmap and recommendations for the
implementation of network competence. CyberSec4Europe project has identified seven key
research and innovation demonstration cases covering a wide spectrum of prominent research
areas in both the public and private sectors. Among the demonstration cases are Supply Chain
security assurance and maritime transport which are of special interest to CYRENE. The
main objective of the project is to develop highly automated middleware for the secure
configuration, management of edge devices, processes and safety-critical software components. The ASSURED project will identify and implement a reactive, runtime risk assessment model
which will enable the dynamic assessment and forecast of individual, cumulative and propagated
risks, taking into account the representation of assets along with their dependencies, the
associated threats and vulnerabilities and the potential cascading effects. The ASSURED
framework will mainly focus on certification of supply chains including IoT devices while CYRENE
will take into consideration certification of individual devices but also, certification of whole
infrastructure and assets of the Supply Chain as well certification of business perspectives of
Supply Chain. 952690 CYRENE PROJECT PARTNERS
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24 https://www.bieco.org/
25 https://cordis.europa.eu/project/id/952633
26 https://www.project-assured.eu/ 31/05/2021 31/05/2021 39 D2.1 – Supply Chain Analysis and Requirements generic IoT framework for real-time monitoring of the traffic exchanged through heterogeneous
IoT platforms within the IoT network. The aim of the SerIot platform is to recognize suspicious
patterns, evaluate them and finally to decide on the detection of a security leak, privacy threat
and abnormal event detection, while offering parallel mitigation actions that are seamlessly
exploited in the background. Large-scale pilots can test SerIoT technology in various use cases
including intelligent transport and surveillance, flexible manufacturing within Industrie 4.0 and
other emerging domains such as food chain & logistics, m-Health (both at Home & in Hospitals
business scenarios) and energy (smart grid). CYRENE will consider security solutions developed
in SerIoT, specifically regarding the protection of IoT devices and communications, as these are
important sub-components of the CYRENE Conformity Assessment framework. In addition, there exists a set of EU bodies and initiatives related to cybersecurity improvement
and certification schemes development, that are of interest. DIGITALEUROPE32 represents a regulatory environment, the leading trade European
association, that concerns digitally transforming industries. Its goal is to contribute to both the
development and implementation of relevant EU policies, as well as to shape industry policy
positions on relevant legislative matters. It implies a wide variety of businesses, corporations and
national trade associations and partnerships with European institutions. One of its policy areas is
cybersecurity, with a focus on the proposed Cybersecurity Act, with the aim to create a
harmonized EU market for cybersecurity certification schemes, and on the implementation of the
Directive on the security of network and information systems - the NIS directive33. The NIS
directive is the first representative of EU cybersecurity legislation, with the aims to enhance
cybersecurity across Europe and create and strengthen a Computer Security Incident Response
Team (CSIRT) Network. The NIS directive is a central deliverable within the EU Cyber Security
Strategy, that tends to harmonize a framework for evolving of three different aspects of
cybersecurity. The Digital Agenda for Europe (DAE)34 defined the key enabling role that the use of ICTs had to
play in order to make Europe succeed in its goals. The Digital Market Strategy is built on three
pillars: providing better access for consumers and businesses to digital goods and services across
Europe, creating the right conditions for digital networks and services to flourish, and maximizing
the growth potential of the digital economy. ECHO30 is one of the projects supported by the European Commission with the objective of
connecting and sharing knowledge across multiple domains to develop a common cybersecurity
strategy for Europe. The project will develop a European Cybersecurity ecosystem, to support
secure cooperation and development of the European market, as well as to protect the citizens
of the European Union against cyber threats and incidents. One of ECHO’s main objectives is the
development of ECHO Security Certification Scheme: Development of sector specific security
certification needs within the EU Cybersecurity Certification Framework from ENISA. CYRENE
will make key advances comparing to ECHO. Specifically, it will contribute to a comprehensive
cybersecurity conformity assessment framework for SCs viewed as a whole, i.e., a complex
system with business, infrastructure, and individual devices levels. The secure SerIoT platform is a key step that can be used to implement secure IoT platforms and
networks anywhere and everywhere. The SerIoT project31 develops, implements and tests a 952690 CYRENE PROJECT PARTNERS
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27 https://www.concordia-h2020.eu/
28 https://www.sparta.eu/
29 https://cybersec4europe.eu/
30 https://echonetwork.eu/
31 https://seriot-project.eu/ 31/05/2021 31/05/2021 40 The European Cyber Security Organization (ECSO)35 is a fully self-financed non-for-profit
organization. ECSO is the privileged partner of the European Commission for the implementation
of the Cybersecurity Public-Private Partnership (PPP), and it also unites European Cybersecurity
stakeholders. The main aims of ECSO include the coordination of the development of the
European Cybersecurity Ecosystem, the support to protecting European Digital Single Market
and the contribution to the advancement of European digital sovereignty and strategic autonomy. ECSO has collaborations with different European Agencies and Bodies, such as ENISA. 952690 CYRENE PROJECT PARTNERS
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32 https://www.digitaleurope.org/
33 https://enisa.europa.eu/topics/nis-directive
34 https://www.europarl.europa.eu/factsheets/en/sheet/64/digital-agenda-for-europe
35 https://ecs-org.eu/ 952690 CYRENE PROJECT PARTNERS 31/05/2021 31/05/2021 31/05/2021 41 D2.1 – Supply Chain Analysis and Requirements CEN-CENELEC-ETSI Cyber Security Coordination Group (CSCG)45 is dedicated to provide
strategic advice in the field of IT security, Network and Information Security (NIS) and
cybersecurity (CS). It was created in 2011. In 2016, it was converted to CEN-CENELEC Focus
Group on Cybersecurity. The aim is to prepare a European roadmap on cybersecurity
standardization, while providing active support on global initiatives on cybersecurity standards. CEN-CENELEC-ETSI Cyber Security Coordination Group (CSCG)45 is dedicated to provide
strategic advice in the field of IT security, Network and Information Security (NIS) and
cybersecurity (CS). It was created in 2011. In 2016, it was converted to CEN-CENELEC Focus
Group on Cybersecurity. The aim is to prepare a European roadmap on cybersecurity
standardization, while providing active support on global initiatives on cybersecurity standards. The aim is to prepare a European roadmap on cybersecurity
standardization, while providing active support on global initiatives on cybersecurity standards. 45
https://www.cencenelec.eu/standards/Sectorsold/DefenceSecurityPrivacy/Security/Pages/Cybersecurity.a
spx
46 https://sogis.org/ D2.1 – Supply Chain Analysis and Requirements Regarding Public Private Partnerships (PPPs), the representatives that are relevant as
collaborators include: Big Data Value Association (BDVA)36, ARTEMIS industry association37 and
ECSEL Joint association38. Regarding Public Private Partnerships (PPPs), the representatives that are relevant as
collaborators include: Big Data Value Association (BDVA)36, ARTEMIS industry association37 and
ECSEL Joint association38. European Competence Network of Cybersecurity Centers of Excellence39 strives to retain and
develop the cybersecurity technological and industrial capacities of EU. Its goals include securing
EU Digital Single Market and strengthening and sustaining the cybersecurity competence of
Europe. It comprises four EU pilot projects: CONCORDIA, ECHO, SPARTA and
CyberSec4Europe, with the aim to prepare the European Cybersecurity Competence Network. The ENISA40 is oriented towards achieving a high common level of cybersecurity across Europe. ENISA contributes to EU cyber policy and cybersecurity certification schemes, and also plays a
key role in supporting the collaboration between cybersecurity stakeholders and institutions and
agencies. The EU Cybersecurity Act41 establishes an EU-wide cybersecurity certification
framework, and also strengthens the role of ENISA, as it grants a permanent mandate to the
agency. ENISA has also announced the creation of the Stakeholders Cybersecurity Certification
Group (SCCG)42. Its aim is to focus on strategic issues regarding cybersecurity certification, to
assist in preparation of the Union rolling work programme and also to create market-driven
certification schemes. The regulation on electronic identification and trust services for electronic transactions in the
internal market - eIDAS Regulation (Regulation (EU) N°910/2014)43 provides a predictable
regulatory environment for enabling secure and seamless electronic interactions. It creates a
European internal market for electronic trust services. The GSMA IoT Security Guidelines and Assessment44 represents a European standard
organization. It is oriented towards a set of IoT Security Guidelines, supported by an IoT Security
Assessment scheme. It promotes best practices for the security of IoT services and a mechanism
for security measures evaluation. 952690 CYRENE PROJECT PARTNERS
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36 https://www.bdva.eu/
37 https://artemis-ia.eu/
38 https://www.ecsel.eu/
39 https://cybercompetencenetwork.eu/
40 https://enisa.europa.eu
41 https://ec.europa.eu/digital-single-market/en/news/eu-cybersecurity-act-brings-strong-agency-
cybersecurity-and-eu-wide-rules-cybersecurity
42 https://ec.europa.eu/digital-single-market/en/stakeholder-cybersecurity-certification-group
43 https://ec.europa.eu/futurium/en/content/eidas-regulation-regulation-eu-ndeg9102014
44 https://www.gsma.com/iot/iot-security/iot-security-guidelines/ 42 D2.1 – Supply Chain Analysis and Requirements
CEN-CENELEC-ETSI Cyber Security Coordination Group (CSCG)45 is dedicated to provide
strategic advice in the field of IT security, Network and Information Security (NIS) and
cybersecurity (CS). It was created in 2011. In 2016, it was converted to CEN-CENELEC Focus
Group on Cybersecurity. D2.1 – Supply Chain Analysis and Requirements Various examples of certificates issued by a National Authority with claims of compliance against
Common Criteria may be found online47. One of them relates to mobile ID software solution
developed by company Thales48. This software enables citizens to securely log on to public and
private eServices and to smoothly prove who they are online while guaranteeing data protection
and privacy. The Gemalto Mobile ID software has demonstrated a level of resistance to the most
advanced security penetration tests against mobile applications. Security tests on the Gemalto
mobile ID software were performed by the internationally renowned testing laboratory “Brightsight”
under the supervision of the NSCIB (Netherlands Scheme for Certification in the Area of IT
Security), in cooperation with of The Netherlands Ministry of Interior and Kingdom Relations. 3.1.5 Examples of Certificates A certificate contains the most relevant information for the identification of the product and the
assurance level obtained. It should include a unique identifier established by the issuer of the
certificate, information related to the certified ICT product and its manufacturer or provider,
information related to the evaluation and certification of the ICT product. The certificate is only related to the cybersecurity certification requirements of the product at the
moment of issuance of the certificate. It is not related to the product itself. It only expresses that
the cybersecurity related material and information of the product meets the requirements of this
certification related information. There may exist different options to claim that a product, system or services complies with
cybersecurity certification requirements. Some examples of certificates can be:
self-declaration without any assessment,
self-declaration based upon a self-assessment or a voluntary third-party assessment,
self-declaration based upon a self-assessment or a voluntary third-party assessment,
accredited certificate based upon a third-party assessment (in-house or extern
certificate issued by a National Authority based upon a third-party assessmen ate issued by a National Authority based upon a third-party assessment (external) Common Criteria certifications enable an objective evaluation to validate that a particular product
or system satisfies a defined level of robustness. It not only provides assurance that the process
of specifying and implementing a secure solution has been rigorously conducted, but also that
the solution has reached the expected level of trust for final use. In order to obtain Common Criteria certification, vendors have to complete several steps. First,
they must provide a Security Target description including an overview of the product and its
security features as well as an evaluation of potential security threats and a self-assessment. Second, organizations must find an independently-licensed laboratory to evaluate their product
and determine if it meets security properties to a satisfactory level. If the product passes the
evaluation, certification of the security properties of the product is issued by various Certificate
Authorizing Schemes. These certificates are recognized by all the members of the CCRA and
groups such as SOG IS46. 45 952690 CYRENE PROJECT PARTNERS 31/05/2021 43 47 https://www.commoncriteriaportal.org/products/ 952690 CYRENE PROJECT PARTNERS
44
31/05/2021
p
p
g p
48 Gemalto Advanced Whitebox PKI SDK for Android v1.0.1.300,
https://www.commoncriteriaportal.org/files/epfiles/Certification%20Report%20NSCIB-CC-230855-CR.pdf
49 https://ec.europa.eu/growth/single-market/goods/building-blocks/conformity-assessment_en D2.1 – Supply Chain Analysis and Requirements
Security by design – the SC provider shall design and pre-configure the delivered product so
as that functionalities are based on well-established security practices and are reduced to the
strict minimum required for system operations;
Security by design – the SC provider shall design and pre-configure the delivered product so
as that functionalities are based on well-established security practices and are reduced to the
strict minimum required for system operations;
Least privilege – the SC provider shall design and pre-configure the product according to the
least privilege principle, whereby administrative rights are only used when absolutely
necessary, sessions are technically separated and all accounts will be manageable
Strong authentication – the SC shall provide and support strong authentication mechanisms
for all accounts. If authentication is unsuccessful the product shall not allow any user specific
activities to be performed;
Strong authentication – the SC shall provide and support strong authentication mechanisms
for all accounts. If authentication is unsuccessful the product shall not allow any user specific
activities to be performed;
Asset protection – the SC shall provide an adequate level of protection for critical information
assets during storage and transmission; ection – the SC shall provide an adequate level of protection for critical information
ing storage and transmission;
Supply chain integrity – the supply chain provider should provide means to ensure that the
SC is genuine, cannot be tainted during operation, and its integrity is warranted throughout
the SC’s lifecycle. Currently this requirement can be technically fulfilled only partly;
Documentation transparency – the SC provider shall offer comprehensive and
understandable documentation about the overall design of the SC, describing its architecture,
functionalities and protocols, their realisation in hardware or software components, the
interfaces and interactions of components with each other and with internal and external
services, in order to be able to implement and use the product in the most secure way
possible. 3.2.2 Target of Evaluations (ToE) - Security & Assurance Requirements
3 2 2 1 ToE Description 3.2.2 Target of Evaluations (ToE) - Security & Assurance Requirements 3.2.2.1 ToE Description 3.2.1 Basic Concepts and Requirements The basic concept of the Supply Chain Conformity Assessment process is based on the general
frame, within the scope of the conformity definition, which contains several abstract categories
based on the EU Commission single market for goods regulation49 . In order for a product to be
placed in the market, several conformity assessment steps need to be followed. These steps
include a demonstration that all of the legislative requirements are met by the product testing,
inspection and certification of the product, and making sure that the procedure for each product
is specified in the applicable product legislation. The same steps are also required for SC, not from a product perspective, but that of a collection
of processes, products and services. CYRENE will evolve conformity assessment processes by
meeting the same steps having a supply chain as a constant instead of an individual product, and
based on the steps taken, new requirements will derive from the entities involved. A preliminary step in that procedure is to identify the non-specific requirements, initially described
in the first phase of the CYRENE. As proposed, the CYRENE requirements phase is building
upon the proposed baseline security requirements that are included in the ENISA report [9][9]. Such security requirements are: (a) Security by design; (b) Least privilege (c) Strong
authentication (d) Asset protection (e) Supply chain integrity (f) Documentation transparency; (g)
Quality management (h) Service continuity (i) Conformance to law (j) initial planning of operational
and technical measures and controls. Following the abstract requirement sections, a more detailed view of the processes should contain
the following specifications. 44 Providing one or more use case scenario(s), can be really helpful for the
documentation transparency procedure;
Quality management – the SC provider shall be able to provide evidence that a managed
security by design approach has been adopted, including documented secure software
development, quality management and information security management processes;
Service continuity – the SC provider shall guarantee support throughout the agreed lifetime
of the product such that the system can work as agreed and is secure;
Conformance to law – the SC provider shall accept that all contracts (including those with
subcontractors) are conforming to the legal requirements in place;
Data usage restriction – the SC provider shall explicitly declare, justify and document, context
and purpose wise, all data collection and processing activities that take or may take place,
including relevant legal obligations stipulating them.
Data usage restriction – the SC provider shall explicitly declare, justify and document, context
and purpose wise, all data collection and processing activities that take or may take place,
including relevant legal obligations stipulating them. CYRENE will take into consideration the aforementioned general requirements and extend them
to provide more specific requirements for conformity assessments which will be carried out in
deliverable D2.2 “A Cybersecurity Certification proposed Scheme for Supply Chain Services”. CYRENE will take into consideration the aforementioned general requirements and extend them
to provide more specific requirements for conformity assessments which will be carried out in
deliverable D2.2 “A Cybersecurity Certification proposed Scheme for Supply Chain Services”. D2.1 – Supply Chain Analysis and Requirements Conformity assessment of the ToE is defined as the procedure followed to evaluate whether spec-
ified requirements relating to the ToE have been fulfilled50. Thus, according to ISO/IEC 15408-151
and ETSI TS 102 165-1 v5.2.3 (2017-10)52, it is required to clearly define what the ToE is and
specify its security aspects. ToE shall be the ICT product (equipment, device, asset, process or service) as a whole or the
elements of the ICT product. As far as ISO/IEC 15408 is concerned, the precise relation between
the ToE and any IT products is important in only one aspect: the evaluation of a ToE containing
only a part of an IT product should not be misrepresented as an evaluation of the entire IT prod-
uct. For the purposes of this project, ToE is defined as an interconnected set of resources and pro-
cesses that begins with the sourcing of raw material and extends through the delivery of products
or services to the end-user across the modes of transport. Thus, in the case of CYRENE, a ToE
is a Supply Chain Service (SCS) that may involve many SCS business partners (vendors, manu-
facturing facilities, logistics providers, internal distribution centers, distributors, wholesalers, au-
thorities and other entities) that contribute to reach the end user8 (provision of the SCS). 3.2.2.1 ToE Description In this section we provide the basic concepts and interrelation of the terms which are necessary
for certification processes. The specification of these terms in the CYRENE will be provided
in D.2.2. As shown in the Glossary (Appendix A – Glossary and Examples ), according to the ISO15408 a
ToE is a set of software, firmware, hardware and/or process which is subject to a security evalu-
ation in which it is assessed against security requirements (conformity assessment). 952690 CYRENE PROJECT PARTNERS 31/05/2021 45 3.2.2.2 Security environment The security environment includes all the security aspects of the environment in which the asset
is intended to be used. For the purposes of this project, the security environment contains any
aspects related to the security of the processes, assets, techniques, and technologies associated
with the ToE, i.e. the supply chain service53. The key elements of the security environment are the following51:
Security assumptions: the intended use of the implementation of the ToE;
Assets: the assets that are to be protected, i.e., the ToE itself; the components that com-
prise the ToE and all the assets with which the ToE under analysis will interact with;
Threats and threat agents: a set of threats (threat scenarios) that are relevant to
operation of the ToE; the threat agents that will be used to enact the identified thre
Organizational security policies: a security policy is expressed by a set of controls that
address all the security functional requirements to be implemented by a ToE. In our case the above issues will be specified in D.2.2 for the CYRENE case where the ToE is a
SCS. 50 https://eur-lex.europa.eu/eli/reg/2019/881/oj
51 https://www.iso.org/standard/50341.html
52 https://www.etsi.org/deliver/etsi_ts/102100_102199/10216501/05.02.03_60/ts_10216501v050203p.pdf
53 ENISA report (2015) “Supply Chain Integrity: An overview of the ICT supply chain risks and challenges,
and
vision
for
the
way
forward”,
v.1.1,
August
2015. Online
available:
https://www.enisa.europa.eu/publications/sci-2015 50 https://eur-lex.europa.eu/eli/reg/2019/881/oj
51 https://www.iso.org/standard/50341.html
52 https://www.etsi.org/deliver/etsi_ts/102100_102199/10216501/05.02.03_60/ts_10216501v050203p.pdf
53 ENISA report (2015) “Supply Chain Integrity: An overview of the ICT supply chain risks and challenges,
and
vision
for
the
way
forward”,
v.1.1,
August
2015. Online
available:
https://www.enisa.europa.eu/publications/sci-2015 952690 CYRENE PROJECT PARTNERS
46
31/05/2021
52 https://www.etsi.org/deliver/etsi_ts/102100_102199/10216501/05.02.03_60/ts_10216501v050203p.pdf
53 ENISA report (2015) “Supply Chain Integrity: An overview of the ICT supply chain risks and challenges,
and
vision
for
the
way
forward”,
v.1.1,
August
2015. Online
available:
https://www.enisa.europa.eu/publications/sci-2015 53 ENISA report (2015) “Supply Chain Integrity: An overview of the ICT supply chain risks and challenges,
and
vision
for
the
way
forward”,
v.1.1,
August
2015. Online
available:
https://www.enisa.europa.eu/publications/sci-2015 46 31/05/2021 D2.1 – Supply Chain Analysis and Requirements D2.1 – Supply Chain Analysis and Requirements 3.2.2.4 Security requirements The distinction between security objectives and security requirements is of great importance. An
objective is the expression of what a security system should be able to do in very broad terms
while a requirement is a more detailed specification of how an objective is achieved. More than
one requirement could be fulfilled in order to meet one objective. In ETSI TVRA methodology,
indicative examples are presented in order to better apprehend this distinction between these two
similar terms. The security requirements consist of two categories of requirements: a) the security functional requirements (SFRs) a) the security functional requirements (SFRs) b) the security assurance requirements (SARs) b) the security assurance requirements (SARs) 3.2.2.3 Security objectives A set of security objectives need to be satisfied by the ToE in response to the defined security
problem. The security objectives that are to be fulfilled by a ToE should be clearly defined and
evaluated in the conformity assessment process. Different definitions for the security objectives have been presented in the bibliography. Based on
ISO 28000:2007, a security objective is defined as a specific outcome or achievement required
for security in order to comply with the security management policy. It is essential that such out-
comes are linked either directly or indirectly to the provision of products, or services delivered by
the overall business to its customers or end-users. The ETSI TVRA methodology defines the
security objectives of both the asset and its environment. These objectives are expected to cover
the assumptions, identified threats and policies that need to be addressed as described in 3.2.2.2
Security environment. An indicative example of security objectives to be set for the SCS-ToE, as defined in this project,
could be to ensure the integrity of all SCS processes or the authenticity of the SCS data ex-
changed between the SCS-business partners. Security Functional Requirements (SFR) Security functional requirements are a set of requirements specified in the basic security standard
and an indication of where in the standard the detailed requirement can be found. In CC, SFRs
are defined as the translation of the security objectives for the ToE into a standardized language. The implementation of functional requirements addresses threats of counterfeited or tainted prod-
ucts and components. 3.2.3 Methodologies for CAs In order to apply the Threat Vulnerability Risk Analysis (TVRA), a specific method has been
developed, which consists of a systematic re-evaluation of undesirable events that need to be
prevented in a given system. In order to succeed in doing this evaluation, one needs to identify the assets that compose the
system and the associated weaknesses, as well as the threats and the threat agents that might
attack the system. After that, the procedure to follow includes a modelling of the likelihood and
the impact of the potential attacks on the system’s vulnerabilities so as to determine the risk to
which the system is exposed. A system includes assets such as physical, human and logical ones. Those identified assets may
have weaknesses that can potentially be attacked by threat agents who enact a threat. This
results into breaking some of the initially defined security objectives. When the TVRA is applied,
several countermeasures are put in place, whose goal is to protect the assets against threats
related to vulnerabilities, by reducing the risk. The TVRA method repeatedly identifies the assets of a given system and the relationships
between them. For each one of the assets, a weakness might be established and an assessment
of how practical an attack is to be mounted as well as its potential resulting risk. The method
process is explained in 10 steps, as follows: 1. Identification of the Target of Evaluation (ToE) resulting in a high-level description
of the main assets of the ToE and the ToE environment and a specification of the
goal, purpose and scope of the TVRA
At first, it is essential to clearly define the scope, purpose and goal of the analysis. The
Target of Evaluation (ToE) and its environment must be described, representing a “system
under standardization”. This description might as well include information of the system
architecture, its relevant applications, information flows and possible attack surfaces. 2. Identification of the objectives resulting in a high-level statement of the security
aims and issues to be resolved
What matters at this stage is to identify the security objectives in terms of user protection
to be given. If those objectives are unknown, it is highly difficult to come up with security
requirements and the TVRA would not be fruitful. D2.1 – Supply Chain Analysis and Requirements could allow to testing if attackers are able to violate the SFRs. In particular, the Vulnerability as-
sessment class addresses the possibility of exploitable vulnerabilities introduced in the develop-
ment or the operation of the ToE. The assessment of development vulnerabilities is covered by
the AVA_VAN assurance family. could allow to testing if attackers are able to violate the SFRs. In particular, the Vulnerability as-
sessment class addresses the possibility of exploitable vulnerabilities introduced in the develop-
ment or the operation of the ToE. The assessment of development vulnerabilities is covered by
the AVA_VAN assurance family. y
Cases where the security problem description mentions threats where the threat agent is very
capable, and a low (or no) Vulnerability analysis (AVA_VAN) are included in the SARs. Security Assurance Requirements (SAR) Based on CC, SARs provide a description of how assurance is to be gained that the ToE meets
the SFRs [ISO/IEC 15408-1:2009 (CC)]. Evaluation Assurance Level (EAL) is a scale for meas-
uring assurance for component ToE. In ETSI TVRA methodology, asset security assurance re-
quirements provide an indication of the EAL that an implementation of the base security standard
could be expected to meet. p
From the Evaluation service level summary as specified in ISO/IEC 15408, Vulnerability Analysis
is the assurance class that will be used in this project. This assessment deals with threats and 952690 CYRENE PROJECT PARTNERS 31/05/2021 47 3.2.3 Methodologies for CAs For most of the telecommunication
services, there is a series of technical security issues in which these objectives can be
categorized into:
Fraud charging
Privacy protection
Service availability guarantee 952690 CYRENE PROJECT PARTNERS 31/05/2021 31/05/2021 48 D2.1 – Supply Chain Analysis and Requirements 3. Identification of the functional security requirements, derived from the objectives
from step 2
Based on the system objectives identified in step 1, this step aims at identifying the
functional security requirements that can be either security or assurance requirements.
For this step it might be wise to use the ISO/IEC 15408-2 [i 28] requirements 3. Identification of the functional security requirements, derived from the objectives
from step 2
Based on the system objectives identified in step 1, this step aims at identifying the
functional security requirements that can be either security or assurance requirements. For this step, it might be wise to use the ISO/IEC 15408-2 [i.28] requirements. Based on the system objectives identified in step 1, this step aims at identifying the
functional security requirements that can be either security or assurance requirements. y
q
y
q
s step, it might be wise to use the ISO/IEC 15408-2 [i.28] requirements. 4. Systematic Inventory of the assets as refinements of the high-level asset
descriptions from step 1 and additional assets as a result of steps 2 and 3
For step 4, the assets are classified and it is vital to identify the nature of the assets that
the system includes as well as the complexity of the technology comprised in their
construction. The assets are identified in three categories:
physical assets, such as equipment
human assets and
logical assets (information stored in and handled by the physic
logical assets (information stored in and handled by the physical assets) We can consider that an asset is at risk when a weakness related to it exists and a viable
threat is present. The gravity of the vulnerability will depend on the value that is attributed
to the asset and the probability of the weakness to be abused by a threat. The evaluation
must be repeated until no assets can be identified. The relations of the asset have to be
identified in what concerns its affiliation to the system and to other assets (parent-child-
sibling relationships that might exist). What really is important is to calculate the impact on the system after a successful attack. The asset impact can be of different level of severity (low, medium, high) according to the
harm the attack has on the system, as seen in Table 1. Impact
Explanation
Value
Low
The concerned party is not harmed very
strongly; the possible damage is low. 1
Medium
The
threat
addresses
the
interests
of
providers/subscribers and cannot be neglected. 2
High
A basis of business is threatened and severe
damage might occur in this context. 3
Table 1 - Impact on assets after a successful attack. D2.1 – Supply Chain Analysis and Requirements A successful attack needs a well-elaborated attack method. A successful attack method
needs to be practical and in order to evaluate its practicality, the following factors shall be
analyzed in order to determine the weight of the attack potential that is needed to take
advantage of a vulnerability: • System knowledge. • Time. • Time. • Expertise. • Opportunity. • Equipment. Threat agents need to be identified as well. Threat agents consist of entities that act
maliciously on the system’s assets. The extent to which a threat agent is motivated and
capable of mounting a successful attack, differs according to the agent. The threat agent’s capability combined with their motivation, gives us the level of the
threat. We define capability of the threat agent, the level of technical sophistication of the
threat, and motivation the extent to which the agent wants to attack and compromise a
given asset or a group of them. Table 2 shows the mapping of both: Motivation
Capability
Very Little
Little
Limited
Significant
Formidable
Very
low
(indifferent)
Negligible
Negligible
Low
Low
Low
Low
(curious)
Negligible
Negligible
Low
Low
Moderate
Medium
(interested)
Negligible
Low
Moderate
Severe
Severe
High
(committed)
Low
Low
Moderate
Severe
Critical
Very
high
(focused)
Low
Moderate
Severe
Critical
Critical
Table 2 - Mapping of motivation and capability of threat agents. Table 2 - Mapping of motivation and capability of threat agents. 6. Quantifying the occurrence likelihood and impact of the threats
The attack factors mentioned in step 5 shall be summed (i.e., Time + Expertise +
Knowledge + Opportunity + Equipment) to obtain an overall attack potential rating. The
attack potential value is then mapped to a vulnerability rating. The vulnerability rating is
thereafter combined with the threat level to obtain the occurrence probability/likelihood. 7. Establishment of the risks
As said above, for every asset of the system, the vulnerabilities are identified after having
determined their weaknesses and related threats. The probability of each vulnerability is
calculated as described in step 6. One shall also calculate the risk associated to each
vulnerability and for this, the impact of intensity, and classification of risk, have to be
considered. 8. Identification of countermeasures framework (conceptual) resulting in a list of
alternative security services and capabilities needed to reduce the risk 8. 3. Identification of the functional security requirements, derived from the objectives
from step 2
Based on the system objectives identified in step 1, this step aims at identifying the
functional security requirements that can be either security or assurance requirements.
For this step it might be wise to use the ISO/IEC 15408-2 [i 28] requirements Impact
Explanation
Value
Low
The concerned party is not harmed very
strongly; the possible damage is low. 1
Medium
The
threat
addresses
the
interests
of
providers/subscribers and cannot be neglected. 2
High
A basis of business is threatened and severe
damage might occur in this context. 3
Table 1 - Impact on assets after a successful attack. 5. Identification and classification of the vulnerabilities in the system, the threats that
can exploit them, and the unwanted incidents that may result
The identification process begins with the determination of the weaknesses and the
process of locating them, what threats could take advantage of the weaknesses and what
is the potential harm due to these attacks. A vulnerability within the system occurs only
when a threat can be associated to a weakness. A Weakness is a potential point of attack. Nevertheless, all weaknesses do not provide
the possibility of viable attacks. The weaknesses on which a realistic attack can be done,
are considered to be vulnerabilities. Vulnerabilities are the potential attack surfaces that need to be identified and examined Vulnerabilities are the potential attack surfaces that need to be identified and examined. Vulnerabilities are the potential attack surfaces that need to be identified and exa 952690 CYRENE PROJECT PARTNERS 31/05/2021 49 952690 CYRENE PROJECT PARTNERS ication of detailed requirements for the security services and capabilities 10. Specification of detailed requirements for the security services and capabilities
from step 9
During this final step, security requirements are to be identified both for the assets and
their environment, where applicable. Functional security requirements identified in step 3
and the security services and capabilities of the countermeasures and security
requirements identified in step 8 and analyzed in step 9, are used and refined at this stage. Guidelines for the specification of detailed requirements are given in ETSI TR 187 011
[i.2]. Identification of countermeasures framework (conceptual) resulting in a list of
alternative security services and capabilities needed to reduce the risk 952690 CYRENE PROJECT PARTNERS 31/05/2021 31/05/2021 50 Given the fact that there might exist various alternative countermeasures, they have to be
at first identified and then compared to each other in order to choose the most beneficial
in terms of cost, and overall impact. Every new countermeasure and its associated physical asset, bring new vulnerabilities to
the system and for this the TVRA shall be applied including the countermeasures in the Given the fact that there might exist various alternative countermeasures, they have to be
at first identified and then compared to each other in order to choose the most beneficial
in terms of cost, and overall impact. 9. Countermeasure cost-benefit analysis (including security requirements cost-
benefit analysis depending on the scope and purpose of the TVRA) to identify the
best fit security services and capabilities amongst alternatives from step 8
As stated above, there might be a number of possible countermeasures and for this, an
analysis must be conducted in order to choose the most beneficial of them. The chosen
countermeasures need to mitigate the attack measures that result in added security and
attack protection. Other than that, countermeasures are evaluated according to the
standards design, their implementation, the operation, their regulatory impact, and the
related market acceptance. 10. Specification of detailed requirements for the security services and capabilities
from step 9
During this final step, security requirements are to be identified both for the assets and
their environment, where applicable. Functional security requirements identified in step 3
and the security services and capabilities of the countermeasures and security
requirements identified in step 8 and analyzed in step 9, are used and refined at this stage. Guidelines for the specification of detailed requirements are given in ETSI TR 187 011
[i.2]. D2.1 – Supply Chain Analysis and Requirements Security Countermeasures are basically new assets added to the system aiming to reduce
the calculated risk the system might go through. In a few words, countermeasures are put
in place in order to reduce the probability of an attack and/or its impact. Security
countermeasures are mainly logical assets but can also be human or physical. Given the fact that there might exist various alternative countermeasures, they have to be
at first identified and then compared to each other in order to choose the most beneficial
in terms of cost, and overall impact. Every new countermeasure and its associated physical asset, bring new vulnerabilities to
the system and for this, the TVRA shall be applied including the countermeasures in the
ToE. Security Countermeasures are basically new assets added to the system aiming to reduce
the calculated risk the system might go through. In a few words, countermeasures are put
in place in order to reduce the probability of an attack and/or its impact. Security
countermeasures are mainly logical assets but can also be human or physical. Given the fact that there might exist various alternative countermeasures, they have to be
at first identified and then compared to each other in order to choose the most beneficial
in terms of cost, and overall impact. Every new countermeasure and its associated physical asset, bring new vulnerabilities to
the system and for this, the TVRA shall be applied including the countermeasures in the
ToE. Security Countermeasures are basically new assets added to the system aiming to reduce
the calculated risk the system might go through. In a few words, countermeasures are put
in place in order to reduce the probability of an attack and/or its impact. Security
countermeasures are mainly logical assets but can also be human or physical. Given the fact that there might exist various alternative countermeasures, they have to be Security Countermeasures are basically new assets added to the system aiming to reduce
the calculated risk the system might go through. In a few words, countermeasures are put
in place in order to reduce the probability of an attack and/or its impact. Security
countermeasures are mainly logical assets but can also be human or physical. 54 https://www.iso.org/standard/73029.html D2.1 – Supply Chain Analysis and Requirements the different categories of conformity assessment bodies and their activities, (Table 3 - Conformity
standards). ISO/IEC 17021:200656 contains standards and criteria for the competence, consistency and
impartiality of audit and certification of all forms of managements systems (e.g., quality
managements systems or environmental managements systems), as well as the bodies that
provide these services. Certification bodies adhering to this International Standard are not
expected to provide certification for all forms of management systems. Management system
certification is a third-party conformity testing practice. As a result, third-party conformity testing
bodies conduct this task. ISO/IEC 17024:201257 contains principles and requirements for a body certifying persons against
specific requirements and includes the development and maintenance of a certification scheme
for persons. ISO/IEC 17020:201258 indicates requirements for the competence of bodies performing review
and for the impartiality and consistency of their inspection activities. Conformity assessment body
Standard or guide
Conformity assessment body
Standard or guide
Testing and Calibration laboratories
ISO/IEC 17025:2005
Certification bodies for:
-
product certification
-
management system certification
-
certification of persons
Inspection of bodies
ISO/IEC Guide 17067:2013
ISO/IEC 17021:2006
ISO/IEC 17024:2012
ISO/IEC 17020:2012
Table 3 - Conformity standards. In the context of CYRENE, standards shown in Table 3 - Conformity standards that concentrate
on the quality and management (and not security) will be taken into account in Cyrene proposal
for the SCS security certification scheme (that will be based on the ISO15408). the different categories of conformity assessment bodies and their activities, (Table 3 - Conformity
standards). ISO/IEC 17021:200656 contains standards and criteria for the competence, consistency and
impartiality of audit and certification of all forms of managements systems (e.g., quality
managements systems or environmental managements systems), as well as the bodies that
provide these services. Certification bodies adhering to this International Standard are not
expected to provide certification for all forms of management systems. Management system
certification is a third-party conformity testing practice. As a result, third-party conformity testing
bodies conduct this task. ISO/IEC 17024:201257 contains principles and requirements for a body certifying persons against
specific requirements and includes the development and maintenance of a certification scheme
for persons. ISO/IEC 17020:201258 indicates requirements for the competence of bodies performing review
and for the impartiality and consistency of their inspection activities. and for the impartiality and consistency of their inspection activities. 3.2.4 Standards for CAs Overtime, ISO, and IEC have developed many standards that may help to set up a proper
conformity assessment system. The website of ISO provides an overview of international
standards and guides for conformity assessment. There are international and also EU specific
standards that the CYRENE conformity assessment procedure will be based upon. ISO/IEC 17000:202054 provides the vocabulary and general principles for international conformity
assessment based on a functional approach. Any form of conformity assessment reflects the
following functions: selection, determination, review, and attestation. ISO/IEC Guide 17067:201355 recommends good practices for all elements of conformity
assessment, including normative documents, bodies, systems, schemes, and results. It is
intended for use by individuals and bodies who wish to provide, promote, or use ethical and
reliable conformity assessment services. Next, international standards have been developed for 952690 CYRENE PROJECT PARTNERS
51
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54 https://www.iso.org/standard/73029.html
55 https://www.iso.org/standard/55087.html 31/05/2021 31/05/2021 51 D2.1 – Supply Chain Analysis and Requirements 3.2.5 Conformance monitoring This paragraph deals with measures put in place in order that a certified system/product can still
be considered as certified over time, after the initial acquisition of the certificate. Up to 2020 (where the European Certification Scheme was proposed by ENISA), there was not
an official procedure or set of requirements established by the SOG-IS scheme to that end. Such
a mechanism will thus have to be officially developed and established. The work can be based
on existing procedures related to the approach of maintenance in the SOG-IS scheme. Until a monitoring mechanism is established, this process can be initiated by the risk owner as a
way of compliance monitoring by conducting voluntary assessments. There is although a proposed approach by the SOG-IS MRA participants who suggest the
following: There is although a proposed approach by the SOG-IS MRA participants who suggest the
following:
the Conformity Assessment Bodies (CABs) to establish a validity period of 5 years for
each certificate
the CABs to work on evaluation methods so that the initial certificate can retain some of
its validity on future updated versions where it can be proven that the updates were carried
out according to a set of pre-defined requirements
Manufacturers/developers to:
Manufacturers/developers to: Conformity assessment body
Standard or guide
Conformity assessment body
Standard or guide
Testing and Calibration laboratories
ISO/IEC 17025:2005
Certification bodies for:
-
product certification
-
management system certification
-
certification of persons
Inspection of bodies
ISO/IEC Guide 17067:2013
ISO/IEC 17021:2006
ISO/IEC 17024:2012
ISO/IEC 17020:2012
Table 3 - Conformity standards. Table 3 - Conformity standards. Table 3 - Conformity standards. In the context of CYRENE, standards shown in Table 3 - Conformity standards that concentrate
on the quality and management (and not security) will be taken into account in Cyrene proposal
for the SCS security certification scheme (that will be based on the ISO15408). 952690 CYRENE PROJECT PARTNERS
52
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56 https://www.iso.org/standard/29343.html
57 https://www.iso.org/standard/52993.html
58
https://www.iso.org/standard/52994.html#:~:text=ISO%2FIEC%2017020%3A2012%20specifies,to%20an
y%20stage%20of%20inspection 31/05/2021 52
Manufacturers/developers to: o Carry out impact analyses of all modifications added to the product or the system
over its lifecycle o Monitor common vulnerabilities and exposures (CVEs) that may apply to the
system and submit an impact analysis when necessary, to the competent CAB o Showcase the actions taken in order to maintain levels of security, also reporting
to the competent CAB o Manage customer complaints and keep record of corrective actions
the CABs to periodically review issued certificates based on a security assessment of an
ITSEF (Information Technology Security Evaluation Facility) which considers the impact
analyses of the accumulated changes since the latest evaluation carried out
the
CABs
to
withdraw
certificates
in
case
there
is
evidence
that
the
commitments/requirements are not respected or in case a security assessment has failed
and no corrections can be applied. 952690 CYRENE PROJECT PARTNERS 31/05/2021 53 31/05/2021 D2.1 – Supply Chain Analysis and Requirements 4. Methodology This chapter gives an overview of the methodology followed for the elicitation and analysis of
requirements as well as their validation with the project’s Advisory Boards. Figure 5 summarizes the requirements engineering process. Figure 5 summarizes the requirements engineering process. g
q
g
g p
Figure 5 - Overview of requirements elicitation and validation process. Figure 5 - Overview of requirements elicitation and validation process. The first column on the left includes the investigation of the Standards (SotA) by means of
literature overview and interviews to experts and stakeholders. This process, that leads to the
elicitation of the three CYRENE ToEs, is described in paragraph 4.1. The validation of requirements is performed by involving three different Advisory Boards (User,
External and Ethical) and then leads to the finalization of Cyrene requirements. In the next two subsections, the methodology used for requirements elicitation and validation is
better explained. 4.1 Methodology for requirements elicitation The methodology used for the requirements elicitation is summarized in Figure 6 and described
below. 952690 CYRENE PROJECT PARTNERS 31/05/2021 31/05/2021 54 D2.1 – Supply Chain Analysis and Requirements
Figure 6 - Overview of the methodology for requirements elicitation . D2.1 – Supply Chain Analysis and Requirements D2.1 – Supply Chain Analysis and Requirements Different iterations of these three steps are usually performed in order to identify other scenarios
and adding more details in order to better understand the AS-IS situation and to validate
requirements. In particular, in CYRENE, the elicitation of the three ToE requirements (business,
technical, sectorial, as will be detailed in chapter 5) has been made involving end users, technical
staff, operators and managers from the pilot partners, by means of interviews and one-to-one
meetings. The conclusion of the iterative process (presentation and questions as shown above, feedback,
dedicated meetings and deep dives) then led to the “High-level Requirements” step. The business
goals emerged from the previous phases are analysed here, in order to list the business needs
of the final users. Moreover, matching the results of this analysis with the inputs and feedbacks
of the discussion points mentioned above, it is possible to extract the high-level requirements,
translating the business needs into relevant functionalities of the system. Figure 6 - Overview of the methodology for requirements elicitation . The requirements elicitation process has been performed during the first eight months of the
project. It started with the “Industry overview” step. The general situation regarding the outlook of the
industry (e.g.: trends in cybersecurity in IoT, etc.) is examined, through an analysis of the company
strategic agenda, the industry outlook as hypothesised by consultancy firms or think tanks (e.g.:
Gartner, Allied Market Research) and through dedicated interviews with key stakeholders
providing their specific expertise (e.g.: the impact of connected cars on cybersecurity). This results
in an overview of the existing services in the Industry and a forecast of their evolution and the
required systems. After this first result, there are two other steps, where the process is iterated several times, before
arriving to a definition of high-level requirements. During these phases, end-users, technical staff,
operators and managers are involved. The “Scenarios in the selected industry” steps narrows the analysis to the specific cybersecurity
scenarios in Supply Chains, and to the processes managed by the stakeholders involved. Then, in the “Description of scenarios” step, the AS-IS situation is presented, describing the
actions performed by the people involved during their daily activities, and which tools they use to
face the cybersecurity issues encountered. In particular, as it will be better described in the
Chapter CYRENE Conformity Assessment , Business processes, actors, and infrastructures
involved in the considered scenarios are described in detail and modelled. The last step of this iterative process is the one that sets the ground for the elicitation of the
requirements and is called “Contribution of CYRENE to the scenario”. In fact, this phase is the
one when the objectives of the project are presented to the stakeholders, trying to match the user
needs with CYRENE layers that could satisfy these needs. 952690 CYRENE PROJECT PARTNERS 31/05/2021 55 D2.1 – Supply Chain Analysis and Requirements 4.3 CYRENE Questionnaire for enriching the requirements with feedback
collected by external stakeholders 4.3 CYRENE Questionnaire for enriching the requirements with feedback
collected by external stakeholders CYRENE organised on 31st of March 2021 the 1st CYRENE Workshop. Its preparation was taken
care by the Privanova (PN) Team. During the workshop, the partners presented an overview of
the project, the security aspects of supply chains in general and also grounded their presentations
with the Supply Chains (SC) as Targets of Evaluation (ToEs). Except for the discussion and
collection of feedback by the Advisory Board members, the consortium shared the CYRENE
Questionnaire as well, in order to be filled within a defined time frame. The CYRENE Questionnaire was a campaign which was held between the 31st of March 2021
and finalised on the 10th of May 2021. Some high level insights of the questionnaire on the
infographic dimension of the 23 total collected results include that 69,5% of the participants are
private companies, while 4,4% are non-profit organisations and 26,1% are public authorities. Among the private companies, 4,3% are coming from the automobile sector, while the public and
non-profit sectors are representing port authorities. The majority of the companies are
representing large IT companies, supply chain providers, software houses, system integrators
and technology providers, maritime ICT domain, healthcare service providers and consultancy
services. The rest of the participants represent research organisations and universities. Among
the participants, 30% are coming from small companies, 21% from medium ones and 49% from
large ones. Last but not least, the professional background of the participants is dealing with the
OT and IT systems and devices surveillance services, project management, blockchain and B2B
platforms, chief technology operation, ICT security policy making, systems maintenance and
security automation operations, GDPR and ISO27001 compliance, cybersecurity services and
research activities on cybersecurity certification, testing, evaluation and mitigation actions. 4.2 Methodology for requirements validation After the previous process, that led to listing the ToEs’ requirements, the requirements were
validated through the three Advisory Boards: User Advisory Boards, Ethics Advisory Boards and
External Advisory Boards. The validation followed the organization of a workshop at the end of month 6 of the project, where
the members of the Advisory Boards were invited. Details and results related to the workshop
material, organization and results are better explained in Appendix B – Validation of CYRENE
ToEs. Project material was shared with the Advisory Boards some days before the event, including a
first version of the current deliverable, project presentations and a questionnaire. In particular, the
questionnaire (see more details in the Appendix B – Validation of CYRENE ToEs), addresses
mainly the following aspects:
“How ICT threats impact on your daily work?”
“How do you face the problems you encounter?”
“Which tools/measures are you using to identify, monitor and mitigate risks The workshop was structured in the following way: The workshop was structured in the following way: 1. Presentation of CYRENE: slides were presented to the participants in order to introduce
them to project main objectives. 2. The discussion started then from these points in order to have feedbacks from the Advi-
sory Boards on the requirements and their validation. At the end of the workshop, all participants were asked to give their answers to the questionnaire. At the end of the workshop, all participants were asked to give their answers to the questionnaire. Moreover, the questionnaire was also submitted to wider audience of stakeholders contacted by
the project partners, in order to have additional feedback. Moreover, the questionnaire was also submitted to wider audience of stakeholders contacted by
the project partners, in order to have additional feedback. 56
31/05/2021 952690 CYRENE PROJECT PARTNERS 56 4.3.1 Feedback from the questionnaire In this paragraph, the most significant results of the questionnaire are presented. In fact, some
relevant questions asked to the stakeholders are shown with the related infographic description
including tables and graphs and then the results are summarized. Figure 7 depicts the statistics of the question “In case you perform any tasks related to ICT
Systems Security, please specify the cybersecurity activities and their frequency that are
applicable to your organisation.” 952690 CYRENE PROJECT PARTNERS 31/05/2021 31/05/2021 57 D2.1 – Supply Chain Analysis and Requirements D2.1 – Supply Chain Analysis and Requirements 952690 CYRENE PROJECT PARTNERS
58
31/05/2 952690 CYRENE PROJECT PARTNERS 31/05/2021 58 D2.1 – Supply Chain Analysis and Requirements
Figure 7 - Cybersecurity activities frequency. D2.1 – Supply Chain Analysis and Requirements Figure 7 - Cybersecurity activities frequency. Figure 7 - Cybersecurity activities frequency. Table 4 summarizes the statistics of the question “Please identify the set of Supply Chain (SC)
Services that are critical for your organisation in terms of business importance and scale them
accordingly ” Table 4 summarizes the statistics of the question “Please identify the set of Supply Chain (SC)
Services that are critical for your organisation in terms of business importance and scale them
accordingly.” Supply chain service
Total score (max score is 115)
Solutions provider
63
Components/Peripherals provider
61
Third party services
60
Transportation
57
Public Authority
56
Local / Global Agent's services
54
Outbound Logistics
52
Inbound Logistics
49
Warehouse
44
Retailer
34 59 D2.1 – Supply Chain Analysis and Requirements Table 4 - Business importance of SCS. Table 5 summarizes the statistics of the question “What Security Standards and proven
guidelines has your organization adopted?”
Standards
Number of respondents
ISO / IEC 27001
11
ISO 9001
8
I do not know / It does not concern
7
ISO 28001
4
NIST Framework for the Improvement of
Critical Cybersecurity Infrastructures
3
ISO / IEC 27002
3
ISO / IEC 27035
3
ISO / IEC 15408
1
ISO / IEC 27005
1
ISO / IEC 18045
1
NIST SP800-30
1
NIST SP800-61
1
Table 5 - Security standards and guidelines adopted. rizes the statistics of the question “What Security Standards and proven
our organization adopted?” Table 5 - Security standards and guidelines adopted. Figure 8 summarizes the results of the question “Are you aware of the EU Cybersecurity
Certification Framework for ICT products and services?” Figure 8 - Awareness of EU Cybersecurity Certification Framework for ICT products and services. 8 - Awareness of EU Cybersecurity Certification Framework for ICT products and services. 952690 CYRENE PROJECT PARTNERS 60 D2.1 – Supply Chain Analysis and Requirements Figure 9 summarizes the result of the question “How does your organization address the following
cybersecurity issues in the Supply Chain Services you are involved in?” Figure 9 summarizes the result of the question “How does your organization address the following
cybersecurity issues in the Supply Chain Services you are involved in?” Figure 9 - Measures to address cybersecurity issues. Figure 9 - Measures to address cybersecurity issues. Figure 10 summarizes the results of the question “Does your organization provide an effective
cybersecurity management plan for the Supply Chain Services you are involved in?” 952690 CYRENE PROJECT PARTNERS 31/05/2021 61 upply Chain Analysis and Requirements
Figure 10 - Effective cybersecurity management plan applied to SCS. D2.1 – Supply Chain Analysis and Requirements Figure 10 - Effective cybersecurity management plan applied to SCS. Figure 10 - Effective cybersecurity management plan applied to SCS. Figure 11 summarizes the results of the question “Are you aware of the content of the security
standards and best practices that your organization has adopted and implemented?” Figure 11 - Awareness of security standards and best practices adopted. Figure 11 - Awareness of security standards and best practices adopted. Figure 12 summarizes the result of the question “Choose the Security Procedures and Policies
that apply to your organization” Figure 12 summarizes the result of the question “Choose the Security Procedures and Policies
that apply to your organization” Figure 12 - Security procedure - Number of respondents. 952690 CYRENE PROJECT PARTNERS 62 D2.1 – Supply Chain Analysis and Requirements
Figure 13 summarizes the results of the question “Does your organization comply with the legal
and regulatory principles and EU directives regarding the security of Supply Chain Services and
the protection of Personal Data?” D2.1 – Supply Chain Analysis and Requirements Figure 13 summarizes the results of the question “Does your organization comply with the legal
and regulatory principles and EU directives regarding the security of Supply Chain Services and
the protection of Personal Data?” Figure 13 - Compliance with legal and regulatory principles and EU directives. Figure 13 - Compliance with legal and regulatory principles and EU directives. Figure 14 summarizes the results of the question “Have you experienced any cybersecurity issue
in the last 3 years?” Figure 14 - Experience of cybersecurity issues in last years. Figure 14 - Experience of cybersecurity issues in last years. Figure 15 summarizes the results of the question “Regarding potential security incidents to the
services, information systems, and infrastructure used by your organization, please evaluate what
is the probability to experience a threat in the future.” 952690 CYRENE PROJECT PARTNERS 31/05/2021 31/05/2021 63 D2.1 – Supply Chain Analysis and Requirements Figure 15 - Proba Figure 15 - Probability of threats in the future. Figure 15 - Probability of threats in the future. 952690 CYRENE PROJECT PARTNERS 64 31/05/2021 64 D2.1 – Supply Chain Analysis and Requirements Figure 16 summarizes the results of the question “To whom do you report for issues related to
risks and security threats and how often?” Figure 16 summarizes the results of the question “To whom do you report for issues related to
risks and security threats and how often?” s s a d secu ty t
eats a d
o
o te
Figure 16 - Addressee of risks and security threats. Figure 16 - Addressee of risks and security threats. Figure 17 summarizes the results of the question “What are the most important tools (e.g. human
or technical resources, processes, etc.) required for secure service delivery?” (maximum score is
115). 952690 CYRENE PROJECT PARTNERS 952690 CYRENE PROJECT PARTNERS 31/05/2021 65 D2.1 – Supply Chain Analysis and Requirements Figure 17 - Relevant tools for secure service delivery. Figure 18 summarizes the results of the question “Which of the following ICT Systems security
measures apply to your day-to-day operations?” easu es app y to you day to day ope at o s pp y
y
y
y
p 952690 CYRENE PROJECT PARTNERS 31/05/2021 31/05/2021 66 – Supply Chain Analysis and Requirements D2.1 – Supply Chain Analysis and Requirements D2.1 – Supply Chain Analysis and Requirements 952690 CYRENE PROJECT PARTNERS 31/05/2021 31/05/2021 67 D2.1 – Supply Chain Analysis and Requirements 952690 CYRENE PROJECT PARTNERS 952690 CYRENE PROJECT PARTNERS 31/05/2021 31/05/2021 68 D2.1 – Supply Chain Analysis and Requirements D2.1 – Supply Chain Analysis and Requirements 90 CYRENE PROJECT PARTNERS
69
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Figure 18 - ICT Systems security measures applied to daily operations. Figure 18 - ICT Systems security measures applied to daily operations. Figure 18 - ICT Systems security measures applied to daily operations. 952690 CYRENE PROJECT PARTNERS 69 31/05/2021 31/05/2021 69 D2.1 – Supply Chain Analysis and Requirements D2.1 – Supply Chain Analysis and Requirements D2.1 – Supply Chain Analysis and Requirements -
About half of the people interviewed have knowledge about EU Cybersecuri -
About half of the people interviewed have knowledge about EU Cybersecurity Certification
Framework for ICT products and services. -
About half of the people interviewed have knowledge about EU Cybersecurity Certification
Framework for ICT products and services. -
Most of the people declares they usually utilize best practices to solve the listed
cybersecurity issues they can encounter in the SC, from Business continuity issues to
Attacks in cyberspace. -
Most of the people declares they usually utilize best practices to solve the listed
cybersecurity issues they can encounter in the SC, from Business continuity issues to
Attacks in cyberspace. y
p
-
50% of people think their companies provide an effective cybersecurity management plan
for the Supply Chain Services they are involved in. -
50% of people think their companies provide an effective cybersecurity management plan
for the Supply Chain Services they are involved in. -
The majority in fact knows company best practices to be used in these cases and the most
commonly used Security Procedures and Policies. Most utilized Security Procedures and
Policies in organizations are Malware Detection, Backup and Disaster Recovery,
Information security and Access Control, as from Figure 12 - Security procedure - Number
of respondents. -
From Figure 13 - Compliance with legal and regulatory principles and EU directivesFigure
13, 70% of people answer that his/her company follows the EU directives regarding the
security of Supply Chain Services and the protection of Personal Data, while most of the
rest are not aware. -
In general, people think that the most probable threats are the following: uncontrolled
access to the systems, intrusion of software, unintentional malfunction and technical
system failure. -
In general, people think that the most probable threats are the following: uncontrolled
access to the systems, intrusion of software, unintentional malfunction and technical
system failure. y
-
In case of risks, most of them reports to the information security officer. -
The tools that are considered as the most important for secure service delivery are, from
an organizational and individual point of view, the awareness, the trainings and the
collaborative means, mitigation skills, risk assessment and experienced human resources
and, as technical tool, the intrusion detection mechanisms, as from Figure 17. D2.1 – Supply Chain Analysis and Requirements Figure 19 summarizes the results of the question “Do you perform periodic audits to inspect user
activity on the Organization's network?” Figure 19 - Perform of periodic audits. Figure 19 - Perform of periodic audits. Figure 20 summarizes the results of the question “Has an external certified analyst been assigned
the analysis and evaluation of threats and vulnerabilities, as well as the execution of penetration
tests (vulnerability scanning / penetration testing) in the infrastructure of your Organization? If so,
how often do you carry out such checks and when was the last time?” Figure 20 - Analysis and evaluation of infrastructure security performed by external certified analyst. Figure 20 - Analysis and evaluation of infrastructure security performed by external certified analyst. 4.3.1.1 Conclusions from the questionnaire
The answers to the questionnaire give us interesting information regarding the security in Supply
Chain and in general in the organizations involved. The main results that we can extract and that have been presented as graphs are summarized
as follows: -
The frequency for cybersecurity activities is very heterogeneous and very different from
one participant to another. -
The frequency for cybersecurity activities is very heterogeneous and very different from
one participant to another. -
All listed SCSs are considered critical, in terms of business importance, in particular the
solutions providers, the components/Peripherals providers and the third-party services, as
from Table 4. -
All listed SCSs are considered critical, in terms of business importance, in particular the
solutions providers, the components/Peripherals providers and the third-party services, as
from Table 4. -
Most of the participant states that their companies have adopted ISO / IEC 27001 and ISO
9001
hil
t
f th
d
’t h
t t l k
l d
if
th
t
d
d
d
t d -
Most of the participant states that their companies have adopted ISO / IEC 27001 and ISO
9001, while most of them doesn’t have total knowledge if other standards are adopted. -
Most of the participant states that their companies have adopted ISO / IEC 27001 and ISO
9001, while most of them doesn’t have total knowledge if other standards are adopted. 952690 CYRENE PROJECT PARTNERS 31/05/2021 31/05/2021 70 D2.1 – Supply Chain Analysis and Requirements -
ICT Systems security measures listed are applied to day-to-day operations from the
majority and in one case from all of the participants to the questionnaire. -
ICT Systems security measures listed are applied to day-to-day operations from the
majority and in one case from all of the participants to the questionnaire. j
y
p
p
q
-
Only a slight majority performs periodic audits to inspect user activity on the organization's
network. -
Only a slight majority performs periodic audits to inspect user activity on the organization's
network. -
56% of people declare “Not applicable” as answer to the question related to the analysis
and evaluation of infrastructure security performed by external certified analyst. -
56% of people declare “Not applicable” as answer to the question related to the analysis
and evaluation of infrastructure security performed by external certified analyst. To conclude, even considering the limitations of the sample, it is important to stress that: To conclude, even considering the limitations of the sample, it is important to stress that:
An assessment that involves all the SCSs providers is needed, since they are all
considered important from a business point of view for the organization. Moreover, this
implies that the communication between all the participants of the SC should also be
secure, in order to ensure integrity and confidentiality of all the data transmitted, and also
that the actors involved in the communication are authorized.
The people involved have no deep knowledge of security standards and policies adopted
by their organization nor all of them perform cybersecurity activities frequently. As a result,
it is necessary to provide a software solution that supports end-users in their daily
operations, allowing auditing all the activities of the SC, identifying vulnerable or
compromised assets, performing an analysis of the risks of threats and an impact
assessment. All these features will support the decision-making process, by proposing
and evaluating different mitigation strategies, therefore being very relevant to the
Conformity self-Assessment of ICT related products, services and processes. 952690 CYRENE PROJECT PARTNERS 31/05/2021 71 5. CYRENE Conformity Assessment Within a Conformity Assessment (CA) process, the Target of Evaluation (ToE), as mentioned in
3.2, is considered as “a set of software, firmware, hardware and/or process possibly accompanied
by guidance” (ISO/IEC 15408-1:2009, see Appendix A – Glossary and Examples. The CYRENE ToE is the SCS and the CYRENE CA methodology (that will be described in D3.1
“Conformity Evaluation Process & Multi-Level Evidence-Driven Supply Chain Risk Assessment”)
is oriented to evaluate the SCS-ToE against the security requirements, i.e., the CYRENE CA aims
to examine whether specified security requirements related to a given SCS have been fulfilled. CYRENE CA methodology applies to every SCS in any sector. The CYRENE CA methodology
will give the opportunity to SC stakeholders to evaluate their SCSs under all or one of the three
different perspectives: the SC business view, the technical view and the sectorial view. To illustrate this, we will develop the CYRENE CA methodology in the scope of three SCS-
ToEs; namely, ToE I: CYRENE business SC, ToE II: CYRENE technical SC, ToE III: CYRENE
sectoral SCS, which will be thoroughly analysed in the coming sections. This is carried out in
terms of decomposing the SCS to its generic components: SCS processes, business partners
involved in the provision of the SCS and highlight the infrastructure they utilize to execute their
tasks within the SCS performance. For each ToE, the CYRENE CA methodology can be applied
capturing the different aspects of the SCS under the particular viewpoint and examining only the
SCS components that matter in this viewpoint. SCS-ToE I (business view) will be evaluated to the identification, analysis, assessment and mi-
gration of process-related threat scenarios that concern the SCS-ToE I. It views the SCS under
evaluation from a business perspective, entailing SCS processes, business partners information
exchange, business logic, etc. to assess their conformity according to the specific ToE I require-
ments, described in section 5.2.1. Thus, in this ToE the business environment enfolds the SCS
processes and business partners participating in these processes. Therefore, the components of
the SCS-ToE I under evaluation here are all SCS processes, business partners, data that operate
in the provision of the underlined SCS. Digital assets are out of the current scope of the evaluation
and will not be subjected to this ToE I. D2.1 – Supply Chain Analysis and Requirements D2.1 – Supply Chain Analysis and Requirements 952690 CYRENE PROJECT PARTNERS 31/05/2021 31/05/2021 72 D2.1 – Supply Chain Analysis and Requirements These three differently adopted views reflect the following CYRENE SCS Circles of consideration
which have been described in section 2.1. CYRENE adopts three different views in order to cap-
ture the entire SCS ecosystem, since the SCS usually are described either from a business per-
spective or a technical perspective or a snapshot of the entire SCS. The CYRENE conformity assessment methodology and the multi-level evidence-driven supply
chain risk assessment of CYRENE will be thoroughly described and analysed in D3.1 and is de-
signed in order to assess any SCS independently of the viewpoint. CYRENE will undertake as an example of its SCS-ToE the Vehicle Transform Service (VTS) and
it will assess it by adopting the three (3) different views described above, as it will be presented
in the next section. The “Vehicle Transport Service” is a complex SCS, including critical sectors,
such as the Automotive Industry and the Maritime Transport Industry. It has been selected be-
cause the industries involved impose a high financial and business impact for the EU. The current section targets at identifying the three ToEs and recognizing their business environ-
ment (section 5.1). Technical specifications and further analysis of ICT infrastructures and assets
of the VTS that may be included in ToE II and ToE III and will be further analysed in D3.1. Once
the business environments of the three ToEs are identified, the requirements for self-conformity
assessing the CYRENE ToEs are presented (section 5.2). 5. CYRENE Conformity Assessment SCS-ToE II (holistic technical view) provides a technical-asset interdependent view of the SCS
and is set to detect and analyze threats, identify and mitigate risks, examining the SCS processes,
the business partners involved and the ICT infrastructure together with the individual SCS assets. The latter are hosted and operated by the business partners and are necessary for the provision
of the SCS. Thereby, it focuses on assessing the conformity of these SCS components with re-
spect to the ToE II requirements that are specified in section 0. The components of the SCS-ToE
II considered under this type of evaluation are: SCS processes, business partners, data and all
SCS assets (digital and physical) that participate in the provision of the entire SCS. SCS-ToE III (individual technical view-snapshot) considers a sector-specific view of the SCS. The
boundary of the SCS-ToE III is within the scope of one of the business partners involved in the
SCS. The components of the SCS-ToE III considered under this evaluation here are the pro-
cesses and SCS assets that one of the business partners host and operate in order to participate
in the entire SCS. 952690 CYRENE PROJECT PARTNERS 31/05/2021 73 Identification and description of SCS business processes of the ToE.
Identification and description of SCS business processes of the ToE. In this section a brief description of each identified business processes of the SCS (the
VTS) along with the business goal is provided. The process description follows the table
format shown in Table 6: In this section a brief description of each identified business processes of the SCS (the
VTS) along with the business goal is provided. The process description follows the table
format shown in Table 6: 5.1 Targets of Evaluations (ToE) CYRENE has adopted as an example of a SCS-ToE the Vehicle Transport Service (VTS) which
is a SCS incorporating different business sectors and industries (e.g., maritime, automotive,
transport, tourism). CYRENE described the VTS-SCS from three different angles (as mentioned in the previous sec-
tion): VTS-ToE I: business SC, VTS-ToE II: technical SC, VTS-ToE III: sectoral SC. In sec-
tions 5.1.1, 5.1.2, 5.1.3 , all these three (3) different views will be analysed and illustrated in de-
tail. The Vehicle Transport SCS is considered as a massively complex system with numerous players
for the manufacturing, shipment and delivery of various types of vehicles. It supports composite
processes (i.e., domestic and international transportation, communications and information tech-
nology, warehouse management, order and inventory control etc.), which enfolds an aggregation
of industry sectors, such as maritime transport and automobile industry. It includes several inter-
actions and tasks among the various entities engaged (stakeholders and actors) having different
goals and requirements entailing vehicles manufacturing and storage facilities to assembly plants,
i.e., inbound logistics (automotive industry), vehicles distribution, i.e., vehicles transport via port
origin and port destination (maritime transport industry) and the final delivery to the importer. The
performance of the Vehicle Transport SCS is accomplished through the provision of the Vehicle
Transport Service (VTS) which is considered the CYRENE SCS-ToE. According to the above presentation of the three ToEs: -VTS-ToE I, includes the SCS processes of the VTS and the business partners interacting to meet
these processes. 952690 CYRENE PROJECT PARTNERS 31/05/2021 74 D2.1 – Supply Chain Analysis and Requirements -VTS-ToE II consists of SCS processes of the VTS, the involved business partners along with the
operating SC assets that are involved and participate in the operation and provision of the SCS. In
the current deliverable only a high level infrastructure representation is provided. Asset models
including technical specifications and security details will be analysed in D3.1, where the CY-
RENE CA methodology will be thoroughly presented and described. -VTS-ToE II consists of SCS processes of the VTS, the involved business partners along with the
operating SC assets that are involved and participate in the operation and provision of the SCS. In
the current deliverable only a high level infrastructure representation is provided. Asset models
including technical specifications and security details will be analysed in D3.1, where the CY-
RENE CA methodology will be thoroughly presented and described. -VTS-ToE III reflects sector-specific processes of one business partner (in CYRENE the business
partner is the Centro Ricerche FIAT ScpA and its World Class Manufacturing Research and In-
novation (WCM R&I) department that has the goal to increase flexibility, quality, productivity,
safety and ergonomics, energy and security of the logistics and manufacturing processes for FIAT
Chrysler Automobiles (FCA)) and its SCS assets that hosts and uses in order to participate in the
entire VTS. In the current deliverable only a high level infrastructure representation is provided. Asset models including technical specifications and security details will be analysed in D3.1,
where the CYRENE CA methodology will be thoroughly presented and described. In the coming sections 5.1.1, 5.1.2 and 5.1.3, the business environment of the three ToEs is
gradually displayed according to the following structure:
Identification and description of SCS business processes of the ToE. D2.1 – Supply Chain Analysis and Requirements p
(
pp
)
As ToE I is targeted into the business process evaluation, the current section is applicable
only to VTS-ToE II and VTS-ToE III. Through this section, the ICT infrastructures of the
cyber assets, the identified business partners utilize to perform their tasks within the un-
derlined SC processes of the ToE are described and presented in a high-level overview. This is met according to the table format described in Table 8: ToE infrastructures of the SCS Process x
(Infrastructure representations of the cyber assets and the overall technical equipment required to cover com-
munications and transactions among the engaged business partners of the underlined SC process; data ex-
change services between heterogeneous systems and interoperable functionalities are also mentioned wher-
ever exist)
Business Partner
(BPi)
Description
BP1
……
BP2
……
BP3
BPi
……
Table 8 - ToE’s infrastructure description template. ToE infrastructures of the SCS Process x
(Infrastructure representations of the cyber assets and the overall technical equipment required to cover com-
munications and transactions among the engaged business partners of the underlined SC process; data ex-
change services between heterogeneous systems and interoperable functionalities are also mentioned wher-
ever exist)
Business Partner
(BPi)
Description
BP1
……
BP2
……
BP3
BPi
……
Table 8 - ToE’s infrastructure description template. Table 8 - ToE’s infrastructure description template.
Business process model generation
To help the conformity assessor better comprehend the SCS processes, their workflows
and the business partners and assets engaged across these flows, a process diagram is
developed, visualizing each identified SCS process of the ToE.
Business process model generation
To help the conformity assessor better comprehend the SCS processes, their workflows
and the business partners and assets engaged across these flows, a process diagram is
developed, visualizing each identified SCS process of the ToE. Example
For the VTS process “Standard Cargo Manifest” the following business process diagram
is developed utilizing the BPMN 2.0 business process modelling notation. Example
For the VTS process “Standard Cargo Manifest” the following business process diagram
is developed utilizing the BPMN 2.0 business process modelling notation. Figure 21 - “Standard Cargo Manifest”: a business process model example. Example
For the VTS process “Standard Cargo Manifest” the following business process diagram
is developed utilizing the BPMN 2.0 business process modelling notation. Figure 21 - “Standard Cargo Manifest”: a business process model example.
Identification and description of the business partners involved in the SCS pro-
cesses of the ToE. Within this section the identified SCS processes of each ToE are further analysed into
their embedded steps recognizing all the business partners participating together with their
interactions and their business roles to fulfil these processes. The current description
adopts the table format described in Table 7: 952690 CYRENE PROJECT PARTNERS
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ToE SC Process x analysis
(Process analysis, identifying and describing all the business partners participated in the current underlined SC
process and their roles within the process (taking into account the cyber assets operating to support their inter-
connections)
Business Partners (BPi) Participating in the SC process x
(Record business partners’ entities)
BP1, BP2, BP3, … BPi
Description
(Process analysis describing how the business partners are involved in the SC process)
……. Table 7 - SCS Business Partners description template. 952690 CYRENE PROJECT PARTNERS
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ToE SC Process x analysis
(Process analysis, identifying and describing all the business partners participated in the current underlined SC
process and their roles within the process (taking into account the cyber assets operating to support their inter-
connections)
Business Partners (BPi) Participating in the SC process x
(Record business partners’ entities)
BP1, BP2, BP3, … BPi
Description
(Process analysis describing how the business partners are involved in the SC process)
……. Table 7 - SCS Business Partners description template. Table 7 - SCS Business Partners description template. 952690 CYRENE PROJECT PARTNERS 75 31/05/2021 D2.1 – Supply Chain Analysis and Requirements The above figure shows the business process model of the “Standard Cargo Manifest”
(SCM) process of the VTS. In particular, the process’s steps are visualized within the
depicted workflow (Step1: Create SCM, Step2: SCM forwarded to Customs, Step3:
Receive SCM) while the business partners involved in each step are represented into the
three pools (swimlanes). Hence, in the current business process diagram the Ship Agent
creates the SCM via the Port Community System (PCS) web application, the Port
Authority forwards through its web service the SCM to the Customs to check and the
Customs receives the document via the PCS web application and undertakes this
responsibility 5.1.1 ToE I: Business view of the VTS-SCS The current ToE falls under the CYRENE business SCS perspective. The underlined SCS is the
Vehicle Transport Service (VTS) as defined in the introduction of section 5.1. “ToE I” sets the
scope to evaluate all process-related threat scenarios of the VTS. The current section encom-
passes the business environment of ToE I: VTS processes and involved business partners. The
processes under examination are dominant SCS processes that concern the overall VTS. Such
SCS processes derive from an aggregation of industry sectors, such as automobile industry, mar-
itime transport and logistics industry. The VTS-SCS is based upon the following four (4) business
phases: A. Vehicles Purchase Phase; B. Shipment Phase; C. Pre-arrival Phase and Vessel Arrival, D. Vehicles Unloading and Delivery Phase. Vehicles Unloading and Delivery Phase The SCS phases encompass major SCS processes for the VTS provision as de A. Vehicles Purchase Phase Figure 21 - “Standard Cargo Manifest”: a business process model example. 952690 CYRENE PROJECT PARTNERS 76 D2.1 – Supply Chain Analysis and Requirements The Shipment Phase encapsulates all the shipping formalities that lead to the maritime transpor-
tation of the vehicles from the port of origin to the destination port. It incorporates the Chartering
Agreement Preparation & Negotiation, the Ship Formalities Arrangements and the Shipping Ar-
rangements processes:
B1. Chartering Agreement Preparation & Negotiation process
B2. Ship Formalities Arrangements process
B3. Shipping Arrangements process A. Vehicles Purchase Phase The Vehicles Purchase Phase engages all the procedures an importer does for a vehicle pur-
chase from an automobile Industry of the VTS. The SC processes of this phase are identi-
fied in terms of the importer’s activities and interactions with the automobile industry to proceed
with a purchase order of vehicles. The automobile manufacturer (e.g., FIAT Chrysler Automobiles
(FCA)) realizes sectorial vehicles components supplying and manufacturing processes. For in-
stance, they purchase and consume components from several auto parts suppliers in the vehicle
assembly and auto parts (that can be several thousands of components of different variants and
part numbers), which are assembled for the vehicle during the production of the automobiles. The
current ToE considers an overview of the VTS. Therefore, such sector-specific processes are not
identified and examined in the current ToE. The Vehicles Purchase Phase consists of the Vehi-
cles Order Dispatch process and the Contract Agreement on the Vehicle Purchase process:
A1. Vehicles Order Dispatch process
A2. Contract Agreement on the Vehicle Purchase process B. Shipment Phase 952690 CYRENE PROJECT PARTNERS 31/05/2021 31/05/2021 77 C. Pre-arrival Phase The Pre-Arrival Phase possesses distribution chain procedures that have to be arranged by the
importer through a corresponding representative (agent) and the port, engaging various formali-
ties regarding the vessel docking and stevedoring of the vehicles at the designated port car ter-
minal of the port and the agent’s interactions with other entities to accomplish these tasks, such
as interactions with the Customs Authority. The phase encapsulates the Port Call Request,
Standard Cargo Manifest, Entry Summary Declaration (ENS), Loading and Discharge List pro-
cesses:
C.1 Port call request process
C.2 Standard cargo manifest process
C.3 Entry Summary Declaration (ENS) process
C.4 Loading and Discharge List process D. Vessel Arrival, Vehicles Unloading and Delivery Phase D. Vessel Arrival, Vehicles Unloading and Delivery Phase The Vessel Arrival, Vehicles Unloading and Delivery Phase includes a series of tasks among the
key-players of the VTS that lead to a specific goal or produce a final result, referring to the delivery
of the vehicles to the end customer (namely the importer in the current use case). This is instan-
tiated by the completion of the vessel arrival procedures to the destination port and the vehi-
cles unloading of the Car Carrier Vessel at the designated port car terminal. The current phase is
supported by the Discharge vehicles, Customs declarations, Transportation order processes.
D1. Discharge vehicles process
D.2 Customs declarations process
D.3 Transportation order process Within the next two sections, the SCS processes are identified (section 5.1.1.1 Identification and
description of SCS business processes of ToE I), the business partners are recognized and it is
described how they are involved in each VTS process step (section 5.1.1.2 Identification and de-
scription of SCS business partners of ToE I and corresponding SCS business process models)
and eventually the business process models are developed for each corresponding SCS process. 5.1.1.1 Identification and description of SCS business processes of ToE I
In this section, the recorded VTS processes for each SC phase, abovementioned, are specified. ToE “Contract Agreement on the Vehicle Purchase” process
(Α general description of the business process and its business goal) The SC process “Contract Agreement on the Vehicle Purchase” of the VTS relates to the
procedures undertaken, in order to issue and sign a contract agreement between the inter-
ested parties towards a vehicles’ purchase request. 5.1.1.1 Identification and description of SCS business processes of ToE I
In this section, the recorded VTS processes for each SC phase, abovemen 5.1.1.1 Identification and description of SCS business processes of ToE I
In this section, the recorded VTS processes for each SC phase, abovementioned, are specified. n this section, the recorded VTS processes for each SC phase, abovementioned, A. Vehicles Purchase Phase A. Vehicles Purchase Phase 952690 CYRENE PROJECT PARTNERS
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ToE “Vehicles Order Dispatch” process
(Α general description of the business process and its business goal)
The process aims to satisfy the end customers’ requirements for automobile purchase
and it refers to all the procedures undertaken for the preparation of the vehicles purchase
order request. Table 9 - “Vehicle Order Dispatch” process description.
A2. Contract Agreement on the Vehicle Purchase process
ToE “Contract Agreement on the Vehicle Purchase” process
(Α general description of the business process and its business goal)
The SC process “Contract Agreement on the Vehicle Purchase” of the VTS relates to the
procedures undertaken, in order to issue and sign a contract agreement between the inter-
ested parties towards a vehicles’ purchase request. Table 10 - “Contract Agreement on the Vehicle Purchase” process description. B. Shipment Phase
B1. Chartering Agreement Preparation & Negotiation process
ToE “Chartering Agreement Preparation & Negotiation” process
(Α general description of the business process and its business goal)
The process aims to highlight all the procedures undertaken for ship chartering including
the negotiation actions. Table 11 - “Chartering Agreement Preparation and Negotiation” process description.
B2. Ship Formalities Arrangements process
ToE “Ship Formalities Arrangements” process
(Α general description of the business process and its business goal)
The current process describes some activities taken before the vessel reaches the local
port to load or unload the vehicles. Critical activities in the current process are the Customs
Clearance request, the docking permission and the control of the vessel’s course during the
authorization process. Table 12 - “Ship Formalities Arrangements” process description.
B3. Shipping Arrangements process
ToE “Shipping Arrangements” process D2.1 – Supply Chain Analysis and Requirements ToE “Vehicles Order Dispatch” process
(Α general description of the business process and its business goal) The process aims to satisfy the end customers’ requirements for automobile purchase
and it refers to all the procedures undertaken for the preparation of the vehicles purchase
order request.
B1. Chartering Agreement Preparation & Negotiation process
B1. Chartering Agreement Preparation & Negotiation process D2.1 – Supply Chain Analysis and Requirements The process engages all the activities required to be implemented before the vehicles are
distributed from the port of origin to the destination port via carrier vessel sea transport. The
goal of the process is to fulfil all the prerequisites, in order to deliver the vehicles on time
from one port to another, such as to prepare the respective documents and forms for the
shipment, manage ship arrival procedures and control regional procedures. Table 13 - “Shipping Arrangements” process description. Table 13 - “Shipping Arrangements” process description. 952690 CYRENE PROJECT PARTNERS
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C. Pre-Arrival Phase
C.1 Port Call Request process
ToE “Port Call Request” process
(Α general description of the business process and its business goal)
The SC process “Port Call Request” of the VTS can be described as the activities taken
before the vessel reaches the local port for requesting port call including the nautical ser-
vices (pilot, tugboats, and mooring). Table 14 - “Port Call Request” process description.
C.2 Standard Cargo Manifest process
ToE “Standard Cargo Manifest process”
(Α general description of the business process and its business goal)
The current process describes some activities taken before the vessel reaches the local
port for declaring all the goods in the vessel. Table 15 - “Standard Cargo Manifest” process description.
C.3 Entry Summary Declaration (ENS) process
ToE “Entry Summary Declaration (ENS) process”
(Α general description of the business process and its business goal)
The current process describes some activities taken before the vessel reaches the local
port for declaring all the goods on the vessel when accessing to the European customs
area. Table 16 - “Entry Summary Declaration (ENS)” process description.
C.4 Loading and Discharge List process
ToE “Loading and Discharge List process”
(Α general description of the business process and its business goal) Table 12 - “Ship Formalities Arrangements” process description. Table 12 - “Ship Formalities Arrangements” process description.
B3. Shipping Arrangements process 952690 CYRENE PROJECT PARTNERS 79 31/05/2021
C.1 Port Call Request process The SC process “Port Call Request” of the VTS can be described as the activities taken
before the vessel reaches the local port for requesting port call including the nautical ser-
vices (pilot, tugboats, and mooring). The SC process “Port Call Request” of the VTS can be described as the activities taken
before the vessel reaches the local port for requesting port call including the nautical ser-
vices (pilot, tugboats, and mooring). Table 14 - “Port Call Request” process description.
C.2 Standard Cargo Manifest process The current process describes some activities taken before the vessel reaches the local
port for declaring all the goods on the vessel when accessing to the European customs
area. Table 16 - “Entry Summary Declaration (ENS)” process description. Table 16 - “Entry Summary Declaration (ENS)” process description.
C.4 Loading and Discharge List process
ToE “Loading and Discharge List process”
(Α general description of the business process and its business goal) ToE “Discharge Vehicles”
(Α general description of the business process and its business goal) Once the car carrier vessel arrives at the destination port and the loading and the vehi-
cles discharge list is sent to the Terminal Operator of the destination port on proper time
and all preparation processes have been set, activities for discharging the vehicles from the
vessel to the port take place. Table 18 - “Discharge Vehicles” process description. Table 18 - “Discharge Vehicles” process description.
C.4 Loading and Discharge List process
C.4 Loading and Discharge List process 952690 CYRENE PROJECT PARTNERS 31/05/2021 80 2.1 – Supply Chain Analysis and Requirements
The current process describes some activities taken before the vessel reaches the local
port for informing the good to be loaded and discharged. Table 17 - “Loading and Discharge List” process description. Vessel Arrival, Vehicles Unloading and Delivery Phase
D1. Discharge Vehicles process
ToE “Discharge Vehicles”
(Α general description of the business process and its business goal)
Once the car carrier vessel arrives at the destination port and the loading and the vehi-
cles discharge list is sent to the Terminal Operator of the destination port on proper time
and all preparation processes have been set, activities for discharging the vehicles from the
vessel to the port take place. Table 18 - “Discharge Vehicles” process description.
D.2 Customs Declarations process
ToE “Customs Declarations” process
(Α general description of the business process and its business goal)
The Customs declarations is a mandatory process when importing goods with the Tax
Agency's Custom. In this regard, the goods owner or its representative needs to submit the
Single Administrative Document for goods from countries outside the EU or the correspond-
ing document (e.g., Proof of Union Status). This is necessary before the goods can leave
the customs compound, in this case the port. Table 19 - “Customs Declarations” process description.
D.3 Transportation Order process
D.3 Transportation Order process ToE “Transportation Order” process
(Α general description of the business process and its business goal)
Road transportation is an important part of the logistics in the container transport chain,
including a variety of actors. The interested parties in order to control the transportation flow
and obtain a common knowledge of the operations, there is a documentation flow in paral-
lel running with the physical flow of goods, i.e., the ordered vehicles. The current process
describes the documentation required for the road transportation of the vehicles to the de-
livery to the end customer, namely the importer. Table 20 - “Transportation Order” process description. D2.1 – Supply Chain Analysis and Requirements The current process describes some activities taken before the vessel reaches the local
port for informing the good to be loaded and discharged. The current process describes some activities taken before the vessel reaches the local
port for informing the good to be loaded and discharged. D. Vessel Arrival, Vehicles Unloading and Delivery Phase D. Vessel Arrival, Vehicles Unloading and Delivery Phase
D1. Discharge Vehicles process Table 20 - “Transportation Order” process description. ToE “Customs Declarations” process
(Α general description of the business process and its business goal) The Customs declarations is a mandatory process when importing goods with the Tax
Agency's Custom. In this regard, the goods owner or its representative needs to submit the
Single Administrative Document for goods from countries outside the EU or the correspond-
ing document (e.g., Proof of Union Status). This is necessary before the goods can leave
the customs compound, in this case the port. Table 19 - “Customs Declarations” process description. Table 21 - Business partners involved in the “Vehicles Order Dispatch” process. D2.1 – Supply Chain Analysis and Requirements 5.1.1.2 Identification and description of SCS business partners of ToE I and corresponding SCS
business process models 5.1.1.2 Identification and description of SCS business partners of ToE I and corresponding SCS
business process models In the current section, the SCS processes identified in section 5.1.1.1 Identification and descrip-
tion of SCS business processes of ToE I are further analysed into consequent steps and the
business partners involved in these processes for the provision of the VTS are specified along
with their business roles. In the current section, the SCS processes identified in section 5.1.1.1 Identification and descrip-
tion of SCS business processes of ToE I are further analysed into consequent steps and the
business partners involved in these processes for the provision of the VTS are specified along
with their business roles. After presenting the SCS processes of the VTS along with the business partners involved, busi-
ness process diagrams are developed for each identified process. These business process model
visualizations aim to help the reader better comprehend the process workflow and the involved
parties. The business process models are represented using the BPMN 2.0 modelling specifica-
tion and are depicted after each business partners identification table for the corresponding spec-
ified SCS process. ToE “Transportation Order” process
(Α general description of the business process and its business goal) Road transportation is an important part of the logistics in the container transport chain,
including a variety of actors. The interested parties in order to control the transportation flow
and obtain a common knowledge of the operations, there is a documentation flow in paral-
lel running with the physical flow of goods, i.e., the ordered vehicles. The current process
describes the documentation required for the road transportation of the vehicles to the de-
livery to the end customer, namely the importer. Table 20 - “Transportation Order” process description. 952690 CYRENE PROJECT PARTNERS 31/05/2021 81
A1. Vehicles Order Dispatch process ToE “Vehicles Order Dispatch” Business Partners
(Process analysis, identifying and describing all the business partners participated in the current underlined
SC process and their roles within the process (taking into account the cyber assets operating to support their
interconnections) ToE “Vehicles Order Dispatch” Business Partners
(Process analysis, identifying and describing all the business partners participated in the current u
SC process and their roles within the process (taking into account the cyber assets operating to sup
interconnections) Business Partners (BPi) Participating in the process
(R
d b
i
’
i i
) (
p
)
Importer, Automobile Industry
A2. Contract Agreement on the Vehicle Purchase process
A2. Contract Agreement on the Vehicle Purchase process ToE “Contract Agreement on the Vehicle Purchase” Business Partners
(Process analysis, identifying and describing all the business partners participated in the current underlined
SC process and their roles within the process (taking into account the cyber assets operating to support their
interconnections)
Business Partners (BPi) Participating in the process
(Record business partners’ entities) (
p
)
Importer, Automobile Industry (
p
)
Importer, Automobile Industry (
y
g
p
p
)
The “Vehicles Order Dispatch” order is a process executed between the Importer (and the
Automobile Industry. The importer sets the order for the Automobile Industry according to
the end customers’ demands. In particular, the following actions take place:
Step 1. The Importer prepares a purchase order via his Ordering System that contains or-
ders for a number of automobile Industries. Step 2. If the Automobile Industry does not approve it (e.g., lack of stock), the purchase
order is returned to the customer (importer) for revision. If the Industry approves the task
order, module generates a copy of the approval letter and e-mails it to the costumer (im-
porter) together with the order file. The Manufacturer (Industry) deal with these procedures
through an electronic commerce system (e.g.: a Part On line Catalogue and Ordering Sys-
tem). )
Step 3. The Importer enters funding information and uploads appropriate supporting docu-
ment attachments in the Part On line System (whether it is available to interact directly on
line). 952690 CYRENE PROJECT PARTNERS 31/05/2021 82 D2.1 – Supply Chain Analysis and Requirements Figure 22 - Business process model for the “Vehicle Order Dispatch” process. Figure 22 - Business process model for the “Vehicle Order Dispatch” process.
A2. Contract Agreement on the Vehicle Purchase process (
p
)
Automobile Industry, Importer
D
i
i The process is performed between the Industry and the Importer and it is activated as soon
as the Vehicles Order Dispatch process is fulfilled. The business partners involved follow
the subsequent steps enlisted, below, to deal with the process: p
y
g
Step 2. The Automobile Industry prepares a pre-contract agreement and sends it to the
Importer. Step 3. The Importer delves into the terms of the pre-contract and with the cooperation of
a lawyer, a financial consultant and an insurance consultant sends a report to the Industry
for amendments. Step 4. Then the Automobile Industry arranges a meeting with the Importer in order to ne-
gotiate for the contract. Step 4. Then the Automobile Industry arranges a meeting with the Importer in order to ne-
gotiate for the contract. Step 5. During the meeting, they discuss with specialized officers about all the amendments
required to get both parties satisfied. Step 5. During the meeting, they discuss with specialized officers about all the amendments
required to get both parties satisfied. Step 6. Once both Importer and Industry have agreed upon the terms and conditions of the
contract like pricing, documentation, freight charges, currency etc. and signed the contracts
the latter proceeds to complete the order. Step 6. Once both Importer and Industry have agreed upon the terms and conditions of the
contract like pricing, documentation, freight charges, currency etc. and signed the contracts
the latter proceeds to complete the order. 952690 CYRENE PROJECT PARTNERS 31/05/2021 83 31/05/2021 D2.1 – Supply Chain Analysis and Requirements Lawyers and the Accounting Department of Industry issue all the appropriate formali-
ties of the deal (invoicing, tax office declarations etc.) and send to the Importer the re-
lated documents. The Automobile Industry involved parties issues the associated docu-
mentation via enhanced technology platforms (i.e., ERPs) and database management sys-
tems. Fiscal transactions are operated through e-government services provided by a Tax-
ation Information System. Fund transfers are achieved through wire transfers, direct depos-
its, ATM transactions and e-banking services via electronic, interactive communication
channels. When the purchase procedures come to an end the Automobile Industry has to
arrange the delivery of the vehicles to the Importer with Maritime Transportation at a spec-
ified time. Table 22 - Business partners involved in the “Contract Agreement on the Vehicle Purchase” process. Figure 23 - Business process model for the “Contact Agreement on the Vehicle Purchase” process. Table 22 - Business partners involved in the “Contract Agreement on the Vehicle Purchase” process. - Business partners involved in the “Contract Agreement on the Vehicle Purchase” process. Figure 23 - Business process model for the “Contact Agreement on the Vehicle Purchase” process. B. Shipment Phase B. Shipment Phase 952690 CYRENE PROJECT PARTNERS
84
31/05/2021 31/05/2021 84 D2.1 – Supply Chain Analysis and Requirements
B1. Chartering Agreement Preparation & Negotiation process ToE “Chartering Agreement Preparation & Negotiation” Business Partners
(Process analysis, identifying and describing all the business partners participated in the current underlined
SC process and their roles within the process (taking into account the cyber assets operating to support thei
interconnections) (
p
)
Charterer (Automobile Industry), Ship Owner, Shipbroker The Automobile Industry is seeking to contract with the Ship Owner for delivering the vehicle
to the destination port defined by the Importer. To accomplish this goal the following activi-
ties take place: Step 1. Initiation of Chartering Agreement procedures. The Chartering Agreement (known
as charter party) is a binding agreement between the Ship Owner and the Charterer (in the
current scenario the Automobile Industry is the Charterer) indicating the certain conditions
in which a vessel is rented regarding the vehicle transport. The most important clauses of
a charter party are those defining the time-period allowed for loading and unloading the
vessel and determining who undertakes the responsibility for the expenses involved. g
p
y
p
The Automobile Industry and the Ship Owner must come to a chartering agreement. More
specifically, there are four principal methods of chartering a tramp ship summarized below: The Automobile Industry and the Ship Owner must come to a chartering agreeme
specifically, there are four principal methods of chartering a tramp ship summarized
Voyage charter, is the most common type according to which chartering refers to a
given price for the transport of a certain vehicle for a one-way voyage between specific
ports p
Time charter, depends on hiring the vessel for a certain period of time
Bareboat or demise charter, is rarely used, described as an arrangement of hiring a
vessel for a specified period without crew, insurance, stores or any other provision. As
a result, the Charterer is entirely responsible for the vessel’s legal and financial support-
ing
“Lump-sum” contracts are settled on a lump-sum basis, agreed upon a total and
global price for simple and well-defined scope projects which are hardly possible to
change. g
Step 2. After continuing negotiations between the interested parties, the charter party
agreement is set reflecting the following main aspects:
time offers
counter (may be one, two or several counters exchanged)
recap of terms (partially fixed on subjects)
clean recap (final revision)
execution of charter party
Step 3.
B1. Chartering Agreement Preparation & Negotiation process The Automobile Industry informs the Shipbroker (an entity that acts as a negotiator
between the Automobile Industry and the Ship Owner) about the specified shipment agree- g
Step 2. After continuing negotiations between the interested parties, the charter party
agreement is set reflecting the following main aspects:
time offers
counter (may be one, two or several counters exchanged)
counter (may be one, two or several counters exchanged) (
y
recap of terms (partially fixed on subjects) Step 3. The Automobile Industry informs the Shipbroker (an entity that acts as a negotiator
between the Automobile Industry and the Ship Owner) about the specified shipment agree-
ment conditions and terms dealt with the Importer. Step 3. The Automobile Industry informs the Shipbroker (an entity that acts as a negotiator
between the Automobile Industry and the Ship Owner) about the specified shipment agree-
ment conditions and terms dealt with the Importer. p
Step 4. The Ship Owner reports the Shipbroker on cargo related details, declaring the actual
vehicles carrying capacity of the vessel. p
Step 4. The Ship Owner reports the Shipbroker on cargo related details, declaring the actual
vehicles carrying capacity of the vessel. 952690 CYRENE PROJECT PARTNERS 31/05/2021 85 D2.1 – Supply Chain Analysis and Requirements Step 5. The Ship Owner and the Automobile Industry are under extended discussion
through the Shipbroker, exchanging several counter offers until both parties lift the subjects
on vessels. Step 5. The Ship Owner and the Automobile Industry are under extended discussion
through the Shipbroker, exchanging several counter offers until both parties lift the subjects
on essels Table 23 - Business partners involved in the “Chartering Agreement Preparation & Negotiation” process. Figure 24 - Business process model for the “Chartering Agreement Preparation & Negotiation” process. siness partners involved in the “Chartering Agreement Preparation & Negotiation” process. Figure 24 - Business process model for the “Chartering Agreement Preparation & Negotiation” process. Figure 24 - Business process model for the “Chartering Agreement Preparation & Negotiation” process.
B2. Ship Formalities Arrangements process
ToE “Ship Formalities Arrangements” Business Partners
(Process analysis, identifying and describing all the business partners participated in the current underlined
SC process and their roles within the process (taking into account the cyber assets operating to support their
interconnections)
Business Partners (BPi) participating in the process
(Record business partners’ entities)
Ship Agent, Customs, Port Authority
Description
(Process analysis describing how the business partners are involved in the SC process)
Vehicles import/export in Maritime transport is subject to local Customs’ audit. Only Local
Customs can legitimate the vehicles shipment across the origin and destination port. Ac-
cording to this, the Ship Agent undertakes the responsibility to deal with the appropriate
formalities arrangements for gaining from the Local Customs the permission to proceed
with the vehicles’ shipment. Customs Clearance is considered the documented permission
B2. Ship Formalities Arrangements process ToE “Ship Formalities Arrangements” Business Partners
(Process analysis, identifying and describing all the business partners participated in the current underlined
SC process and their roles within the process (taking into account the cyber assets operating to support their
interconnections)
Business Partners (BPi) participating in the process
(Record business partners’ entities)
Ship Agent, Customs, Port Authority
Description
(Process analysis describing how the business partners are involved in the SC process)
Vehicles import/export in Maritime transport is subject to local Customs’ audit. Only Local
Customs can legitimate the vehicles shipment across the origin and destination port. D2.1 – Supply Chain Analysis and Requirements given by the Customs to import or export vehicles. Customs Clearance proves that all Cus-
toms duties have been paid and shipment procedures have been approved. To execute the
process the following activities are undertaken: given by the Customs to import or export vehicles. Customs Clearance proves that all Cus-
toms duties have been paid and shipment procedures have been approved. To execute the
process the following activities are undertaken: p
g
Step 1. The Ship Agent submits the ship’s associated documentation to the Customs re-
questing Customs Clearance. Typical formalities must have been fulfilled at the customs
office for import/export activities including: Step 1. The Ship Agent submits the ship’s associated documentation to the Customs re-
questing Customs Clearance. Typical formalities must have been fulfilled at the customs
office for import/export activities including: office for import/export activities including:
the lodging and acceptance of the customs declaration;
the declaration verification n and the supporting documentation; the physical exam-
ination of vehicles; measures for vehicles identification and controls on whether they are conformed to
measures for vehicles identification and controls on whether they are conformed to
satisfy the appropriate conditions or restrictions; satisfy the appropriate conditions or restrictions;
payment for import/export procedures and other charges (e.g., VAT, excise dut
payment for import/export procedures and other charges (e.g., VAT, excise duties);
release of vehicles for the customs procedure concerned
release of vehicles for the customs procedure concerned. Step 2. Once the Ship Agent obtains the Custom Clearance approval, he submits a request
to the Port Community System (PCS) of the Port Authority to grant permission for the vessel
to dock at the port. The Ship Agent’s request is submitted via the corresponding online
service of the PCS. Step 2. Once the Ship Agent obtains the Custom Clearance approval, he submits a request
to the Port Community System (PCS) of the Port Authority to grant permission for the vessel
to dock at the port. The Ship Agent’s request is submitted via the corresponding online
service of the PCS. Step 3. The Port Community System (PCS) checks the Customs Clearance document au-
thentication by data verification services requesting information from the Custom infor-
mation system via an Electronic Data Interchange system (EDI) and reports the result. Dur-
ing the authorization processes, Port Authority observes via the Automatic Identification
System (AIS) the vessel’s course to ascertain that the marine transportation meets the pri-
mary consignment’s specific requirements. Information on vessel position and an Arri-
val/Departure timetable is requested from the Port Authority via the Vessel Traffic Service. Vessel Traffic Service is a Port’s Authority marine-traffic monitoring system, identifying ves-
sel e-tracking and traffic services operations. The Port Authority uses the “MarineTraffic”
intermodal web platform to retrieve information for the vessel’s course, its geo-coordinates
location and the vessel traffic in the adjacent sea area and control remotely the vessel’s
movement in case traffic on the water is high. Step 4. The Port Authority provides permission for the vessel to dock, only if the following
prerequisites occur:
The vessel has not deviated from its route,
The vessel has not deviated from its route,
The vessel’s voyage has followed the regulatory compliance policies
Marine traffic does not prevent the vessel from approaching the Port.
Marine traffic does not prevent the vessel from approaching the Port. Step 5. As long as the above prerequisites are satisfied, the Local Agent must be informed
from the Port Authority about the docking arrangements at a specific time before the vessel
arrives at the local port to load (or unload) the vehicles. Step 6. Before the vessel reaches the local Port consults the marine traffic live map and
informs the Ship’s Administration about the current sea traffic. Port Authority expert person-
nel monitor the vessel’s movement and conducts it via AIS equipment to enter safely the
port to dock. In particular, the internal communication between the Port Authority and the
Local Agent is satisfied by utilizing AIS transponders broadcasting information via marine
radar antennas VHF radio waves. In this manner, they can corporate in order to avoid a
potential collision and to improve sea navigation. Step 6. Before the vessel reaches the local Port consults the marine traffic live map and
informs the Ship’s Administration about the current sea traffic. Port Authority expert person-
nel monitor the vessel’s movement and conducts it via AIS equipment to enter safely the
port to dock. In particular, the internal communication between the Port Authority and the
Local Agent is satisfied by utilizing AIS transponders broadcasting information via marine
radar antennas VHF radio waves. Ac-
di
t
thi
th
Shi
A
t
d
t k
th
ibilit
t
d
l
ith th
i t ToE “Ship Formalities Arrangements” Business Partners
(Process analysis, identifying and describing all the business partners participated in the current underlined
SC process and their roles within the process (taking into account the cyber assets operating to support their
interconnections)
Business Partners (BPi) participating in the process
(Record business partners’ entities)
Ship Agent, Customs, Port Authority
Description Ship Agent, Customs, Port Authority Ship Agent, Customs, Port Authority (
y
g
p
p
)
Vehicles import/export in Maritime transport is subject to local Customs’ audit. Only Local
Customs can legitimate the vehicles shipment across the origin and destination port. Ac-
cording to this, the Ship Agent undertakes the responsibility to deal with the appropriate
formalities arrangements for gaining from the Local Customs the permission to proceed
with the vehicles’ shipment. Customs Clearance is considered the documented permission 952690 CYRENE PROJECT PARTNERS 31/05/2021 86 In this manner, they can corporate in order to avoid a
potential collision and to improve sea navigation. Step 7. The Ship Agent makes the arrangements with the Public Administration (manage-
ment of the ship formalities) regarding the authorisation process, ranging from the entry of
the ship into the local port to the vehicles loading onto the vessel for shipping them to the 31/05/2021 952690 CYRENE PROJECT PARTNERS 87 D2.1 – Supply Chain Analysis and Requirements D2.1 – Supply Chain Analysis and Requirements The Ship Agent (representing the Ship Owner) is obligated to deliver the vehicl The Ship Agent (representing the Ship Owner) is obligated to deliver the vehicles on time. A breach of contract can easily occur either for unreasonable delay or for unjustifiable de-
parture from the usual and reasonable route. To achieve this, the following activities are
implemented: The Ship Agent (representing the Ship Owner) is obligated to deliver the vehicles on time. A breach of contract can easily occur either for unreasonable delay or for unjustifiable de-
parture from the usual and reasonable route. To achieve this, the following activities are
implemented: Step 1. The Ship Agent undertakes the responsibility to send all the pertinent documents
(e.g., the Manifest document of the vessel, the docking clearance document) to the Im-
porter’s Local Agent. Step 1. The Ship Agent undertakes the responsibility to send all the pertinent documents
(e.g., the Manifest document of the vessel, the docking clearance document) to the Im-
porter’s Local Agent. Step 2. The Local Agent undertakes the responsibility for the ship arrival and controls the
regional procedures:
he communicates the Insurance Company to make an assessment report of the ve-
hicles physical status and their transportation’s service quality
he employs a Vehicle Transport Company and arranges to receive and load the
vehicles from the vehicle terminal at the destination port at a specified time. he deals with the relevant shipping formalities (exchanging information through lo-
cs infrastructure, multi-modal platforms and communicating via telematics)
he deals with the relevant shipping formalities (exchanging information through lo-
gistics infrastructure, multi-modal platforms and communicating via telematics)
Step 3. The Local Agent informs the Importer about the status of the aforementioned pro-
cedures.
he deals with the relevant shipping formalities (exchanging information through lo-
gistics infrastructure, multi-modal platforms and communicating via telematics)
Step 3. The Local Agent informs the Importer about the status of the aforementioned pro-
cedures. Table 25 - Business partners involved in the “Shipping Arrangements” process. Figure 26 - Business process model for the “Shipping Arrangements” process. Table 25 - Business partners involved in the “Shipping Arrangements” process. Figure 26 - Business process model for the “Shipping Arrangements” process. destination Port. The shipping arrangements are realized through data exchange using lo-
gistics infrastructures and port integrated systems. During the authorization process, ship-
ping operations are monitored and controlled through networking technology of SCADA and
AIS systems. Table 24 - Business partners involved in the “Ship Formalities Arrangements” processs. Figure 25 - Business process model for the “Ship Formalities Arrangements” process. Table 24 - Business partners involved in the “Ship Formalities Arrangements” processs. Figure 25 - Business process model for the “Ship Formalities Arrangements” process. 952690 CYRENE PROJECT PARTNERS
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31/05/2021
B3. Shipping Arrangements process
ToE “Shipping Arrangements” Business Partners
(Process analysis, identifying and describing all the business partners participated in the current underlined
SC process and their roles within the process (taking into account the cyber assets operating to support their
interconnections)
Business Partners (BPi) participating in the process
(Record business partners’ entities)
Ship Agent, Local Agent, Insurance Company, Vehicles Transport Company, Importer
Description
(Process analysis describing how the business partners are involved in the SC process)
B3. Shipping Arrangements process
ToE “Shipping Arrangements” Business Partners
(Process analysis, identifying and describing all the business partners participated in the current underlined
SC process and their roles within the process (taking into account the cyber assets operating to support their
interconnections)
Business Partners (BPi) participating in the process
(Record business partners’ entities)
Ship Agent, Local Agent, Insurance Company, Vehicles Transport Company, Importer
Description
(Process analysis describing how the business partners are involved in the SC process) 952690 CYRENE PROJECT PARTNERS 31/05/2021 88 C. Pre-Arrival Phase
C.1 Port Call Request process
C.1 Port Call Request process ToE “Port Call Request” Business Partners
(Process analysis, identifying and describing all the business partners participated in the current underlined
SC process and their roles within the process (taking into account the cyber assets operating to support their
interconnections) 952690 CYRENE PROJECT PARTNERS 89 31/05/2021 D2.1 – Supply Chain Analysis and Requirements (
p
)
Ship Agent, Port Authority, Customs, Terminal Operator
Description The port calls process is a request from the Shipping Line or its Ship Agent to the Port
Authority and the Harbourmaster’s office, requesting a berth, giving details of the call and
the vessel authorized. To achieve this, the following activities are implemented:
Step 1. The Ship Agent sends the Port Authority data including the port of arrival, name of
vessel, the carrier, previous and following ports of call. Once the port call corresponding
authorisations for these requests are received the Ship Agent provides more information
about passengers and crew, waste, berth requirements, expected operations (pilot, tug-
boats, and mooring), and other relevant data. The port calls process is a request from the Shipping Line or its Ship Agent to the Port
Authority and the Harbourmaster’s office, requesting a berth, giving details of the call and
the vessel authorized. To achieve this, the following activities are implemented:
Step 1. The Ship Agent sends the Port Authority data including the port of arrival, name of
vessel, the carrier, previous and following ports of call. Once the port call corresponding The port calls process is a request from the Shipping Line or its Ship Agent to the Port
Authority and the Harbourmaster’s office, requesting a berth, giving details of the call and
the vessel authorized. To achieve this, the following activities are implemented: Step 1. The Ship Agent sends the Port Authority data including the port of arrival, name of
vessel, the carrier, previous and following ports of call. Once the port call corresponding
authorisations for these requests are received the Ship Agent provides more information
about passengers and crew, waste, berth requirements, expected operations (pilot, tug-
boats, and mooring), and other relevant data. Step 2. Vehicles import/export in maritime transport is subject to local Customs’ audit. By
sending the request of port call, automatically opens a Customs registry for the customs
clearance of goods that must be loaded or unloaded from the vessel. Step 3. Table 27 - Business partners involved in the “Standard Cargo Manifest” process. (
p
)
Ship Agent, Port Authority, Customs
D
i
i (
p
)
Ship Agent, Port Authority, Customs
D
i
i (
y
g
p
p
)
The Standard Cargo Manifest is the document that includes all the information related to a
ship and the cargo transported in a ship for a particular trip and which is intended to be
discharged/loaded during its port call. In this way, the information contained in a Summary Declaration is mainly divided into two
sections:
Information related to the ship, trip and port call: this section includes the data refer-
ring to the name of the ship, flag, etc., indicating the ports of origin, destination that delimit
the corresponding trip. In addition, it incorporates information for Customs, such as the
concept of regular line, simplified transit procedures and the operations and actors involved
in them.
Information related to the ship, trip and port call: this section includes the data refer-
ring to the name of the ship, flag, etc., indicating the ports of origin, destination that delimit
the corresponding trip. In addition, it incorporates information for Customs, such as the
concept of regular line, simplified transit procedures and the operations and actors involved
in them.
Information related to the Cargo transported: this section contains three blocks of
data, those related to the level of Bill of Lading, (B/L), those related to the consignment (a
consignment is characterized by having a single tariff code and be integrated into a single
Bill of Lading), and those that refer to equipment. Also at the starting level, it contains data
related to the customs situation and clearance.
Information related to the Cargo transported: this section contains three blocks of
data, those related to the level of Bill of Lading, (B/L), those related to the consignment (a
consignment is characterized by having a single tariff code and be integrated into a single
Bill of Lading), and those that refer to equipment. Also at the starting level, it contains data
related to the customs situation and clearance. Step 1. The Ship Agent, as the representative of the shipping Line, undertakes responsibil-
ity for sending the Standard Cargo Manifest at least one day before the arrival of the ship. Step 2. The message is received by the Port Authority. p
g
y
y
Step 3. The Standard Cargo Manifest is forwarded to the Customs. D2.1 – Supply Chain Analysis and Requirements C. Pre-Arrival Phase The port calls information is used by Port Authority and the Terminal Operators to
manage their resources accordingly preparing equipment, personnel, etc. All these communications are done using the Port Community System (PCS), which pro-
vides the users a client application to launch the service rapidly and be able to fulfil the
requirements to send documentation electronically to the involved entities. Table 26 - Business partners involved in the “Port Call Request” process. Figure 27 - Business process model for the “Port Call Request” process. Table 26 - Business partners involved in the “Port Call Request” process. Figure 27 - Business process model for the “Port Call Request” process.
C.2 Standard Cargo Manifest process
C.2 Standard Cargo Manifest process 52690 CYRENE PROJECT PARTNERS
90
31/05/2021
C.2 Standard Cargo Manifest process
ToE “Standard Cargo Manifest” Business Partners
(Process analysis, identifying and describing all the business partners participated in the current underlined
SC process and their roles within the process (taking into account the cyber assets operating to support their
interconnections) ToE “Standard Cargo Manifest” Business Partners
(Process analysis, identifying and describing all the business partners participated in the current underlined
SC process and their roles within the process (taking into account the cyber assets operating to support their
interconnections) ToE “Standard Cargo Manifest” Business Partners
(Process analysis, identifying and describing all the business partners participated in the current underlined
SC process and their roles within the process (taking into account the cyber assets operating to support their
interconnections) ToE “Standard Cargo Manifest” Business Partners
s, identifying and describing all the business partners participated in the current underlined
heir roles within the process (taking into account the cyber assets operating to support their
interconnections) 952690 CYRENE PROJECT PARTNERS 90 31/05/2021 (
p
)
Ship Agent, Port Authority, Customs
D
i
i These communications are done using the Port Community System (PCS), which provides
the users a client application to launch the service rapidly and be able to fulfil the require-
ments to send documentation electronically to the involved entities. 952690 CYRENE PROJECT PARTNERS 952690 CYRENE PROJECT PARTNERS 31/05/2021 91 D2.1 – Supply Chain Analysis and Requirements Figure 28 - Business model for the “Standard Cargo Manifest” process. Figure 28 - Business model for the “Standard Cargo Manifest” process.
C.3 Entry Summary Declaration (ENS) process ToE “Entry Summary Declaration (ENS)” Business Partners
(Process analysis, identifying and describing all the business partners participated in the current underlined
SC process and their roles within the process (taking into account the cyber assets operating to support their
interconnections)
Business Partners (BPi) participating in the process
(Record business partners’ entities)
Ship Agent, Customs, Port Authority
Description ToE “Entry Summary Declaration (ENS)” Business Partners
(Process analysis, identifying and describing all the business partners participated in the current underlined
SC process and their roles within the process (taking into account the cyber assets operating to support their
interconnections)
Business Partners (BPi) participating in the process
(Record business partners’ entities)
Ship Agent, Customs, Port Authority
Description (
p
)
Ship Agent, Customs, Port Authority The Entry Summary Declaration (ENS) is a mandatory document which includes all the
information related to the cargo transported in a ship. It is needed only when arriving to the
first European port. The information in the document is quite similar to the Standard Cargo
Manifest, although in this case contains all the cargo in the vessel and not only the cargo
to be discharged to a specific port. Step 1. The Ship Agent, as the representative of the shipping Line, is engaged to
send the ENS at least one day before the arrival of the ship together with the Standard
Cargo Manifest. Step 2. The message is received by the Port Authority. Step 2. The message is received by the Port Authority. Step 2. The message is received by the Port Authority. Step 3 The message is forwarded to the Customs Step 2. The message is received by the Port Authority. S
3 Th
i f
d d
h
C Step 3. The message is forwarded to the Customs. Step 3. The message is forwarded to the Customs. Table 28 - Business partners involved in the “Entry Summary Declaration (ENS)” process. (
p
)
Ship Agent, Port Authority, Customs
D
i
i These communications are done using the Port Community System (PCS), which provides
the users a client application to launch the service rapidly and be able to fulfil the require-
ments to send documentation electronically to the involved entities. 952690 CYRENE PROJECT PARTNERS 31/05/2021 92 D2.1 – Supply Chain Analysis and Requirements Figure 29 - Business process model for the “Entry Summary Declaration (ENS)” process. Figure 29 - Business process model for the “Entry Summary Declaration (ENS)” process. Table 29 - Business partners involved in the “Loading and Discharge List” process.
C.4 Loading and Discharge List process ToE “Loading and Discharge List” Business Partners
(Process analysis, identifying and describing all the business partners participated in the current underlined
SC process and their roles within the process (taking into account the cyber assets operating to support their
interconnections)
Business Partners (BPi) participating in the process
(Record business partners’ entities)
Ship Agent, Terminal Operator, Port Authority
Description (
p
)
Ship Agent, Terminal Operator, Port Authority The loading and discharge list is a document which contains all the vessel loading and
discharge containers, cars, or goods. The main information included in the document is the
container type, dimensions, weight, temperature, seal, dangerous goods information, etc. Step 1. The Ship Agent sends the loading and discharge list to the Terminal Operator at
least 12 hours before the arrival. g
,
,
g
container type, dimensions, weight, temperature, seal, dangerous goods information, etc. Step 1. The Ship Agent sends the loading and discharge list to the Terminal Operator at
least 12 hours before the arrival. Step 2. The Terminal Operator needs this information to manage all the resources needed
for the process. Step 3. The Ship Agent receives a confirmation from the Terminal Operator of the loading
and discharge of these containers when it is accomplished. These communications are done using the Port Community System (PCS), which provides
the users a client application to launch the service rapidly and be able to fulfil the require-
ments to send documentation electronically to the involved entities. Table 29 - Business partners involved in the “Loading and Discharge List” process. 952690 CYRENE PROJECT PARTNERS 31/05/2021 93 D2.1 – Supply Chain Analysis and Requirements Figure 30 - Business process model for the “Loading and Discharge List” process. Figure 30 - Business process model for the “Loading and Discharge List” process. D. Vessel Arrival, Vehicles Unloading and Delivery Phase
D1. Discharge Vehicles process Terminal Operator (Docker) y
Step 2. Dockers have a mobile device connected to the TOS (Terminal Operating system)
for receiving indications of the vehicles to be discharged and the area in the terminal yard
to be parked. 952690 CYRENE PROJECT PARTNERS 94 31/05/2021 31/05/2021 952690 CYRENE PROJECT PARTNERS
95
31/05/2021
Step 3. With this information terminal operators managers are aware of the situation of each
vehicle and are able to manage the resources and the space.
Table 30 - Business partners involved in the “Discharge Vehicles” process.
Figure 31 - Business process model for the “Discharge Vehicles” process.
D.2 Customs Declarations process
ToE “Customs Declarations” Business Partners
(Process analysis, identifying and describing all the business partners participated in the current underlined
SC process and their roles within the process (taking into account the cyber assets operating to support their
interconnections)
Business Partners (BPi) participating in the process
(Record business partners’ entities)
Freight Forwarder, Customs, Port Authority
Description
(Process analysis describing how the business partners are involved in the SC process)
The Customs declarations is a mandatory process when importing goods with the Tax
Agency's Custom. For that the goods owner or its representative needs to submit the Single
Administrative Document for goods from countries outside the European union or the cor-
responding document (e.g. Proof of Union Status). This is necessary before the goods can
leave the customs compound, in this case the port. The Single Administrative Document Table 30 - Business partners involved in the “Discharge Vehicles” process. Table 30 - Business partners involved in the “Discharge Vehicles” process. Figure 31 - Business process model for the “Discharge Vehicles” process. Figure 31 - Business process model for the “Discharge Vehicles” process. Figure 31 - Business process model for the “Discharge Vehicles” process. Figure 31 - Business process model for the “Discharge Vehicles” process. Figure 31 - Business process model for the “Discharge Vehicles” process.
D.2 Customs Declarations process
ToE “Customs Declarations” Business Partners
(Process analysis, identifying and describing all the business partners participated in the current underlined
SC process and their roles within the process (taking into account the cyber assets operating to support their
interconnections)
Business Partners (BPi) participating in the process
(Record business partners’ entities)
Freight Forwarder, Customs, Port Authority
Description
(Process analysis describing how the business partners are involved in the SC process)
The Customs declarations is a mandatory process when importing goods with the Tax
Agency's Custom. For that the goods owner or its representative needs to submit the Single
Administrative Document for goods from countries outside the European union or the cor-
responding document (e.g. Proof of Union Status). This is necessary before the goods can
leave the customs compound, in this case the port. The Single Administrative Document D2.1 – Supply Chain Analysis and Requirements Step 3. With this information terminal operators managers are aware of the situation of each
vehicle and are able to manage the resources and the space. Step 3. With this information terminal operators managers are aware of the situation of each
vehicle and are able to manage the resources and the space.
D.2 Customs Declarations process
D.2 Customs Declarations process Freight Forwarder, Customs, Port Authority (
y
g
p
p
)
The Customs declarations is a mandatory process when importing goods with the Tax
Agency's Custom. For that the goods owner or its representative needs to submit the Single
Administrative Document for goods from countries outside the European union or the cor-
responding document (e.g. Proof of Union Status). This is necessary before the goods can
leave the customs compound, in this case the port. The Single Administrative Document 952690 CYRENE PROJECT PARTNERS 31/05/2021 95 D2.1 – Supply Chain Analysis and Requirements includes the type of import, content, type of goods, value, currency, invoice, transport doc-
uments, origin, destination, weight, etc. includes the type of import, content, type of goods, value, currency, invoice, transport doc-
uments, origin, destination, weight, etc. includes the type of import, content, type of goods, value, currency, invoice, transport doc-
uments, origin, destination, weight, etc. Step 1. Before the truck arrives at the port to pick up the vehicles, the Freight Forwarder
has to submit the Single Administrative Document to Customs. S
C includes the type of import, content, type of goods, value, currency, invoice, transport doc-
uments, origin, destination, weight, etc. Step 1. Before the truck arrives at the port to pick up the vehicles, the Freight Forwarder
has to submit the Single Administrative Document to Customs. Step 2. Whether predefined conditions are met, the Customs authorises the re-
quest and the response is sent to the PCS in order to be available for involved stakeholders,
including the automatic gate system in the port allows the trucks to leave the port. This process is done directly through the Customs system. yp
p
yp
g
y
p
uments, origin, destination, weight, etc. Step 1. Before the truck arrives at the port to pick up the vehicles, the Freight Forwarder
has to submit the Single Administrative Document to Customs. Step 2
Whether predefined conditions are met
the Customs authorises the re- Step 1. Before the truck arrives at the port to pick up the vehicles, the Freight Forwarder
has to submit the Single Administrative Document to Customs. Step 2. Whether predefined conditions are met, the Customs authorises the re-
quest and the response is sent to the PCS in order to be available for involved stakeholders,
including the automatic gate system in the port allows the trucks to leave the port. 52690 CYRENE PROJECT PARTNERS
96
31/05/2021
c ud g t e auto
at c gate syste
t e po t a o s t e t uc s to ea e t e po t
This process is done directly through the Customs system. Table 31 - Business partners involved in the “Customs Declarations” process. Figure 32 - Business process model for the “Customs Declarations” process.
D.3 Transportation Order process
ToE “Transportation Order” Business Partners
(Process analysis, identifying and describing all the business partners participated in the current underlined
SC process and their roles within the process (taking into account the cyber assets operating to support their
interconnections)
Business Partners (BPi) participating in the process
(Record business partners’ entities)
Freight Forwarder, Ship Agent, Terminal Operator, Haulier Company
Description
(Process analysis describing how the business partners are involved in the SC process)
Road transportation is an important part of the logistics in the container transport chain, and
several actors are involved such as Freight Forwarders, Haulier Companies, Terminals, or
Ship Agents. In order to have a common understanding of the operations, there is a docu-
mentation flow parallel to the physical flow of goods. For road transportation it is needed a Table 31 - Business partners involved in the “Customs Declarations” process. Figure 32 - Business process model for the “Customs Declarations” process. Table 31 - Business partners involved in the “Customs Declarations” process. Table 31 - Business partners involved in the “Customs Declarations” process. Figure 32 - Business process model for the “Customs Declarations” process. D2.1 – Supply Chain Analysis and Requirements transport order, a document which determines the obligations between carrier and shipper. This document is local and therefore is regulated by national law. The main information
included in the document is the container type, dimensions, weight, temperature, seal, dan-
gerous goods information, etc. transport order, a document which determines the obligations between carrier and shipper. This document is local and therefore is regulated by national law. The main information
included in the document is the container type, dimensions, weight, temperature, seal, dan-
gerous goods information, etc. Step 1. The process starts when the importer or its Freight Forwarder request a transport. Step 2. The Ship Agent provides the transport order documentation to the Freight For-
warder and the Terminal Operator. Step 3. The Haulier Company completes the document assigning a truck. Step 3. The Haulier Company completes the document assigning a truck. Step 4. Finally, when the prerequisites are met, the Terminal Operator confirms the deliv-
ery. Step 4. Finally, when the prerequisites are met, the Terminal Operator confirms the deliv-
ery Although this process is done thought the Port Community System (PCS) in the container
transport, the vehicles transport process is still on paper and email. During the road
transport operation, the driver needs the documentation is case is required by the traffic
police or other security forces. Table 32 - Business partners involved in the “Transportation Order” process. Figure 33 - Business process model for the “Transportation Order” process. Table 32 - Business partners involved in the “Transportation Order” process. Figure 33 - Business process model for the “Transportation Order” process.
D.3 Transportation Order process
D.3 Transportation Order process
ToE “Transportation Order” Business Partners
(Process analysis, identifying and describing all the business partners participated in the current underlined
SC process and their roles within the process (taking into account the cyber assets operating to support their
interconnections)
Business Partners (BPi) participating in the process
(Record business partners’ entities)
Freight Forwarder, Ship Agent, Terminal Operator, Haulier Company
Description
(Process analysis describing how the business partners are involved in the SC process)
Road transportation is an important part of the logistics in the container transport chain, and
several actors are involved such as Freight Forwarders, Haulier Companies, Terminals, or
Ship Agents. In order to have a common understanding of the operations, there is a docu-
mentation flow parallel to the physical flow of goods. For road transportation it is needed a
D.3 Transportation Order process
ToE “Transportation Order” Business Partners
(Process analysis, identifying and describing all the business partners participated in the current underlined
SC process and their roles within the process (taking into account the cyber assets operating to support their
interconnections)
Business Partners (BPi) participating in the process
(Record business partners’ entities)
Freight Forwarder, Ship Agent, Terminal Operator, Haulier Company
Description
(Process analysis describing how the business partners are involved in the SC process)
Road transportation is an important part of the logistics in the container transport chain, and
several actors are involved such as Freight Forwarders, Haulier Companies, Terminals, or
Ship Agents. In order to have a common understanding of the operations, there is a docu-
t ti
fl
ll l t
th
h
i
l fl
f
d
F
d t
t ti
it i
d d Road transportation is an important part of the logistics in the container transport chain, and
several actors are involved such as Freight Forwarders, Haulier Companies, Terminals, or
Ship Agents. In order to have a common understanding of the operations, there is a docu-
mentation flow parallel to the physical flow of goods. For road transportation it is needed a 952690 CYRENE PROJECT PARTNERS 31/05/2021 96 D2.1 – Supply Chain Analysis and Requirements 5.1.2.1 Identification and description of SCS business processes of ToE II Within this section, the recorded VTS processes for each identified SCs phase are The VTS-ToE II SCS processes abovementioned, have already been described and ana-
lysed (section 5.1.1.1 Identification and description of SCS business processes of ToE I) and as
they remain the same, no other actions required to be fulfilled in this section. 5.1.2 ToE II: Technical view of the VTS-SCS ToE II reflects the CYRENE technical SCS perspective. The underlined SCS is the Vehicle
Transport Service (VTS) as defined in the introduction of section 5.1. “ToE II” sets the scope to
evaluate SC processes of the VTS under a technical view that goes to a further analysis of the
ICT infrastructure operating within these processes. The current section encompasses the busi-
ness environment of ToE II: VTS processes, involved business partners and SC stakehold-
ers and assets utilized for the completion of these processes. As mentioned previously in the
beginning of section 5.1, in the current deliverable under examination assets will be presented
only with a high-level ICT infrastructure view, as it is referred at the beginning of section 5.1. VTS-SCS processes derive from an aggregation of industry sectors, such as the automobile in-
dustry, maritime transport and logistics industry. The VTS-SCS, as presented in the previous sec-
tion, are: Vehicles Purchase Phase; Shipment Phase; Pre-arrival Phase and Vessel Arrival, Ve-
hicles Unloading and Delivery Phase. Each of the VTS-SCS phase encompasses major SCS pro-
cesses for the VTS provision, which have been described in detail in ToE I (the business view of
the VTS-SCS). Regarding the asset view description of the VTS-SCS, for the purpose of the
current project to illustrate the CYRENE CA methodology, ToE II will reflect assets of the SCS
processes concerning the Pre-Arrival phase and Vessel Arrival, Vehicles Unloading and Deliv-
ery phases, which mostly engage port-related processes and distribution chain processes (the
port authority business partner of the current VTS use case will be the Valenciaport Foundation
which is a pilot partner of the CYRENE project). 5.1.1.3 ToE’s infrastructure description Since ToE I adopts the business view, the assets and infrastructures do not belong to the current
ToE’s environment and they will not be subject to evaluation. The current section is N/A for ToE
I (only the business processes together with their workflows are applied here). 952690 CYRENE PROJECT PARTNERS 31/05/2021 97 5.1.2.2 Identification and description of SCS business partners of ToE II Process analysis and business partners identification of VTS-ToE II have already been described
(section 5.1.1.2 Identification and description of SCS business partners of ToE I and correspond-
ing SCS business process models) and as they remain the same, no other actions required to be
fulfilled in this section. 5.1.2.3 ToE’s II infrastructure description 5.1.2.3 ToE’s II infrastructure description p has the last Microsoft operating system Windows 10 D2.1 – Supply Chain Analysis and Requirements D2.1 – Supply Chain Analysis and Requirements
C. Pre-arrival Phase
C.1 Port Call Request process
VTS-SCS Assets involved in the “Port Call Request” Process
(Infrastructure representations of the cyber assets and the overall technical equipment required to cover com-
munications and transactions among the engaged business partners (BPs) of the underlined SCS process; data
exchange services between heterogeneous systems and interoperable functionalities are also mentioned wher-
ever exist)
Business Partner
(BPi)
Description
Port Authority
The Port Authority manages the PCS, an open and neutral elec-
tronic platform, that allows a safe and smart information exchange
between public and private agents in order to improve the competi-
tive position in the port. The is composed of the following elements
of software and hardware:
(a) All PCS systems are hosted on a server HPE ProLiant DL580
Gen10. It has a recovery site with all the systems replicated, to en-
sure the availability. (b) A router Extreme Networks SLX 9640 that allows the intercon-
nection of LAN networks and provide access to the system. (c) The operating system on the server is a Windows Server 2019
developed by Microsoft with extended security. (d) To store the data about all the actors involved in the activity and
data produced, it has a relational database Microsoft SQL server
2019. (e) The PCS has a web application deployed on a web server IIS 10. This allows access to all information and documents available and
provide the necessary documents. (f) The PCS has its own mail domain that allows direct communica-
tion with the users. It uses the SMTP server of Microsoft, Exchange
Server 2019. (g) There is an FTP Server for file transferring and data interchange
via PCS. The FTP Server supports the following three web services;
Message Processor Service, Movement Retrieval Service, Data
Movement Retrieval Service. (h) To ensure the security and integrity of the entire system has been
installed on the server an antivirus Symantec. Ship Agent
The Ship Agent is one of the main actors in the port call process. It
needs access to the PCS to manage the operations. 5.1.2.3 ToE’s II infrastructure description The systems
used for that activity are the following hardware and software.;
(a) To access the PCS, the Ship Agent has a laptop LENOVO Yoga
C930 with the following characteristics: Intel® Core™ i5- 8250U pro-
cessor, 8GB RAM DDR4, and 512 GB SSD storage. (b) The laptop has the last Microsoft operating system, Windows 10 5.1.2.3 ToE’s II infrastructure description The FTP Server supports the following three web services;
Message Processor Service, Movement Retrieval Service, Data
Movement Retrieval Service. (h) To ensure the security and integrity of the entire system has been
installed on the server an antivirus Symantec. p Agent
The Ship Agent is one of the main actors in the port call process. It
needs access to the PCS to manage the operations. The systems
used for that activity are the following hardware and software.;
(a) To access the PCS, the Ship Agent has a laptop LENOVO Yoga
C930 with the following characteristics: Intel® Core™ i5- 8250U pro-
cessor, 8GB RAM DDR4, and 512 GB SSD storage. (b) The laptop has the last Microsoft operating system Windows 10 s
ved in the “Port Call Request” Process
assets and the overall technical equipment required to cover com-
aged business partners (BPs) of the underlined SCS process; data
systems and interoperable functionalities are also mentioned wher-
Description
hority manages the PCS, an open and neutral elec-
m, that allows a safe and smart information exchange
ic and private agents in order to improve the competi-
n the port. The is composed of the following elements
nd hardware:
ystems are hosted on a server HPE ProLiant DL580
a recovery site with all the systems replicated, to en-
ability. Extreme Networks SLX 9640 that allows the intercon-
N networks and provide access to the system. ting system on the server is a Windows Server 2019
Microsoft with extended security. he data about all the actors involved in the activity and
d, it has a relational database Microsoft SQL server
has a web application deployed on a web server IIS 10. ccess to all information and documents available and
ecessary documents. as its own mail domain that allows direct communica-
users. It uses the SMTP server of Microsoft, Exchange
n FTP Server for file transferring and data interchange
FTP Server supports the following three web services;
ocessor Service, Movement Retrieval Service, Data
etrieval Service. the security and integrity of the entire system has been
he server an antivirus Symantec. nt is one of the main actors in the port call process. It
s to the PCS to manage the operations. The systems
activity are the following hardware and software.;
the PCS, the Ship Agent has a laptop LENOVO Yoga
following characteristics: Intel® Core™ i5- 8250U pro-
RAM DDR4, and 512 GB SSD storage. C. Pre-arrival Phase C. Pre arrival Phase
C.1 Port Call Request process
VTS-SCS Assets involved in the “Port Call Request” Process
(Infrastructure representations of the cyber assets and the overall technical equipment required to
munications and transactions among the engaged business partners (BPs) of the underlined SCS p
exchange services between heterogeneous systems and interoperable functionalities are also men
ever exist)
Business Partner
(BPi)
Description
Port Authority
The Port Authority manages the PCS, an open and neu
tronic platform, that allows a safe and smart information
between public and private agents in order to improve the
tive position in the port. The is composed of the following
of software and hardware:
(a) All PCS systems are hosted on a server HPE ProLia
Gen10. It has a recovery site with all the systems replicat
sure the availability. (b) A router Extreme Networks SLX 9640 that allows the
nection of LAN networks and provide access to the system
(c) The operating system on the server is a Windows Se
developed by Microsoft with extended security. (d) To store the data about all the actors involved in the a
data produced, it has a relational database Microsoft SQ
2019. (e) The PCS has a web application deployed on a web serv
This allows access to all information and documents ava
provide the necessary documents. (f) The PCS has its own mail domain that allows direct co
tion with the users. It uses the SMTP server of Microsoft,
Server 2019. (g) There is an FTP Server for file transferring and data in
via PCS. The FTP Server supports the following three web
Message Processor Service, Movement Retrieval Serv
Movement Retrieval Service. (h) To ensure the security and integrity of the entire system
installed on the server an antivirus Symantec. Ship Agent
The Ship Agent is one of the main actors in the port call p
needs access to the PCS to manage the operations. The
used for that activity are the following hardware and softw
(a) To access the PCS, the Ship Agent has a laptop LENO
C930 with the following characteristics: Intel® Core™ i5- 8
cessor, 8GB RAM DDR4, and 512 GB SSD storage. (b) The laptop has the last Microsoft operating system, W
x64. 5.1.2.3 ToE’s II infrastructure description 5.1.2.3 ToE s II infrastructure description
Since ToE II adopts a technical view, assets used for the VTS-SCS processes execution will be
presented. The VTS-business partners (BPs) that participate in the SCS processes of the Pre-
Arrival phase and Vessel Arrival, Vehicles Unloading and Delivery phases, were asked to report
all assets used in the VTS processes. As mentioned previously, in the current document, only
high-level infrastructure representations of the BPs that encompass these assets are displayed. The under examination SCS processes according to which the infrastructure representations are
depicted are enlisted below adopting the template structure that is stressed in the beginning of
section 5.1: 952690 CYRENE PROJECT PARTNERS 31/05/2021 98 Supply Chain Analysis and Requirements
-arrival Phase
C.1 Port Call Request process
VTS-SCS Assets involved in the “Port Call Request” Process
astructure representations of the cyber assets and the overall technical equipment required to cover com-
cations and transactions among the engaged business partners (BPs) of the underlined SCS process; data
ange services between heterogeneous systems and interoperable functionalities are also mentioned wher-
exist)
Business Partner
(BPi)
Description
t Authority
The Port Authority manages the PCS, an open and neutral elec-
tronic platform, that allows a safe and smart information exchange
between public and private agents in order to improve the competi-
tive position in the port. The is composed of the following elements
of software and hardware:
(a) All PCS systems are hosted on a server HPE ProLiant DL580
Gen10. It has a recovery site with all the systems replicated, to en-
sure the availability. (b) A router Extreme Networks SLX 9640 that allows the intercon-
nection of LAN networks and provide access to the system. (c) The operating system on the server is a Windows Server 2019
developed by Microsoft with extended security. (d) To store the data about all the actors involved in the activity and
data produced, it has a relational database Microsoft SQL server
2019. (e) The PCS has a web application deployed on a web server IIS 10. This allows access to all information and documents available and
provide the necessary documents. (f) The PCS has its own mail domain that allows direct communica-
tion with the users. It uses the SMTP server of Microsoft, Exchange
Server 2019. (g) There is an FTP Server for file transferring and data interchange
via PCS. C. Pre-arrival Phase
C.1 Port Call Request process VTS-SCS Assets involved in the “Port Call Request” Process
(Infrastructure representations of the cyber assets and the overall technical equipment required to cover com-
munications and transactions among the engaged business partners (BPs) of the underlined SCS process; data
exchange services between heterogeneous systems and interoperable functionalities are also mentioned wher-
ever exist) (
)
Port Authority Port Authority The Port Authority manages the PCS, an open and neutral elec-
tronic platform, that allows a safe and smart information exchange
between public and private agents in order to improve the competi-
tive position in the port. The is composed of the following elements
of software and hardware: (a) All PCS systems are hosted on a server HPE ProLiant DL580
Gen10. It has a recovery site with all the systems replicated, to en-
sure the availability. (b) A router Extreme Networks SLX 9640 that allows the intercon-
nection of LAN networks and provide access to the system. (c) The operating system on the server is a Windows Server 2019
developed by Microsoft with extended security. (d) To store the data about all the actors involved in the activity and
data produced, it has a relational database Microsoft SQL server
2019. (e) The PCS has a web application deployed on a web server IIS 10. This allows access to all information and documents available and
provide the necessary documents. (f) The PCS has its own mail domain that allows direct communica-
tion with the users. It uses the SMTP server of Microsoft, Exchange
Server 2019. (g) There is an FTP Server for file transferring and data interchange
via PCS. The FTP Server supports the following three web services;
Message Processor Service, Movement Retrieval Service, Data
Movement Retrieval Service. (g) There is an FTP Server for file transferring and data interchange
via PCS. The FTP Server supports the following three web services;
Message Processor Service, Movement Retrieval Service, Data
Movement Retrieval Service. (h) To ensure the security and integrity of the entire system has been
installed on the server an antivirus Symantec. 952690 CYRENE PROJECT PARTNERS 31/05/2021 99 D2.1 – Supply Chain Analysis and Requirements (c) The Ship Agent uses Microsoft Office 365 and Adobe Reader to
manage and create their documents. (d) The browser chosen to access the PCS web application is Mi-
crosoft Edge. (e) The shipping agent’s laptop is protected with an AVG antivirus
against viruses and malware software. Terminal Operator
The systems needed by the Terminal Operator in order to access
the PCS and manage the documental activity are the following hard-
ware and software. (a) To access the PCS, the Terminal Operator has a laptop HP
x360 1040 G6 with the following characteristics: Intel®
Core™ i5-8265U processor, 8GB RAM DDR4, and 256 GB
SSD storage. (b) The laptop has the last Microsoft operating system, Windows
10 x64. (c) The Terminal Operator uses Microsoft Office 365 and Adobe
Reader to manage and create their documents. (d) The browser chosen to access the PCS web application is
Google Chrome. (e) The Terminal Operator’s laptop is protected with a Norton
360 antivirus against viruses and malware software. Customs
Customs needs to receive the request to start the customs clearance
of goods process. The systems used for that activity are the follow-
ing hardware and software. (a) To receive the information from the PCS Customs has a
server Dell PE R740. (b) The operating system on the server is a Microsoft Windows
Server 2019. (c) Customs uses Microsoft Office 365 and Adobe Reader to
manage and create their documents. (d) The server is protected with a Kaspersky Security Cloud an-
tivirus against viruses and malware software. Table 33 - Identified infrastructures of the “Port Call Request” process. (c) The Ship Agent uses Microsoft Office 365 and Adobe Reader to
manage and create their documents. (c) The Ship Agent uses Microsoft Office 365 and Adobe Reader to
manage and create their documents. (d) The browser chosen to access the PCS web application is Mi-
crosoft Edge. (e) The shipping agent’s laptop is protected with an AVG antivirus
against viruses and malware software. The systems needed by the Terminal Operator in order to access
the PCS and manage the documental activity are the following hard-
ware and software. (a) To access the PCS, the Terminal Operator has a laptop HP
x360 1040 G6 with the following characteristics: Intel®
Core™ i5-8265U processor, 8GB RAM DDR4, and 256 GB
SSD storage. (b) The laptop has the last Microsoft operating system, Windows
10 x64. (c) The Terminal Operator uses Microsoft Office 365 and Adobe
Reader to manage and create their documents. (d) The browser chosen to access the PCS web application is
Google Chrome. (e) The Terminal Operator’s laptop is protected with a Norton 360 antivirus against viruses and malware software. Customs needs to receive the request to start the customs clearance
of goods process. The systems used for that activity are the follow-
ing hardware and software. (a) To receive the information from the PCS Customs has a
server Dell PE R740. (b) The operating system on the server is a Microsoft Windows
Server 2019. (c) Customs uses Microsoft Office 365 and Adobe Reader to
manage and create their documents. (d) The server is protected with a Kaspersky Security Cloud an-
tivirus against viruses and malware software. Table 33 - Identified infrastructures of the “Port Call Request” process.
C.2 Standard Cargo Manifest process
VTS-SCS Assets involved in the of the “Standard Cargo Manifest” Process
(Infrastructure representations of the cyber assets and the overall technical equipment required to cover com-
munications and transactions among the engaged BPs of the underlined SCS process; data exchange services
between heterogeneous systems and interoperable functionalities are also mentioned wherever exist)
Business Partner
(BPi)
Description
Port Authority
The Port Authority is managing the PCS, an open and neutral elec-
tronic platform that allows a safe and smart information exchange
between public and private agents in order to improve the competi-
tive position in the port. The is composed of the following elements
of software and hardware:
C.2 Standard Cargo Manifest process
VTS-SCS Assets involved in the of the “Standard Cargo Manifest” Process
(Infrastructure representations of the cyber assets and the overall technical equipment required to cover com-
munications and transactions among the engaged BPs of the underlined SCS process; data exchange services
between heterogeneous systems and interoperable functionalities are also mentioned wherever exist)
Business Partner
(BPi)
Description
Port Authority
The Port Authority is managing the PCS, an open and neutral elec-
tronic platform that allows a safe and smart information exchange
between public and private agents in order to improve the competi-
tive position in the port. Table 33 - Identified infrastructures of the “Port Call Request” process. The FTP Server supports the following
three web services; Message Processor Service, Movement
Retrieval Service, Data Movement Retrieval Service. (h) To ensure the security and integrity of the entire system has
been installed on the server an antivirus Symantec. Ship Agent
The Ship Agent is one of the main actors in the Standard cargo man-
ifest process. It needs access to the PCS to manage the operations. The systems used for that activity are the following hardware and
software:
(a) To access the PCS, the Ship Agent has a laptop LENOVO
Yoga C930 with the following characteristics: Intel® Core™
i5- 8250U processor, 8GB RAM DDR4, and 512 GB SSD
storage. (b) The laptop has the last Microsoft operating system, Windows
10 x64. (c) The Ship Agent uses Microsoft Office 365 and Adobe Reader
to manage and create their documents. (d) The browser chosen to access the PCS web application is
Microsoft Edge. (e) The shipping agent’s laptop is protected with an AVG antivi-
rus against viruses and malware software. Customs
Customs needs to receive the request to manage the customs clear-
ance of goods process. The systems used for that activity are the
following hardware and software:
(a) To receive the information from the PCS Customs has a
server Dell PE R740. (b) The operating system on the server is a Microsoft Windows
Server 2019. (a) All PCS systems are hosted on a server HPE ProLiant
DL580 Gen10. It has recovery site with all the systems repli-
cated, to ensure the availability. (b) A router Extreme Networks SLX 9640 that allows the inter-
connection of LAN networks and provide access to the sys-
tem. (b) A router Extreme Networks SLX 9640 that allows the inter-
connection of LAN networks and provide access to the sys-
tem. (c) The operating system on the server is a Windows Server
2019 developed by Microsoft with extended security. (d) To store the data about all the actors involved in the activity
and data produced, it has a relational database Microsoft
SQL server 2019. (e) The PCS has a web application deployed on a web server
IIS 10. This allows access to all information and documents
available and provide the necessary documents. (f) The PCS has its own mail domain that allows direct commu-
nication with the users. It uses the SMTP server of Microsoft,
Exchange Server 2019. The is composed of the following elements
of software and hardware: The Port Authority is managing the PCS, an open and neutral elec-
tronic platform that allows a safe and smart information exchange
between public and private agents in order to improve the competi-
tive position in the port. The is composed of the following elements
of software and hardware: 952690 CYRENE PROJECT PARTNERS 31/05/2021 100 D2.1 – Supply Chain Analysis and Requirements It has recovery
cated, to ensure the availabilit
(b) A router Extreme Networks S
connection of LAN networks a
tem. (c) The operating system on the
2019 developed by Microsoft
(d) To store the data about all the
and data produced, it has a
SQL server 2019. (e) The PCS has a web applicat
IIS 10. This allows access to
available and provide the nec
(f) The PCS has its own mail dom
nication with the users. It uses
Exchange Server 2019. (g) There is an FTP Server for f
change via PCS. The FTP
three web services; Message
Retrieval Service, Data Movem
(h) To ensure the security and int
been installed on the server a
Ship Agent
The Ship Agent is one of the main act
ifest process. It needs access to the P
The systems used for that activity a
software:
(a) To access the PCS, the Ship
Yoga C930 with the following
i5- 8250U processor, 8GB R
storage. (b) The laptop has the last Micros
10 x64. (c) The Ship Agent uses Microsof
to manage and create their do
(d) The browser chosen to acces
Microsoft Edge. (e) The shipping agent’s laptop is
rus against viruses and malwa
Customs
Customs needs to receive the reques
ance of goods process. The systems
following hardware and software:
(a) To receive the information f
server Dell PE R740. (b) The operating system on the
Server 2019. (a) All PCS systems are hosted on a server HPE ProLiant
DL580 Gen10. It has recovery site with all the systems repli-
cated, to ensure the availability. (b) A router Extreme Networks SLX 9640 that allows the inter-
connection of LAN networks and provide access to the sys-
tem. (c) The operating system on the server is a Windows Server
2019 developed by Microsoft with extended security. (d) To store the data about all the actors involved in the activity
and data produced, it has a relational database Microsoft
SQL server 2019. (e) The PCS has a web application deployed on a web server
IIS 10. This allows access to all information and documents
available and provide the necessary documents. (f) The PCS has its own mail domain that allows direct commu-
nication with the users. It uses the SMTP server of Microsoft,
Exchange Server 2019. (g) There is an FTP Server for file transferring and data inter-
change via PCS. (a) All PCS systems are hosted on a server HPE ProLiant
DL580 Gen10. It has recovery site with all the systems repli-
cated, to ensure the availability. (b) A router Extreme Networks SLX 9640 that allows the inter-
connection of LAN networks and provide access to the sys-
tem. (c) The operating system on the server is a Windows Server
2019 developed by Microsoft with extended security. (d) To store the data about all the actors involved in the activity
and data produced, it has a relational database Microsoft
SQL server 2019. (e) The PCS has a web application deployed on a web server
IIS 10. This allows access to all information and documents
available and provide the necessary documents. (f) The PCS has its own mail domain that allows direct commu-
nication with the users. It uses the SMTP server of Microsoft,
Exchange Server 2019. (g) There is an FTP Server for file transferring and data inter-
change via PCS. The FTP Server supports the following
three web services; Message Processor Service, Movement
Retrieval Service, Data Movement Retrieval Service. (h) To ensure the security and integrity of the entire system has
been installed on the server an antivirus Symantec. Ship Agent
The Ship Agent is one of the main actors in the Standard cargo man-
ifest process. It needs access to the PCS to manage the operations. The systems used for that activity are the following hardware and
software:
(a) To access the PCS, the Ship Agent has a laptop LENOVO
Yoga C930 with the following characteristics: Intel® Core™
i5- 8250U processor, 8GB RAM DDR4, and 512 GB SSD
storage. (b) The laptop has the last Microsoft operating system, Windows
10 x64. (c) The Ship Agent uses Microsoft Office 365 and Adobe Reader
to manage and create their documents. (d) The browser chosen to access the PCS web application is
Microsoft Edge. (e) The shipping agent’s laptop is protected with an AVG antivi-
rus against viruses and malware software. Customs
Customs needs to receive the request to manage the customs clear-
ance of goods process. The systems used for that activity are the
following hardware and software:
(a) To receive the information from the PCS Customs has a
server Dell PE R740. (b) The operating system on the server is a Microsoft Windows
Server 2019. (a) All PCS systems are hosted
DL580 Gen10. (g) There is an FTP Server for file transferring and data inter-
change via PCS. The FTP Server supports the following
three web services; Message Processor Service, Movement
Retrieval Service, Data Movement Retrieval Service. (h) To ensure the security and integrity of the entire system has
been installed on the server an antivirus Symantec. The Ship Agent is one of the main actors in the Standard cargo man-
ifest process. It needs access to the PCS to manage the operations. The systems used for that activity are the following hardware and
software: (a) To access the PCS, the Ship Agent has a laptop LENOVO
Yoga C930 with the following characteristics: Intel® Core™
i5- 8250U processor, 8GB RAM DDR4, and 512 GB SSD
storage. (b) The laptop has the last Microsoft operating system, Windows
10 x64. (c) The Ship Agent uses Microsoft Office 365 and Adobe Reader
to manage and create their documents. (d) The browser chosen to access the PCS web application is
Microsoft Edge. (e) The shipping agent’s laptop is protected with an AVG antivi-
rus against viruses and malware software. Customs needs to receive the request to manage the customs clear-
ance of goods process. The systems used for that activity are the
following hardware and software: 952690 CYRENE PROJECT PARTNERS 31/05/2021 31/05/2021 101 (d) To store the data about all the actors involved in the activity
and data produced, it has a relational database Microsoft
SQL server 2019. (e) The PCS has a web application deployed on a web server
IIS 10. This allows access to all information and documents
available and provide the necessary documents. (f) The PCS has its own mail domain that allows direct commu-
nication with the users. It uses the SMTP server of Microsoft,
Exchange Server 2019. (g) There is an FTP Server for file transferring and data inter-
change via PCS. The FTP Server supports the following
three web services; Message Processor Service, Movement
Retrieval Service, Data Movement Retrieval Service. (h) To ensure the security and integrity of the entire system has
been installed on the server an antivirus Symantec. D2.1 – Supply Chain Analysis and Requirements (c) Customs uses Microsoft Office 365 and Adobe Reader to
manage and create their documents. (d) The server is protected with a Kaspersky Security Cloud an-
tivirus against viruses and malware software. Table 34 - Identified infrastructures of the “Standard Cargo Manifest” process. (c) Customs uses Microsoft Office 365 and Adobe Reader
manage and create their documents. (d) The server is protected with a Kaspersky Security Cloud a
tivirus against viruses and malware software. Table 34 - Identified infrastructures of the “Standard Cargo Manifest” process.
C.3 Entry Summary Declaration (ENS) process
VTS-SCS Assets involved in the “Entry Summary Declaration (ENS)” Process
(Infrastructure representations of the cyber assets and the overall technical equipment required to cover co
munications and transactions among the engaged business partners of the underlined SC process; data
change services between heterogeneous systems and interoperable functionalities are also mentioned wh
ever exist)
Business Partner
(BPi)
Description
Port Authority
The Port Authority is managing the PCS, an open and neutral ele
tronic platform that allows a safe and smart information exchan
between public and private agents in order to improve the compe
tive position in the port. The is composed of the following elemen
of software and hardware. (a) All PCS systems are hosted on a server HPE ProLia
DL580 Gen10. It has recovery site with all the systems rep
cated, to ensure the availability. (b) A router Extreme Networks SLX 9640 that allows the int
connection of LAN networks and provide access to the sy
tem. (c) The operating system on the server is a Windows Serv
2019 developed by Microsoft with extended security. (d) To store the data about all the actors involved in the activ
and data produced, it has a relational database Micros
SQL server 2019. (e) The PCS has a web application deployed on a web serv
IIS 10. This allows access to all information and documen
available and provide the necessary documents. (f) The PCS has its own mail domain that allows direct comm
nication with the users. It uses the SMTP server of Microso
Exchange Server 2019. (g) There is an FTP Server for file transferring and data int
change via PCS. The FTP Server supports the followi
three web services; Message Processor Service, Moveme
Retrieval Service, Data Movement Retrieval Service. (h) To ensure the security and integrity of the entire system h
been installed on the server an antivirus Symantec. (c) Customs uses Microsoft Office 365 and Adobe Reader to
manage and create their documents. Table 34 - Identified infrastructures of the “St
C.3 Entry Summary Declaration (ENS) proces
VTS-SCS Assets involved in the “Entry Sum
(Infrastructure representations of the cyber assets and the ov
munications and transactions among the engaged business
change services between heterogeneous systems and intero
ever exist)
Business Partner
(BPi)
Port Authority
The Port Authority is manag
tronic platform that allows a
between public and private
tive position in the port. The
of software and hardware. (a) All PCS systems a
DL580 Gen10. It has
cated, to ensure the
(b) A router Extreme Ne
connection of LAN n
tem. (c) The operating syste
2019 developed by M
(d) To store the data ab
and data produced,
SQL server 2019. (e) The PCS has a web
IIS 10. This allows a
available and provid
(f) The PCS has its own
nication with the use
Exchange Server 20
(g) There is an FTP Se
change via PCS. T
three web services;
Retrieval Service, Da
(h) To ensure the secur
been installed on the Table 34 - Identified infrastructures of the “Standard Cargo Manifest” process.
C.3 Entry Summary Declaration (ENS) process
VTS-SCS Assets involved in the “Entry Summary Declaration (ENS)” Process
(Infrastructure representations of the cyber assets and the overall technical equipment required to cover com-
munications and transactions among the engaged business partners of the underlined SC process; data ex-
change services between heterogeneous systems and interoperable functionalities are also mentioned wher-
ever exist)
Business Partner
(BPi)
Description
Port Authority
The Port Authority is managing the PCS, an open and neutral elec-
tronic platform that allows a safe and smart information exchange
between public and private agents in order to improve the competi-
tive position in the port. The is composed of the following elements
of software and hardware. (a) All PCS systems are hosted on a server HPE ProLiant
DL580 Gen10. It has recovery site with all the systems repli-
cated, to ensure the availability. (b) A router Extreme Networks SLX 9640 that allows the inter-
connection of LAN networks and provide access to the sys-
tem. (c) The operating system on the server is a Windows Server
2019 developed by Microsoft with extended security.
C.3 Entry Summary Declaration (ENS) process
C.3 Entry Summary Declaration (ENS) process Business Partner The Port Authority is managing the PCS, an open and neutral elec-
tronic platform that allows a safe and smart information exchange
between public and private agents in order to improve the competi-
tive position in the port. The is composed of the following elements
of software and hardware. (a) All PCS systems are hosted on a server HPE ProLiant
DL580 Gen10. It has recovery site with all the systems repli-
cated, to ensure the availability. (b) A router Extreme Networks SLX 9640 that allows the inter-
connection of LAN networks and provide access to the sys-
tem. (c) The operating system on the server is a Windows Server
2019 developed by Microsoft with extended security. (d) To store the data about all the actors involved in the activity
and data produced, it has a relational database Microsoft
SQL server 2019. (e) The PCS has a web application deployed on a web server
IIS 10. This allows access to all information and documents
available and provide the necessary documents. (f) The PCS has its own mail domain that allows direct commu-
nication with the users. It uses the SMTP server of Microsoft,
Exchange Server 2019. (g) There is an FTP Server for file transferring and data inter-
change via PCS. The FTP Server supports the following
three web services; Message Processor Service, Movement
Retrieval Service, Data Movement Retrieval Service. (h) To ensure the security and integrity of the entire system has
been installed on the server an antivirus Symantec. 952690 CYRENE PROJECT PARTNERS 31/05/2021 102 (b) The operating system on the server is a Microsoft Windows
Server 2019. (c) Customs uses Microsoft Office 365 and Adobe Reader to
manage and create their documents. able 35 - Identified infrastructures of the “Entry Summary Declaration (ENS)” process. Table 35 Identified infrastructures of the Entry Summary Declaration (ENS) process.
C.4 Loading and Discharge List process
VTS-SCS Assets involved in the “Loading and Discharge List” Process
(Infrastructure representations of the cyber assets and the overall technical equipment required to cover com-
munications and transactions among the engaged business partners of the underlined SC process; data ex-
change services between heterogeneous systems and interoperable functionalities are also mentioned wher-
ever exist)
Business Partner
(BPi)
Description
Port Authority
The Port Authority is managing the PCS, an open and neutral elec-
tronic platform that allows a safe and smart information exchange
between public and private agents in order to improve the competi-
tive position in the port. The is composed of the following elements
of software and hardware. (a) All PCS systems are hosted on a server HPE ProLiant
DL580 Gen10. It has recovery site with all the systems repli-
cated, to ensure the availability.
C.4 Loading and Discharge List process
C.4 Loading and Discharge List process Table 35 - Identified infrastructures of the “Entry Summary Declaration (ENS)” process. D2.1 – Supply Chain Analysis and Requirements Ship Agent
The Ship Agent is one of the main actors in the Entry Summary Dec-
laration process. It needs access to the PCS to manage the opera-
tions. The systems used for that activity are the following hardware
and software. (a) To access the PCS, the Ship Agent has a laptop LENOVO
Yoga C930 with the following characteristics: Intel® Core™
i5- 8250U processor, 8GB RAM DDR4, and 512 GB SSD
storage. (b) The laptop has the last Microsoft operating system, Windows
10 x64. (c) The Ship Agent uses Microsoft Office 365 and Adobe Reader
to manage and create their documents. (d) The browser chosen to access the PCS web application is
Microsoft Edge. (e) The shipping agent’s laptop is protected with an AVG antivi-
rus against viruses and malware software. Customs
Customs needs to receive the request to manage the customs clear-
ance of goods process. The systems used for that activity are the
following hardware and software. (a) To receive the information from the PCS Customs has a
server Dell PE R740. (b) The operating system on the server is a Microsoft Windows
Server 2019. (c) Customs uses Microsoft Office 365 and Adobe Reader to
manage and create their documents. (d) The server is protected with a Kaspersky Security Cloud an-
tivirus against viruses and malware software. Table 35 - Identified infrastructures of the “Entry Summary Declaration (ENS)” process. Ship Agent The Ship Agent is one of the main actors in the Entry Summary Dec-
laration process. It needs access to the PCS to manage the opera-
tions. The systems used for that activity are the following hardware
and software. (a) To access the PCS, the Ship Agent has a laptop LENOVO
Yoga C930 with the following characteristics: Intel® Core™
i5- 8250U processor, 8GB RAM DDR4, and 512 GB SSD
storage. (b) The laptop has the last Microsoft operating system, Windows
10 x64. (c) The Ship Agent uses Microsoft Office 365 and Adobe Reader
to manage and create their documents. (d) The browser chosen to access the PCS web application is
Microsoft Edge. (e) The shipping agent’s laptop is protected with an AVG antivi-
rus against viruses and malware software. Customs needs to receive the request to manage the customs clear-
ance of goods process. The systems used for that activity are the
following hardware and software. (b) A router Extreme Networks SLX 9640 that allows the inter-
connection of LAN networks and provide access to the sys-
tem. (c) The operating system on the server is a Windows Server
2019 developed by Microsoft with extended security. (d) To store the data about all the actors involved in the activity
and data produced, it has a relational database Microsoft
SQL server 2019. (e) The PCS has a web application deployed on a web server
IIS 10. This allows access to all information and documents
available and provide the necessary documents. (f) The PCS has its own mail domain that allows direct commu-
nication with the users. It uses the SMTP server of Microsoft,
Exchange Server 2019. (g) There is an FTP Server for file transferring and data inter-
change via PCS. The FTP Server supports the following
three web services; Message Processor Service, Movement
Retrieval Service, Data Movement Retrieval Service. (h) To ensure the security and integrity of the entire system has
been installed on the server an antivirus Symantec. Ship Agent
The Ship Agent is one of the main actors in the Loading and dis-
charge list process. It needs access to the PCS to manage the op-
erations. The systems used for that activity are the following hard-
ware and software. (a) To access the PCS, the Ship Agent has a laptop LENOVO
Yoga C930 with the following characteristics: Intel® Core™
i5- 8250U processor, 8GB RAM DDR4, and 512 GB SSD
storage. (b) The laptop has the last Microsoft operating system, Windows
10 x64. (c) The Ship Agent uses Microsoft Office 365 and Adobe Reader
to manage and create their documents. (d) The browser chosen to access the PCS web application is
Microsoft Edge. (e) The shipping agent’s laptop is protected with an AVG antivi-
rus against viruses and malware software. Terminal Operator
The systems needed by the Terminal Operator in order to access
the PCS and manage the documental activity are the following hard-
ware and software. (a) To access the PCS, the Terminal Operator has a laptop HP
x360 1040 G6 with the following characteristics: Intel®
Core™ i5-8265U processor, 8GB RAM DDR4, and 256 GB
SSD storage. (b) The laptop has the last Microsoft operating system, Windows
10 x64. (c) The Terminal Operator uses Microsoft Office 365 and Adobe
Reader to manage and create their documents.
C.4 Loading and Discharge List process The Port Authority is managing the PCS, an open and neutral elec-
tronic platform that allows a safe and smart information exchange
between public and private agents in order to improve the competi-
tive position in the port. The is composed of the following elements
of software and hardware. (a) All PCS systems are hosted on a server HPE ProLiant
DL580 Gen10. It has recovery site with all the systems repli-
cated, to ensure the availability. 952690 CYRENE PROJECT PARTNERS 103 31/05/2021 D2.1 – Supply Chain Analysis and Requirements (b) A router Extreme Networks SLX 9640 that allows the inter-
connection of LAN networks and provide access to the sys-
tem. (c) The operating system on the server is a Windows Server
2019 developed by Microsoft with extended security. (d) To store the data about all the actors involved in the activity
and data produced, it has a relational database Microsoft
SQL server 2019. (e) The PCS has a web application deployed on a web server
IIS 10. This allows access to all information and documents
available and provide the necessary documents. (f) The PCS has its own mail domain that allows direct commu-
nication with the users. It uses the SMTP server of Microsoft,
Exchange Server 2019. (g) There is an FTP Server for file transferring and data inter-
change via PCS. The FTP Server supports the following
three web services; Message Processor Service, Movement
Retrieval Service, Data Movement Retrieval Service. (h) To ensure the security and integrity of the entire system has
been installed on the server an antivirus Symantec (h) To ensure the security and integrity of the entire system has
been installed on the server an antivirus Symantec. The Ship Agent is one of the main actors in the Loading and dis-
charge list process. It needs access to the PCS to manage the op-
erations. The systems used for that activity are the following hard-
ware and software. (a) To access the PCS, the Ship Agent has a laptop LENOVO
Yoga C930 with the following characteristics: Intel® Core™
i5- 8250U processor, 8GB RAM DDR4, and 512 GB SSD
storage. (b) The laptop has the last Microsoft operating system, Windows
10 x64. (c) The Ship Agent uses Microsoft Office 365 and Adobe Reader
to manage and create their documents. (d) The browser chosen to access the PCS web application is
Microsoft Edge. (e) The shipping agent’s laptop is protected with an AVG antivi-
rus against viruses and malware software. The systems needed by the Terminal Operator in order to access
the PCS and manage the documental activity are the following hard-
ware and software. (a) To access the PCS, the Terminal Operator has a laptop HP
x360 1040 G6 with the following characteristics: Intel®
Core™ i5-8265U processor, 8GB RAM DDR4, and 256 GB
SSD storage. (b) The laptop has the last Microsoft operating system, Windows
10 x64. Table 36 - Identified infrastructures of the “Loading and Discharge List” process. D. Vessel Arrival, Vehicles Unloading and Delivery Phase
D1. Discharge Vehicles process
VTS-SCS Assets involved in the “Discharge Vehicles” Process
(Infrastructure representations of the cyber assets and the overall technical equipment required to cover com-
munications and transactions among the engaged business partners of the underlined SC process; data ex-
change services between heterogeneous systems and interoperable functionalities are also mentioned wher-
ever exist)
Business Partner
(BPi)
Description
Terminal Operator
The systems needed by the Terminal Operator in order to manage
the Discharge vehicles process are the following hardware and soft-
ware. (a) To manage the operations, the Terminal Operator has a lap-
top HP x360 1040 G6 with the following characteristics: In-
tel® Core™ i5-8265U processor, 8GB RAM DDR4, and 256
GB SSD storage. (b) The laptop has the last Microsoft operating system, Windows
10 x64. (c) The Terminal Operator uses Microsoft Office 365 and Adobe
Reader to manage and create their documents. (d) The browser chosen to access the PCS web application is
Google Chrome. (e) The Terminal Operator’s laptop is protected with a Norton
360 antivirus against viruses and malware software. (f) Dckers exchange information with a MUNBYN PDA Android
8.1 Honeywell with barcode scanner. (g) TOS systems is hosted on a server Lenovo ThinkSystem
SR665. Table 37 - Identified infrastructures of the “Discharge Vehicles” process Table 37 - Identified infrastructures of the “Discharge Vehicles” process. (c) The Terminal Operator uses Microsoft Office 365 and Adobe
Reader to manage and create their documents. 952690 CYRENE PROJECT PARTNERS 31/05/2021 104
D1. Discharge Vehicles process VTS-SCS Assets involved in the “Discharge Vehicles” Process
(Infrastructure representations of the cyber assets and the overall technical equipment required to cover com-
munications and transactions among the engaged business partners of the underlined SC process; data ex-
change services between heterogeneous systems and interoperable functionalities are also mentioned wher-
ever exist) The systems needed by the Terminal Operator in order to manage
the Discharge vehicles process are the following hardware and soft-
ware. (a) To manage the operations, the Terminal Operator has a lap-
top HP x360 1040 G6 with the following characteristics: In-
tel® Core™ i5-8265U processor, 8GB RAM DDR4, and 256
GB SSD storage. (b) The laptop has the last Microsoft operating system, Windows
10 x64. (c) The Terminal Operator uses Microsoft Office 365 and Adobe
Reader to manage and create their documents. (d) The browser chosen to access the PCS web application is
Google Chrome. (e) The Terminal Operator’s laptop is protected with a Norton
360 antivirus against viruses and malware software. (f) Dckers exchange information with a MUNBYN PDA Android
8.1 Honeywell with barcode scanner. (g) TOS systems is hosted on a server Lenovo ThinkSystem
SR665. D2.1 – Supply Chain Analysis and Requirements (d) The browser chosen to access the PCS web application is
Google Chrome. (e) The Terminal Operator’s laptop is protected with a Norton
360 antivirus against viruses and malware software. (d) The browser chosen to access the PCS web application is
Google Chrome. Table 37 - Identified infrastructures of the “Discharge Vehicles” process. Table 37 - Identified infrastructures of the “Discharge Vehicles” process. D2.1 – Supply Chain Analysis and Requirements
D.2 Customs Declarations process
D.2 Customs Declarations process 952690 CYRENE PROJECT PARTNERS
105
31/05/2021
D.2 Customs Declarations process
VTS-SCS Assets involved in the “Customs Declarations” Process
(Infrastructure representations of the cyber assets and the overall technical equipment required to cover com-
munications and transactions among the engaged business partners of the underlined SC process; data ex-
change services between heterogeneous systems and interoperable functionalities are also mentioned wher-
ever exist)
Business Partner
(BPi)
Description VTS-SCS Assets involved in the “Customs Declarations” Process
(Infrastructure representations of the cyber assets and the overall technical equipment required to cover com-
munications and transactions among the engaged business partners of the underlined SC process; data ex-
change services between heterogeneous systems and interoperable functionalities are also mentioned wher-
ever exist)
Business Partner
(BPi)
Description 952690 CYRENE PROJECT PARTNERS 31/05/2021 31/05/2021 105 Port Authority (d) The server is protected with a Kaspersky Security Cloud an-
tivirus against viruses and malware software. Freight Forwarder
The systems needed by the Freigt Fowarder to exchange and man-
age the documental activity are the following hardware and soft-
ware. (a) To send the information the Freight Fowarder has a laptop
Asus ZenBook UX325EA-EG016T with the following charac-
teristics: Intel® Core™ i5- 1135G7 processor, 8GB RAM and
512 GB SSD storage. (a) All PCS systems are hosted on a server HPE ProLiant
DL580 Gen10. It has recovery site with all the systems repli-
cated, to ensure the availability. (b) A router Extreme Networks SLX 9640 that allows the inter-
connection of LAN networks and provide access to the sys-
tem. (c) The operating system on the server is a Windows Server
2019 developed by Microsoft with extended security. (d) To store the data about all the actors involved in the activity
and data produced, it has a relational database Microsoft
SQL server 2019. (e) The PCS has a web application deployed on a web server
IIS 10. This allows access to all information and documents
available and provide the necessary documents. (f) The PCS has its own mail domain that allows direct commu-
nication with the users. It uses the SMTP server of Microsoft,
Exchange Server 2019. (g) There is an FTP Server for file transferring and data inter-
change via PCS. The FTP Server supports the following
three web services; Message Processor Service, Movement
Retrieval Service, Data Movement Retrieval Service. (h) To ensure the security and integrity of the entire system has
been installed on the server an antivirus Symantec. Customs systems are managing the Customs declarations requests. The systems used for that activity are the following hardware and
software: (a) To receive the information from the PCS Customs has a
server Dell PE R740. (b) The operating system on the server is a Microsoft Windows
Server 2019. (c) Customs uses Microsoft Office 365 and Adobe Reader to
manage and create their documents. (d) The server is protected with a Kaspersky Security Cloud an-
tivirus against viruses and malware software. The systems needed by the Freigt Fowarder to exchange and man-
age the documental activity are the following hardware and soft-
ware. The systems needed by the Freigt Fowarder to exchange and man-
age the documental activity are the following hardware and soft-
ware. Port Authority (a) To send the information the Freight Fowarder has a laptop
Asus ZenBook UX325EA-EG016T with the following charac-
teristics: Intel® Core™ i5- 1135G7 processor, 8GB RAM and
512 GB SSD storage. The Port Authority is managing the PCS, an open and neutral elec-
tronic platform that allows a safe and smart information exchange
between public and private agents in order to improve the competi-
tive position in the port. It receives Single Administrative Document
request response from Customs. The is composed of the following
elements of software and hardware: tronic platform that allows a safe and smart information exchange
between public and private agents in order to improve the competi-
tive position in the port. It receives Single Administrative Document
request response from Customs. The is composed of the following
elements of software and hardware:
(a) All PCS systems are hosted on a server HPE ProLiant
DL580 Gen10. It has recovery site with all the systems repli-
cated, to ensure the availability. (b) A router Extreme Networks SLX 9640 that allows the inter-
connection of LAN networks and provide access to the sys-
tem. (c) The operating system on the server is a Windows Server
2019 developed by Microsoft with extended security. (d) To store the data about all the actors involved in the activity
and data produced, it has a relational database Microsoft
SQL server 2019. (e) The PCS has a web application deployed on a web server
IIS 10. This allows access to all information and documents
available and provide the necessary documents. (f) The PCS has its own mail domain that allows direct commu-
nication with the users. It uses the SMTP server of Microsoft,
Exchange Server 2019. (g) There is an FTP Server for file transferring and data inter-
change via PCS. The FTP Server supports the following
three web services; Message Processor Service, Movement
Retrieval Service, Data Movement Retrieval Service. (h) To ensure the security and integrity of the entire system has
been installed on the server an antivirus Symantec. Customs
Customs systems are managing the Customs declarations requests. The systems used for that activity are the following hardware and
software:
(a) To receive the information from the PCS Customs has a
server Dell PE R740. (b) The operating system on the server is a Microsoft Windows
Server 2019. (c) Customs uses Microsoft Office 365 and Adobe Reader to
manage and create their documents. Port Authority 52690 CYRENE PROJECT PARTNERS
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Port Authority
The Port Authority is managing the PCS, an open and neutral elec-
tronic platform that allows a safe and smart information exchange
between public and private agents in order to improve the competi-
tive position in the port. It receives Single Administrative Document
request response from Customs. The is composed of the following
elements of software and hardware:
(a) All PCS systems are hosted on a server HPE ProLiant
DL580 Gen10. It has recovery site with all the systems repli-
cated, to ensure the availability. (b) A router Extreme Networks SLX 9640 that allows the inter-
connection of LAN networks and provide access to the sys-
tem. (c) The operating system on the server is a Windows Server
2019 developed by Microsoft with extended security. (d) To store the data about all the actors involved in the activity
and data produced, it has a relational database Microsoft
SQL server 2019. (e) The PCS has a web application deployed on a web server
IIS 10. This allows access to all information and documents
available and provide the necessary documents. (f) The PCS has its own mail domain that allows direct commu-
nication with the users. It uses the SMTP server of Microsoft,
Exchange Server 2019. (g) There is an FTP Server for file transferring and data inter-
change via PCS. The FTP Server supports the following
three web services; Message Processor Service, Movement
Retrieval Service, Data Movement Retrieval Service. (h) To ensure the security and integrity of the entire system has
been installed on the server an antivirus Symantec. Customs
Customs systems are managing the Customs declarations requests. The systems used for that activity are the following hardware and
software:
(a) To receive the information from the PCS Customs has a
server Dell PE R740. (b) The operating system on the server is a Microsoft Windows
Server 2019. (c) Customs uses Microsoft Office 365 and Adobe Reader to
manage and create their documents. (d) The server is protected with a Kaspersky Security Cloud an-
tivirus against viruses and malware software. Freight Forwarder
The systems needed by the Freigt Fowarder to exchange and man-
age the documental activity are the following hardware and soft-
ware. Port Authority (a) To send the information the Freight Fowarder has a laptop
Asus ZenBook UX325EA-EG016T with the following charac-
teristics: Intel® Core™ i5- 1135G7 processor, 8GB RAM and
512 GB SSD storage. 952690 CYRENE PROJECT PARTNERS 31/05/2021 106 D2.1 – Supply Chain Analysis and Requirements (b) The laptop has the last Microsoft operating system, Windows
10 x64. (c) The Freight Fowarder uses Microsoft Office 365 and and
Adobe Reader to manage and create their documents. (d) The browser chosen to access the PCS web application is
Mozilla Firefox. (e) The Freight Fowarder’s laptop is protected with a McAfee
Total Protection antivirus against viruses and malware soft-
ware. (b) The laptop has the last Microsoft operating system, Windows
10 x64. (c) The Freight Fowarder uses Microsoft Office 365 and and
Adobe Reader to manage and create their documents. (d) The browser chosen to access the PCS web application is
Mozilla Firefox. (e) The Freight Fowarder’s laptop is protected with a McAfee
Total Protection antivirus against viruses and malware soft-
ware. (b) The laptop has the last Microsoft operating system, Windows
10 x64. (b) The laptop has the last Microsoft operating system, Windows
10 x64. (c) The Freight Fowarder uses Microsoft Office 365 and and
Adobe Reader to manage and create their documents. (d) The browser chosen to access the PCS web application is
Mozilla Firefox. (e) The Freight Fowarder’s laptop is protected with a McAfee
Total Protection antivirus against viruses and malware soft-
ware.
D.3 Transportation Order process VTS-SCS Assets involved in the “Transportation Order” Process
(Infrastructure representations of the cyber assets and the overall technical equipment required to cover com-
munications and transactions among the engaged business partners of the underlined SC process; data ex-
change services between heterogeneous systems and interoperable functionalities are also mentioned wher-
ever exist) Business Partner
(BPi)
Description
Ship Agent
The Ship Agent is one of the actors in the Transportation order pro-
cess. It needs to exchange documents with other stakeholders in-
volved to manage the road operations. The systems used for that
activity are the following hardware and software. (a) To access the PCS, the Ship Agent has a laptop LENOVO
Yoga C930 with the following characteristics: Intel® Core™
i5- 8250U processor, 8GB RAM DDR4, and 512 GB SSD
storage. (b) The laptop has the last Microsoft operating system, Windows
10 x64. (c) The Ship Agent uses Microsoft Office 365 and Adobe Reader
to manage and create their documents. (d) The browser chosen to access the PCS web application is
Microsoft Edge. (e) The shipping agent’s laptop is protected with an AVG antivi-
rus against viruses and malware software. Terminal Operator
The systems needed by the Terminal Operator in order to manage
the documental activity are the following hardware and software:
(a) To access the PCS, the Terminal Operator has a laptop HP
x360 1040 G6 with the following characteristics: Intel®
Core™ i5-8265U processor, 8GB RAM DDR4, and 256 GB
SSD storage. (b) The laptop has the last Microsoft operating system, Windows
10 x64. (c) The Terminal Operator uses Microsoft Office 365 and Adobe
Reader to manage and create their documents. Business Partner
(BPi)
Description
Ship Agent
The Ship Agent is one of the actors in the Transportation order pro-
cess. It needs to exchange documents with other stakeholders in-
volved to manage the road operations. The systems used for that
activity are the following hardware and software. (a) To access the PCS, the Ship Agent has a laptop LENOVO
Yoga C930 with the following characteristics: Intel® Core™
i5- 8250U processor, 8GB RAM DDR4, and 512 GB SSD
storage. (b) The laptop has the last Microsoft operating system, Windows
10 x64. (c) The Ship Agent uses Microsoft Office 365 and Adobe Reader
to manage and create their documents. (d) The browser chosen to access the PCS web application is
Microsoft Edge. Table 38 - Identified infrastructures of the “Customs Declarations” processs. (e) The Terminal Op
360 antivirus aga
Freight Forwarder
The systems needed by t
age the documental act
ware:
(a) To send the infor
Asus ZenBook UX
teristics: Intel® Co
512 GB SSD stor
(b) The laptop has th
10 x64. (c) The Freight Fowa
Reader to manag
(d) The browser cho
Mozilla Firefox. (e) The Freight Fow
Total Protection a
ware. Haulier Company
The Haulier Company is
needs access to the orde
this document is the nece
enter the port premises. following hardware and s
(a) To access the PC
A515-54-72TH w
Core™ i7- 10510
storage. (b) The laptop has th
10 x64. (c) The Haulier uses
Reader to manag
(d) The browser cho
Google Chrome. (e) The haulier’s lap
tyZone antivirus a
(f) The haulier need
has to have the
Brother HL- L237
Table 39 - Identified infrastructures of th
The business process models of the current VTS-
already developed in section 5.1.1.2 and as they re
fulfilled in this section. (d) The browser chosen to access the PCS web application is
Google Chrome. (d) The browser chosen to access the PCS web application is
Google Chrome. (d) The browser chosen to access the PCS web application is
Google Chrome. (e) The Terminal Operator’s laptop is protected with a Norton
360 antivirus against viruses and malware software. (e) The Terminal Operator’s laptop is protected with a Norton
360 antivirus against viruses and malware software The systems needed by the Freight Fowarder to exchange and man-
age the documental activity are the following hardware and soft-
ware: The systems needed by the Freight Fowarder to exchange and man-
age the documental activity are the following hardware and soft-
ware: (a) To send the information the Freight Forwarder has a laptop
Asus ZenBook UX325EA-EG016T with the following charac-
teristics: Intel® Core™ i5- 1135G7 processor, 8GB RAM and
512 GB SSD storage. (b) The laptop has the last Microsoft operating system, Windows
10 x64. (c) The Freight Fowarder uses Microsoft Office 365 and Adobe
Reader to manage and create their documents. (d) The browser chosen to access the PCS web application is
Mozilla Firefox. (e) The Freight Fowarder’s laptop is protected with a McAfee
Total Protection antivirus against viruses and malware soft-
ware. The Haulier Company is involved in the transport operations, so it
needs access to the order of transportation document.
D.3 Transportation Order process (e) The shipping agent’s laptop is protected with an AVG antivi-
rus against viruses and malware software. Terminal Operator
The systems needed by the Terminal Operator in order to manage
the documental activity are the following hardware and software:
(a) To access the PCS, the Terminal Operator has a laptop HP
x360 1040 G6 with the following characteristics: Intel®
Core™ i5-8265U processor, 8GB RAM DDR4, and 256 GB
SSD storage. (b) The laptop has the last Microsoft operating system, Windows
10 x64. (c) The Terminal Operator uses Microsoft Office 365 and Adobe
Reader to manage and create their documents. The Ship Agent is one of the actors in the Transportation order pro-
cess. It needs to exchange documents with other stakeholders in-
volved to manage the road operations. The systems used for that
activity are the following hardware and software activity are the following hardware and software. (a) To access the PCS, the Ship Agent has a laptop LENOVO
Yoga C930 with the following characteristics: Intel® Core™
i5- 8250U processor, 8GB RAM DDR4, and 512 GB SSD
storage. (b) The laptop has the last Microsoft operating system, Windows
10 x64. (c) The Ship Agent uses Microsoft Office 365 and Adobe Reader
to manage and create their documents. (d) The browser chosen to access the PCS web application is
Microsoft Edge. (e) The shipping agent’s laptop is protected with an AVG antivi-
rus against viruses and malware software. The systems needed by the Terminal Operator in order to manage
the documental activity are the following hardware and software: (a) To access the PCS, the Terminal Operator has a laptop HP
x360 1040 G6 with the following characteristics: Intel®
Core™ i5-8265U processor, 8GB RAM DDR4, and 256 GB
SSD storage. (b) The laptop has the last Microsoft operating system, Windows
10 x64. (c) The Terminal Operator uses Microsoft Office 365 and Adobe
Reader to manage and create their documents. 952690 CYRENE PROJECT PARTNERS 31/05/2021 107 D2.1 – Supply Chain Analysis and Requirements (d) The browser chosen to access the PCS web application is
Google Chrome. (e) The Terminal Operator’s laptop is protected with a Norton
360 antivirus against viruses and malware software. Freight Forwarder
The systems needed by the Freight Fowarder to exchange and man-
age the documental activity are the following hardware and soft-
ware:
(a) To send the information the Freight Forwarder has a laptop
Asus ZenBook UX325EA-EG016T with the following charac-
teristics: Intel® Core™ i5- 1135G7 processor, 8GB RAM and
512 GB SSD storage. (b) The laptop has the last Microsoft operating system, Windows
10 x64. (c) The Freight Fowarder uses Microsoft Office 365 and Adobe
Reader to manage and create their documents. (d) The browser chosen to access the PCS web application is
Mozilla Firefox. (e) The Freight Fowarder’s laptop is protected with a McAfee
Total Protection antivirus against viruses and malware soft-
ware. Haulier Company
The Haulier Company is involved in the transport operations, so it
needs access to the order of transportation document. Furthermore
this document is the necessary justification to pick up the goods and
enter the port premises. The systems used for that activity are the
following hardware and software. (a) To access the PCS the haulier has a laptop Acer Aspire 3
A515-54-72TH with the following characteristics: Intel®
Core™ i7- 10510U processor, 8GB RAM and 256GB HDD
storage. (b) The laptop has the last Microsoft operating system, Windows
10 x64. (c) The Haulier uses Microsoft Office 2016 and and Adobe
Reader to manage and create their documents. (d) The browser chosen to access the PCS web application is
Google Chrome. (e) The haulier’s laptop is protected with a Bitdefender Gravi-
tyZone antivirus against viruses and malware software. (f) The haulier needs a printer because the driver of the truck
has to have the order of transportation printed. It has a
Brother HL- L2370DN. Table 39 - Identified infrastructures of the “Transportation Order” process. The business process models of the current VTS-ToE II SCS respective processes have bee
already developed in section 5.1.1.2 and as they remain the same no other actions required to b
ulfilled in this section. (d) The browser cho
Google Chrome. Table 39 - Identified infrastructures of the “Transportation Order” process. D2.1 – Supply Chain Analysis and Requirements 5.1.3 ToE III: Sectorial view of the VTS-SCS Furthermore
this document is the necessary justification to pick up the goods and
enter the port premises. The systems used for that activity are the
following hardware and software. (a) To access the PCS the haulier has a laptop Acer Aspire 3
A515-54-72TH with the following characteristics: Intel®
Core™ i7- 10510U processor, 8GB RAM and 256GB HDD
storage. (b) The laptop has the last Microsoft operating system, Windows
10 x64. (c) The Haulier uses Microsoft Office 2016 and and Adobe
Reader to manage and create their documents. (d) The browser chosen to access the PCS web application is
Google Chrome. (e) The haulier’s laptop is protected with a Bitdefender Gravi-
tyZone antivirus against viruses and malware software. (f) The haulier needs a printer because the driver of the truck
has to have the order of transportation printed. It has a
Brother HL- L2370DN. The business process models of the current VTS-ToE II SCS respective processes have been
already developed in section 5.1.1.2 and as they remain the same no other actions required to be
fulfilled in this section. 108
31/05/2021 952690 CYRENE PROJECT PARTNERS 31/05/2021 108 Table 43 - “Vehicle Assembly” process description. Table 43 - “Vehicle Assembly” process description. This process is related to the transportation of finished components from the warehouse
where they have been stored after intermediate assembly to the car manufacturing plant,
where they are assembled with the rest of vehicle parts. This process involves the following
operations: transportation documents arrangement, loading of components on containers,
truck formalities arrangement, loading of containers on the truck. The shipment is executed
by an external supply service provider, while the management of the whole process is by
FCA Supply Chain Management Area. Table 41 - “Supply of finished components” process description. 5.1.3 ToE III: Sectorial view of the VTS-SCS “ToE III” reflects sector-specific processes of automotive manufacturer, and its SC assets that
hosts and uses in order to participate in the VTS entire SCS. “ToE III” sets the scope to evaluate
SC processes under a sectorial perspective that goes to a further analysis of the ICT infrastructure
operating within these processes. As for the previous ToE, the current section encompasses the
business environment of ToE III: processes, involved business partners and SC stakeholders and
the ICT infrastructure they utilize for the completion of these processes. The processes under
examination that will be analysed are enlisted below adopting the template structure that is
stressed in the beginning of the section 5.1. The SC processes described here are related to the Inbound Logistics phase of components
shipment, from the assembly plant to the production plant, and they are listed below: 1. Supply of partial-assembled components
2. Supply of the finished components
3. Monitoring of components during transportation
4. Vehicle Assembly 1. Supply of partial-assembled components
2. Supply of the finished components
3. Monitoring of components during transportation
4. Vehicle Assembly ToE III reflects the CYRENE sectorial SC perspective. It is linked to the Vehicle Transport SC and
to the related Vehicle Transport Service (VTS) defined in the introduction of section 5.1. 5.1.3.1 Identification and description of SCS business processes of ToE III Within this section, the business processes for the Inbound Logistics phase are specified.
1 Supply of partial-assembled components The process involves the steps for the supply and execution of the final assembly of partial-
assembled parts provided by external suppliers. The current process consists in all the op-
erations needed to supply the pre-assembled parts and perform the final assembly, check
their quality and store them before shipping them to the car manufacturing plant. Not all
parts need an intermediate assembly and in that case they are directly supplied from the
components supplier plant to the vehicle production plant. 952690 CYRENE PROJECT PARTNERS
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Table 40 - Supply of partial-assembled components process description.
2 Supply of finished components
ToE “Supply of finished components” process Table 40 - Supply of partial-assembled components process description. Table 40 - Supply of partial-assembled components process description. Table 40 - Supply of partial-assembled components process description.
2 Supply of finished components 952690 CYRENE PROJECT PARTNERS 109 31/05/2021 D2.1 – Supply Chain Analysis and Requirements
4 Vehicle Assembly The components are received, assembled and the final quality is checked in the produc-
tion plant. Main steps in this process regards the unloading of components, the registra-
tion in the plant internal systems and the vehicle manufacturing. ToE “Monitoring of components during transportation” process
(Α general description of the business process and its business goal) During the Inbound Logistics, IoT are used to track, trace, and monitor the quality of
components transported on containers from the supplier plant to the vehicle production
plant. The main objective for the use of these devices is the monitoring of containers
parameters during transportation from the assembly plant to the FCA production plant. The
current process happens in parallel with the previous one. Table 42 - “Monitoring of components” process description.
4 Vehicle Assembly
ToE “Vehicle Assembly” process
(Α general description of the business process and its business goal)
The components are received, assembled and the final quality is checked in the produc-
tion plant. Main steps in this process regards the unloading of components, the registra-
tion in the plant internal systems and the vehicle manufacturing. Table 42 - “Monitoring of components” process description. Table 42 - “Monitoring of components” process description. Table 42 - “Monitoring of components” process description. 5.1.3.2 Identification and description of SCS business partners of ToE III In the current section, the SC processes identified in section 5.1.3.1 are further analyzed into
consequent steps and the business partners involved in these processes for the provision of the
Inbound Logistics are specified along with their business roles.
1 Supply of partial-assembled components 952690 CYRENE PROJECT PARTNERS 110 D2.1 – Supply Chain Analysis and Requirements (Process analysis, identifying and describing all the business partners participated in the current underlined
SC process and their roles within the process (taking into account the cyber assets operating to support their
interconnections) Vehicle plant SC Manager, Warehouse, Supply service provider This process starts with the request of components supply by the SC manager. The request
is received and then the seal needed for the transportation of the material is produced. The
information on the warehouse stock is updated and then the Supply service provider pro-
ceed with the loading of containers on the trucks. After all documentation is ready and the
truck has been loaded, the transportation towards the final assembly plant starts. 952690 CYRENE PROJECT PARTNERS
111
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p
y
pp y
p
p
3 Monitoring of components during transportation
ToE “Monitoring of components during transportation” Business Partners
(Process analysis, identifying and describing all the business partners participated in the current underlined
SC process and their roles within the process (taking into account the cyber assets operating to support their
interconnections)
Business Partners (BPi) Participating in the process
(Record business partners’ entities) 952690 CYRENE PROJECT PARTNERS
111
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3 Monitoring of components during transportation
ToE “Monitoring of components during transportation” Business Partners
(Process analysis, identifying and describing all the business partners participated in the current underlined
SC process and their roles within the process (taking into account the cyber assets operating to support their
interconnections)
Business Partners (BPi) Participating in the process
(Record business partners’ entities) (
p
)
Components Supplier, Intermediate assembly plant, Vehicle Plant SC Manager,
Warehouse Components Supplier, Intermediate assembly plant, Vehicle Plant SC Manager,
Warehouse This process is executed in the Intermediate Assembly plant. Here, the Supply Chain Man-
ager makes order of partial assembled components, according to the production plant de-
mand. Then, the external supplier responds to the request, sending the material to the plant
where the parts assembly is executed. Finally, after the components are finished, they are
stored in a warehouse, before they are shipped to the manufacturing plant, where they are
assembled with the other vehicle parts. Table 44 - Business partners identification and analysis of the “Supply of partial-assembled components”
process.
2 Supply of finished components
ToE “Supply of finished components” Business Partners
(Process analysis, identifying and describing all the business partners participated in the current underlined
SC process and their roles within the process (taking into account the cyber assets operating to support their
interconnections)
Business Partners (BPi) Participating in the process
(Record business partners’ entities)
Vehicle plant SC Manager, Warehouse, Supply service provider
Description
(Process analysis describing how the business partners are involved in the SC process)
This process starts with the request of components supply by the SC manager. The request
is received and then the seal needed for the transportation of the material is produced. The
information on the warehouse stock is updated and then the Supply service provider pro-
ceed with the loading of containers on the trucks. After all documentation is ready and the
truck has been loaded, the transportation towards the final assembly plant starts. Table 45 - Business partners identification and analysis of the “Supply of finished components” process.
3 Monitoring of components during transportation
ToE “Monitoring of components during transportation” Business Partners
(Process analysis, identifying and describing all the business partners participated in the current underlined
SC process and their roles within the process (taking into account the cyber assets operating to support their
interconnections) Table 44 - Business partners identification and analysis of the “Supply of partial-assembled components”
process. (
)
Vehicle assembly plant, Vehicle plant SC Management As soon as the components arrive at the final assembly plant, the SC manager updates
information about the stock available. The components are registered in the internal sys-
tems of the plant. Then their quality is checked and if the control is passed, they proceed to
the production, where they will be assembled with the other parts of the vehicle. Table 47 - Business partners identification and analysis of the “Vehicle Assembly” process. D2.1 – Supply Chain Analysis and Requirements Supply Chain Manager, Vehicle Assembly plant
D
i ti The FCA Supply Chain Manager is the only actor in the monitoring process. He needs to
access a web application to monitor the behavior of containers’ parameters and localization. By using this system, he/she can have knowledge about events that could endanger the
quality of the transported material, i.e.: high vibrations or temperature shocks, and also
he/she can be informed about the position of the truck, and then update the Estimated Time
of Arrival (ETA). Thanks to the near-real time data about quality conditions and localization
of the material during the shipment, the final assembly plant is able to schedule and/or
reschedule, if needed, the production. Table 46 - Business partners identification and analysis of the “Monitoring of components during
transportation” process. Table 46 - Business partners identification and analysis of the “Monitoring of components during
transportation” process.
4 Vehicle Assembly
ToE “Vehicle Assembly” Business Partners
(Process analysis, identifying and describing all the business partners participated in the current underlined
SC process and their roles within the process (taking into account the cyber assets operating to support their
interconnections)
Business Partners (BPi) Participating in the process
(Record business partners’ entities)
Vehicle assembly plant, Vehicle plant SC Management
Description
(Process analysis describing how the business partners are involved in the SC process)
As soon as the components arrive at the final assembly plant, the SC manager updates
information about the stock available. The components are registered in the internal sys-
tems of the plant. Then their quality is checked and if the control is passed, they proceed to
the production, where they will be assembled with the other parts of the vehicle. Table 47 - Business partners identification and analysis of the “Vehicle Assembly” process.
3 Monitoring of components during transportation
3 Monitoring of components during transportation ToE “Monitoring of components during transportation” Business Partne
(Process analysis, identifying and describing all the business partners participated in the current u
SC process and their roles within the process (taking into account the cyber assets operating to sup
interconnections) 952690 CYRENE PROJECT PARTNERS 111 5.1.3.3 ToE’s infrastructure description Through this section, high level ICT infrastructure representations that are used by business part-
ners who are involved in the identified SC processes are provided.
4 Vehicle Assembly
4 Vehicle Assembly ToE “Vehicle Assembly” Business Partners
(Process analysis, identifying and describing all the business partners participated in the current underlined
SC process and their roles within the process (taking into account the cyber assets operating to support their
interconnections)
Business Partners (BPi) Participating in the process
(Record business partners’ entities)
Vehicle assembly plant, Vehicle plant SC Management ToE “Vehicle Assembly” Business Partners
(Process analysis, identifying and describing all the business partners participated in the current u
SC process and their roles within the process (taking into account the cyber assets operating to sup
interconnections)
1 Supply of partial-assembled components Warehouse
Here the main actors are operators who provide to organize and ex-
ecute procedures and manual operations for the material handling. The system utilized for managing data about warehouse material is
the Warehouse Management System. (a) This system is hosted on a server. (b) Data about all the actors involved in the activity and data pro-
duced are stored in a relational database Microsoft SQL
server. (c) To ensure the security and integrity of the entire system,
company internal regulations in terms of ICT security are fol-
lowed. Table 48 - Identified infrastructures of the “Supply of partial-assembled components” process Table 48 - Identified infrastructures of the “Supply of partial-assembled components” proces D2.1 – Supply Chain Analysis and Requirements up-The asset utilized by the components supply in this process is the
so called “eSupplierConnect”. It is a portal providing useful features
to improve performance, collaboration and communication between
FCA and supplier partners. It allows this BP to receive orders by the
SC Manager requiring the material. (a) This system is hosted on a database. (a) This system is hosted on a database. (b) Data about all the actors involved in the activity and data pro-
duced are stored in a relational database Microsoft SQL
server. (c) It is reachable through a laptop. (d) To ensure the security and integrity of the entire system, FCA
internal regulations in terms of ICT security are followed. Intermediate assem-
bly plant
In the Intermediate Assembly plant, the main assets utilized are the
Manufacturing Execution System (MES) and the Material Require-
ments Planning (MRP). The first one is used to track and document
all the steps of the transformation of raw materials to finished com-
ponents, while the second one is used for process planning, sched-
uling and inventory control. The hardware required for these sys-
tems are servers with high computational capacity. In fact, they lev-
erage on optimization algorithms that uses a lot of input parameters
in order to organize, plan, schedule, reschedule, register all the as-
sembly materials and operations, maximizing efficiency and improv-
ing the assembly output. ing the assembly output. Vehicle
Plant
SC
Manager
This BP is the actor who starts the whole process. He utilizes the
eSupplierConnect portal, that has been already described above, to
make the demand for material supply. Warehouse
Here the main actors are operators who provide to organize and ex-
ecute procedures and manual operations for the material handling. The system utilized for managing data about warehouse material is
the Warehouse Management System. (a) This system is hosted on a server. (b) Data about all the actors involved in the activity and data pro-
duced are stored in a relational database Microsoft SQL
server. (c) To ensure the security and integrity of the entire system,
company internal regulations in terms of ICT security are fol-
lowed. Vehicle
Plant
SC
Manager
This BP is the actor who starts the whole process. He utilizes the
eSupplierConnect portal, that has been already described above, to
make the demand for material supply.
1 Supply of partial-assembled components
1 Supply of partial-assembled components ToE infrastructures of the “Supply of partial-assembled components” Process
(Infrastructure representations of the cyber assets and the overall technical equipment required to cover com-
munications and transactions among the engaged business partners of the underlined SC process; data ex-
change services between heterogeneous systems and interoperable functionalities are also mentioned wher-
ever exist)
Business Partner
(BPi)
Description ToE infrastructures of the “Supply of partial-assembled components” Process
(Infrastructure representations of the cyber assets and the overall technical equipment required to cover com-
munications and transactions among the engaged business partners of the underlined SC process; data ex-
change services between heterogeneous systems and interoperable functionalities are also mentioned wher-
ever exist)
Business Partner
(BPi)
Description 952690 CYRENE PROJECT PARTNERS 112 2.1 – Supply Chain Analysis and Requirements
Components
Sup-
plier
The asset utilized by the components supply in this process is the
so called “eSupplierConnect”. It is a portal providing useful features
to improve performance, collaboration and communication between
FCA and supplier partners. It allows this BP to receive orders by the
SC Manager requiring the material. (a) This system is hosted on a database. (b) Data about all the actors involved in the activity and data pro-
duced are stored in a relational database Microsoft SQL
server. (c) It is reachable through a laptop. (d) To ensure the security and integrity of the entire system, FCA
internal regulations in terms of ICT security are followed. Intermediate assem-
bly plant
In the Intermediate Assembly plant, the main assets utilized are the
Manufacturing Execution System (MES) and the Material Require-
ments Planning (MRP). The first one is used to track and document
all the steps of the transformation of raw materials to finished com-
ponents, while the second one is used for process planning, sched-
uling and inventory control. The hardware required for these sys-
tems are servers with high computational capacity. In fact, they lev-
erage on optimization algorithms that uses a lot of input parameters
in order to organize, plan, schedule, reschedule, register all the as-
sembly materials and operations, maximizing efficiency and improv-
ing the assembly output. Vehicle
Plant
SC
Manager
This BP is the actor who starts the whole process. He utilizes the
eSupplierConnect portal, that has been already described above, to
make the demand for material supply. Warehouse
H
th
i
t
t
h
id
t
i
d Here the main actors are operators who provide to organize and ex-
ecute procedures and manual operations for the material handling. The system utilized for managing data about warehouse material is
the Warehouse Management System. (a) This system is hosted on a server. (b) Data about all the actors involved in the activity and data pro-
duced are stored in a relational database Microsoft SQL
server. (c) To ensure the security and integrity of the entire system,
company internal regulations in terms of ICT security are fol-
lowed. 952690 CYRENE PROJECT PARTNERS 31/05/2021 113 31/05/2021 D2.1 – Supply Chain Analysis and Requirements
952690 CYRENE PROJECT PARTNERS
114
31/05/2021
Figure 34 - Business process model for the”Supply of partial-assembled components” process.
2 Supply of finished components
ToE infrastructures of the “Supply of finished components” Process
(Infrastructure representations of the cyber assets and the overall technical equipment required to cover com-
munications and transactions among the engaged business partners of the underlined SC process; data ex-
change services between heterogeneous systems and interoperable functionalities are also mentioned wher-
ever exist)
Business Partner
(BPi)
Description
Vehicle
Plant
SC
Manager
This BP is the actor who starts this process. He utilizes the eSup-
plierConnect portal, that has been already described above, to notify
to the SC service provider that the material is ready for pick-up. Warehouse
The main tool utilized in the Warehouse in this process is the Trans-
portation Management System (TMS), which is a FCA internal sys-
tem. Here all the data related to the shipment operations are man-
aged and collected and the transport documentation is issued. (a) This system is hosted on a server. (b) Data about all the actors involved in the activity and data pro-
duced are stored in a relational database Microsoft SQL
server. (c) It is reachable through a laptop. D2.1 – Supply Chain Analysis and Requirements Figure 34 - Business process model for the”Supply of partial-assembled components” process. Figure 34 - Business process model for the”Supply of partial-assembled components” process.
2 Supply of finished components
ToE infrastructures of the “Supply of finished components” Process
(Infrastructure representations of the cyber assets and the overall technical equipment required to cover com-
munications and transactions among the engaged business partners of the underlined SC process; data ex-
change services between heterogeneous systems and interoperable functionalities are also mentioned wher-
ever exist)
Business Partner
(BPi)
Description
Vehicle
Plant
SC
Manager
This BP is the actor who starts this process. He utilizes the eSup-
plierConnect portal, that has been already described above, to notify
to the SC service provider that the material is ready for pick-up. Warehouse
The main tool utilized in the Warehouse in this process is the Trans-
portation Management System (TMS), which is a FCA internal sys-
tem. Here all the data related to the shipment operations are man-
aged and collected and the transport documentation is issued. (a) This system is hosted on a server. (b) Data about all the actors involved in the activity and data pro-
duced are stored in a relational database Microsoft SQL
server. (c) It is reachable through a laptop.
2 Supply of finished components (b) Data about all the actors involved in the activity and data pro-
duced are stored in a relational database Microsoft SQL
server. (c) It is reachable through a laptop. 952690 CYRENE PROJECT PARTNERS 31/05/2021 114 D2.1 – Supply Chain Analysis and Requirements D2.1 – Supply Chain Analysis and Requirements Table 49 - Identified infrastructures of the "Supply of finished components" process. (d) To ensure the security and integrity of the entire system,
company internal regulations in terms of ICT security are fol-
lowed. Moreover, the WMS is used also in this process, in order to update
information on material available in the warehouse. Supply Service pro-
vider
The main system used by this BP is the eSupplierConnect already
described above. In fact, through it, he receives the demand for
providing supply service and then, after he sends the information
Table 49 - Identified infrastructures of the "Supply of finished components" process. (d) To ensure the security and integrity of the entire system,
company internal regulations in terms of ICT security are fol-
lowed. Moreover, the WMS is used also in this process, in order to update
information on material available in the warehouse. Supply Service pro-
vider
The main system used by this BP is the eSupplierConnect already
described above. In fact, through it, he receives the demand for
providing supply service and then, after he sends the information
Table 49 - Identified infrastructures of the "Supply of finished components" process. (d) To ensure the security and integrity of the entire system,
company internal regulations in terms of ICT security are fol-
lowed. Moreover, the WMS is used also in this process, in order to update
information on material available in the warehouse. Supply Service pro-
vider
The main system used by this BP is the eSupplierConnect already
described above. In fact, through it, he receives the demand for
providing supply service and then, after he sends the information (d) To ensure the security and integrity of the entire system,
company internal regulations in terms of ICT security are fol-
lowed. Moreover, the WMS is used also in this process, in order to update
information on material available in the warehouse. pply Service pro-
er
The main system used by this BP is the eSupplierConnect already
described above. In fact, through it, he receives the demand for
providing supply service and then, after he sends the information Table 49 - Identified infrastructures of the "Supply of finished components" process. 952690 CYRENE PROJECT PARTNERS 31/05/2021 31/05/2021 115 D2.1 – Supply Chain Analysis and Requirements Figure 35 - Business process model for the "Supply of finished components" process. Figure 35 - Business process model for the "Supply of finished components" process. Vehicle
Assembly
Plant
The main tool utilized in this process are
agement System (TMS), the Warehous
(WMS) and the Material Requirements P
tures of the hardware needed for using the
of the ones listed in the tables above. Table 50 - Identified infrastructures of the "Monitoring of comp Table 50 - Identified infrastructures of the "Monitoring of components" process. He needs access to the i4.0 web application to monitor the
behaviour of process parameters. The systems used for that activity
are the following hardware and software. (a) He uses the Transport Management System, for the docu-
ments and all information related to the material supply (i.e. information on the orders, on the transportation documenta-
tion, on the trucks, and so on)
(b) Data from the loggers are visualized on the web application
(c) To access the web application he needs a laptop and cre-
dentials
(d) Data can be visualized in real time or downloaded for analy-
sis. Downloaded data can be visualized by using Microsoft
Excel
(e) Data are stored on an external SQL server
Loggers with 3G/4G connection are installed on the containers. The
wireless connection (3G/4G) has no protection measures (e.g. en-
cryption) and the data are sent as clear text. There is only a basic
authentication mechanism for local access, and the suppliers have
permission to access/modify. Vehicle
Assembly
Plant
The main tool utilized in this process are the Transportation Man-
agement System (TMS), the Warehouse Management System
(WMS) and the Material Requirements Planning (MRP). The fea-
tures of the hardware needed for using these systems are the same
of the ones listed in the tables above. Table 50 - Identified infrastructures of the "Monitoring of components" process.
3 Monitoring of components during transportation
ToE infrastructures of the “Monitoring of compone
(Infrastructure representations of the cyber assets and the overall technical equ
munications and transactions among the engaged business partners of the un
change services between heterogeneous systems and interoperable functionali
ever exist)
Business Partner
(BPi)
Description
Supply Chain Man-
ager
The FCA Supply Chain Manager the m
process. He needs access to the i4.0 web a
behaviour of process parameters. The syst
are the following hardware and software. (a) He uses the Transport Manageme
ments and all information related to
information on the orders, on the tra
tion, on the trucks, and so on)
(b) Data from the loggers are visualize
(c) To access the web application he
dentials
(d) Data can be visualized in real time
sis. Downloaded data can be visua
Excel
(e) Data are stored on an external SQL
Loggers with 3G/4G connection are installe
wireless connection (3G/4G) has no prote
cryption) and the data are sent as clear te
authentication mechanism for local access
permission to access/modify. 952690 CYRENE PROJECT PARTNERS 31/05/2021 116 D2.1 – Supply Chain Analysis and Requirements
3 Monitoring of components during transportation
ToE infrastructures of the “Monitoring of components” Process
(Infrastructure representations of the cyber assets and the overall technical equipment required to cover com-
munications and transactions among the engaged business partners of the underlined SC process; data ex-
change services between heterogeneous systems and interoperable functionalities are also mentioned wher-
ever exist)
Business Partner
(BPi)
Description
Supply Chain Man-
ager
The FCA Supply Chain Manager the main actor in monitoring
process. He needs access to the i4.0 web application to monitor the
behaviour of process parameters. The systems used for that activity
are the following hardware and software. (a) He uses the Transport Management System, for the docu-
ments and all information related to the material supply (i.e. information on the orders, on the transportation documenta-
tion, on the trucks, and so on)
(b) Data from the loggers are visualized on the web application
(c) To access the web application he needs a laptop and cre-
dentials
(d) Data can be visualized in real time or downloaded for analy-
sis. Downloaded data can be visualized by using Microsoft
Excel
(e) Data are stored on an external SQL server
Loggers with 3G/4G connection are installed on the containers. The
wireless connection (3G/4G) has no protection measures (e.g. en-
cryption) and the data are sent as clear text. There is only a basic
authentication mechanism for local access, and the suppliers have
permission to access/modify. Vehicle
Assembly
Plant
The main tool utilized in this process are the Transportation Man-
agement System (TMS), the Warehouse Management System
(WMS) and the Material Requirements Planning (MRP). The fea-
tures of the hardware needed for using these systems are the same
of the ones listed in the tables above. Table 50 - Identified infrastructures of the "Monitoring of components" process.
3 Monitoring of components during transportation
ToE infrastructures of the “Monitoring of components” Process
(Infrastructure representations of the cyber assets and the overall technical equipment required to cover com-
munications and transactions among the engaged business partners of the underlined SC process; data ex-
change services between heterogeneous systems and interoperable functionalities are also mentioned wher-
ever exist)
Business Partner
(BPi)
Description
Supply Chain Man-
ager
The FCA Supply Chain Manager the main actor in monitoring
process.
3 Monitoring of components during transportation
Vehicle Assembly
ToE infrastructures of the “Vehicle Assembly” Process
(Infrastructure representations of the cyber assets and the overall technical equipment required to cover com-
munications and transactions among the engaged business partners of the underlined SC process; data ex-
change services between heterogeneous systems and interoperable functionalities are also mentioned wher-
ever exist)
Business Partner
(BPi)
Description
Vehicle
Plant
SC
Manager
The systems used here by the BP are the Material Requirements
Planning (MRP) and the Transportation Management System (TMS)
Vehicle
Assembly
Plant
The tools used in this process are the Transportation Management
System (TMS), the Warehouse Management System (WMS) and
the Manufacturing Execution System (MES). Table 51 - Identified infrastructures of the "Vehicle Assembly" process. Figure 36 - Business process model for the "Monitoring of components" process. Figure 36 - Business process model for the "Monitoring of components" proces Figure 36 - Business process model for the "Monitoring of components" process. g
p
g
p
p
Vehicle Assembly
ToE infrastructures of the “Vehicle Assembly” Process
(Infrastructure representations of the cyber assets and the overall technical equipment required to cover com-
munications and transactions among the engaged business partners of the underlined SC process; data ex-
change services between heterogeneous systems and interoperable functionalities are also mentioned wher-
ever exist)
Business Partner
(BPi)
Description
Vehicle
Plant
SC
Manager
The systems used here by the BP are the Material Requirements
Planning (MRP) and the Transportation Management System (TMS)
Vehicle
Assembly
Plant
The tools used in this process are the Transportation Management
System (TMS), the Warehouse Management System (WMS) and
the Manufacturing Execution System (MES). Table 51 - Identified infrastructures of the "Vehicle Assembly" process.
3 Monitoring of components during transportation ToE infrastructures of the “Monitoring of components” Process
(Infrastructure representations of the cyber assets and the overall technical equipment required to cover com-
munications and transactions among the engaged business partners of the underlined SC process; data ex-
change services between heterogeneous systems and interoperable functionalities are also mentioned wher-
ever exist) n-The FCA Supply Chain Manager the main actor in monitoring
process. He needs access to the i4.0 web application to monitor the
behaviour of process parameters. The systems used for that activity
are the following hardware and software. (a) He uses the Transport Management System, for the docu-
ments and all information related to the material supply (i.e. information on the orders, on the transportation documenta-
tion, on the trucks, and so on) (b) Data from the loggers are visualized on the web application (c) To access the web application he needs a laptop and cre-
dentials (d) Data can be visualized in real time or downloaded for analy-
sis. Downloaded data can be visualized by using Microsoft
Excel (e) Data are stored on an external SQL server Loggers with 3G/4G connection are installed on the containers. The
wireless connection (3G/4G) has no protection measures (e.g. en-
cryption) and the data are sent as clear text. There is only a basic
authentication mechanism for local access, and the suppliers have
permission to access/modify. Vehicle
Assembly
Plant
The main tool utilized in this process are the Transportation Man-
agement System (TMS), the Warehouse Management System
(WMS) and the Material Requirements Planning (MRP). The fea-
tures of the hardware needed for using these systems are the same
of the ones listed in the tables above. 952690 CYRENE PROJECT PARTNERS 31/05/2021 117 D2.1 – Supply Chain Analysis and Requirements D2.1 Supply Chain Analysis and Requirements
Figure 36 - Business process model for the "Monitoring of components" process.
Vehicle Assembly 952690 CYRENE PROJECT PARTNERS 31/05/2021 118 D2.1 – Supply Chain Analysis and Requirements Figure 37 - Business process model for the “Vehicle Assembly” process. Figure 37 - Business process model for the “Vehicle Assembly” process. 5.2.1 Requirements for CYRENE ToE I ToE Ι requirements for self-conformity assessment corresponds to the assurance level “basic”,
which is EAL 1 level of assurance, as defined in the CC (CC-PART3, 2017). The assurance class
for the evaluation will be the Class AVA: Vulnerability Assessment dealing with the first compo-
nent of the class, which is AVA_VAN.1 (CC-PART3, 2017). The purpose of the vulnerability as-
sessment activity is to identify the exploitability of flaws or weaknesses in the ToE’s environment
(CC-PART3, 2017). In this section, the ToE I requirements are presented according to the ToE I
business environment description. As defined in section 5.1, ToE I is the “Vehicle Transport Service” (VTS) and refers to the CY-
RENE business SC aspect. The Vehicle Transport Service is a complex SCS, including several 952690 CYRENE PROJECT PARTNERS 31/05/2021 31/05/2021 119 D2.1 – Supply Chain Analysis and Requirements ToE_I_CA_15
ToE I environment identification must be compliant with the Common Criteria
Evaluation
ToE_I_CA_16
Paperwork of the identified SC processes are in line with the description of ToE
I business environment
ToE_I_CA_17
The business flow of the SC processes meets the description of ToE I business
environment
ToE_I_CA_18
If privacy considerations and additional conventions described in ToE I busi-
ness environment are fulfilled
ToE_I_CA_19
Identification of the security issues of each SC process of the VTS
ToE_I_CA_20
Identification of possible threat scenarios that address the defined security is-
sue
ToE_I_CA_21
Identification of the protection profile according to the ToE I environment
Table 52 - Requirements for CYRENE ToE I. 5.2.2 Requirements for CYRENE ToE II D2.1 – Supply Chain Analysis and Requirements collaborating actors coming from different industries and it has been selected regarding its high
impact to the EU economy (see section 5.1). According to the scenario described in section 5.1,
ToE I business environment refers to the identified SC processes. These processes were decom-
posed to a thorough analysis identifying the business partners involved and the business roles
they have in each process for the provision of the VTS. On this grounds, CYRENE ToE I concerns
self-conformity assessment requirements, which are as follows: Identifier
Description
ToE_I_CA_1
Set the boundaries of the ToE’s environment (VTS as defined in section 5.1)
ToE_I_CA_2
Clarify what will be evaluated (i.e., the identified VTS processes, exploring the
actors involved, their interactions, information exchange, business logic)
ToE_I_CA_3
Assign a Business Agreement between the involved SC parties with an em-
bedded Security Declaration statement
ToE_I_CA_4
ToE I must be compliant with the content of the Business Agreement and the
embedded Security Declaration statement
ToE_I_CA_5
Identify accepted certifications of the business partners involved in the ToE,
related to the SC processes they execute for the provision of the VTS
ToE_I_CA_6
In case the business partners SCS processes are certified, it must be exam-
ined if the flow and the execution of these processes are compliant with the
corresponding certification requirements
ToE_I_CA_7
The SCS processes must address what has been declared in ToE I business
environment
ToE_I_CA_8
Clear identification and concrete analysis of the SCS processes content
ToE_I_CA_9
Business partners of the VTS participate in the identified SCS processes as
defined in ToE I business environment
ToE_I_CA_10
Business roles of the participants in each VTS process must be in line with
what has been described in ToE I business environment
ToE_I_CA_11
Information exchanges in the identified VTS processes must be carried out as
it has been described in ToE I business environment
ToE_I_CA_12
Business partners interactions undertaken in each process must be in line with
what has been described in ToE I business environment
ToE_I_CA_13
Each VTS process shall be fulfilled according to the business goal identified
for this process in ToE I business environment
ToE_I_CA_14
If the organizational business policies (i.e., invoice policy), security policies,
security plans and security measures are enforced, the business partners
should adopt these processes (declared in the Security Declaration statement)
and take care to be implemented properly 952690 CYRENE PROJECT PARTNERS 120 D2.1 – Supply Chain Analysis and Requirements
952690 CYRENE PROJECT PARTNERS
121
31/05/2021
ToE_I_CA_15
ToE I environment identification must be compliant with the Common Criteria
Evaluation
ToE_I_CA_16
Paperwork of the identified SC processes are in line with the description of ToE
I business environment
ToE_I_CA_17
The business flow of the SC processes meets the description of ToE I business
environment
ToE_I_CA_18
If privacy considerations and additional conventions described in ToE I busi-
ness environment are fulfilled
ToE_I_CA_19
Identification of the security issues of each SC process of the VTS
ToE_I_CA_20
Identification of possible threat scenarios that address the defined security is-
sue
ToE_I_CA_21
Identification of the protection profile according to the ToE I environment
Table 52 - Requirements for CYRENE ToE I. 5.2.2 Requirements for CYRENE ToE II
TOE II requirements include the technical requirements related to the ICT systems and assets
involved in the VTS and are as follows:
Identifier
Description
ToE_II_CA_1
Identification of the compromised assets among all the VTS systems
ToE_II_CA_2
All the related activity in the VTS should be auditable
ToE_II_CA_3
Ensure data privacy in all the communication with external systems following
the European and National legislation
ToE_II_CA_4
Ensure confidentiality of the communications through the different channels
ToE_II_CA_5
Ensure integrity of the data, so that anybody can not change anything from the
message
ToE_II_CA_6
Ensure the authenticity of the involved actors avoiding identity fraud
ToE_II_CA_7
Set the boundaries of the ToE’s environment (VTS as defined in section 5.1)
ToE_II_CA_8
Clarify what will be evaluated (i.e. the identified VTS processes, exploring the
actors involved, their interactions, the infrastructure they utilize and the assets
they operate for the provision of the VTS)
ToE_II_CA_9
Assign a Business Agreement between the involved SC parties with an em-
bedded Security Declaration statement 5.2.2 Requirements for CYRENE ToE II involved in the VTS and are as follows:
Identifier
Description
ToE_II_CA_1
Identification of the compromised assets among all the VTS systems
ToE_II_CA_2
All the related activity in the VTS should be auditable
ToE_II_CA_3
Ensure data privacy in all the communication with external systems following
the European and National legislation
ToE_II_CA_4
Ensure confidentiality of the communications through the different channels
ToE_II_CA_5
Ensure integrity of the data, so that anybody can not change anything from the
message
ToE_II_CA_6
Ensure the authenticity of the involved actors avoiding identity fraud
ToE_II_CA_7
Set the boundaries of the ToE’s environment (VTS as defined in section 5.1)
ToE_II_CA_8
Clarify what will be evaluated (i.e. the identified VTS processes, exploring the
actors involved, their interactions, the infrastructure they utilize and the assets
they operate for the provision of the VTS)
ToE_II_CA_9
Assign a Business Agreement between the involved SC parties with an em-
bedded Security Declaration statement 952690 CYRENE PROJECT PARTNERS 121 D2.1 – Supply Chain Analysis and Requirements D2.1 – Supply Chain Analysis and Requirements
ToE_II_CA_10
ToE II must be compliant with the content of the Business Agreement and the
embedded Security Declaration statement
ToE_II_CA_11
Identify accepted certifications of the business partners involved in VTS-ToE
II, related to the SC processes they execute for the provision of the VTS
ToE_II_CA_12
Identify accepted certifications of the business partners involved in VTS-ToE
II, related to the SC assets they operate for the provision of the VTS
ToE_II_CA_13
Identify implemented security controls of the SCS assets of the business part-
ners they operate for the provision of the VTS and they are included in the
current ToE (and to the signed Security Declaration statement as a conse-
quence)
ToE_II_CA_14
Identify accepted certifications of the business partners involved in VTS-ToE
II, related to the security controls of the SCS assets they operate for the provi-
sion of the VTS
ToE_II_CA_15
Ensure that after performing the risk assessment in order to implement an op-
timal mitigation strategy, all business partners involved will undertake appro-
priate security controls (whether and wherever required) in order to reach the
VTS desired security level which they have agreed upon through the Security
Declaration signed commitment
ToE_II_CA_16
In case business partners VTS processes are certified, it must be examined if
the flow and the execution of these processes are compliant with the relevant
certification requirements
ToE_II_CA_17
The VTS processes must address what has been declared in VTS-ToE II en-
vironment
ToE_II_CA_18
Clear identification and concrete analysis of the VTS processes content
ToE_II_CA_19
Business partners of the VTS participate in the identified SCS processes as
defined in ToE II business environment
ToE_II_CA_20
Business roles of the participants in each VTS process must be in line with
what has been described in VTS-ToE II business environment
ToE_II_CA_21
Information exchanges in the identified VTS processes must be carried out as
it has been described in VTS-ToE II business environment
ToE_II_CA_22
Business partners interactions undertaken in each process must be in line with
what has been described in VTS-ToE II business environment
ToE_II_CA_23
Identify the existing asset interdependencies for the provision of the VTS
(within a participated organization and between VTS interacted business part-
ners) and check whether they are illustrated in the corresponding VTS pro-
cesses according to the description of VTS-ToE II environment
ToE_II_CA_24
ICT infrastructure (or parts of the infrastructure) that operate for the provision
of the VTS must be in consensus with VTS-ToE II description 952690 CYRENE PROJECT PARTNERS 122 D2.1 – Supply Chain Analysis and Requirements ToE_II_CA_25
Each VTS process shall be fulfilled according to the business goal identified
for this process in ToE II business environment
ToE_II_CA_26
If the organizational business policies (i.e., invoice policy), security policies,
security plans and security measures are enforced, the business partners
should adopt these processes (declared in the Security Declaration statement)
and take care to be implemented properly
ToE_II_CA_27
VTS-ToE II environment identification must be compliant with the Common Cri-
teria Evaluation
ToE_II_CA_28
Check whether the security assumptions (intended use of the implementation
of the ToE) of VTS-ToE II that will be thoroughly analyzed in D2.2 are fulfilled
ToE_II_CA_29
VTS-ToE II must be assessed taking into account the key concepts of protec-
tion profiles (PP), packages of security requirements, the specified topic of
conformance and the consequences of evaluation according to the CC
ToE_II_CA_30
VTS-ToE II must address the identified security issue and the described Secu-
rity Target (ST) and through the implementation of the CA process examine if
the described security objectives are satisfied
ToE_II_CA_31
VTS-ToE II meets the privacy considerations determined in the Security Dec-
laration statement
ToE_II_CA_32
CYRENE CA process for the VTS-ToE II is in line with the content of Class
AVA: Vulnerability Assessment dealing with the description of the first compo-
nent of the class, which is AVA_VAN.1 (CC-PART3, 2017)
Table 53 - Requirements for CYRENE ToE II. for this process in ToE II business environment
ToE_II_CA_26
If the organizational business policies (i.e., invoice policy), security policies,
security plans and security measures are enforced, the business partners
should adopt these processes (declared in the Security Declaration statement)
and take care to be implemented properly
ToE_II_CA_27
VTS-ToE II environment identification must be compliant with the Common Cri-
teria Evaluation
ToE_II_CA_28
Check whether the security assumptions (intended use of the implementation
of the ToE) of VTS-ToE II that will be thoroughly analyzed in D2.2 are fulfilled
ToE_II_CA_29
VTS-ToE II must be assessed taking into account the key concepts of protec-
tion profiles (PP), packages of security requirements, the specified topic of
conformance and the consequences of evaluation according to the CC
ToE_II_CA_30
VTS-ToE II must address the identified security issue and the described Secu-
rity Target (ST) and through the implementation of the CA process examine if
the described security objectives are satisfied
ToE_II_CA_31
VTS-ToE II meets the privacy considerations determined in the Security Dec-
laration statement
ToE_II_CA_32
CYRENE CA process for the VTS-ToE II is in line with the content of Class
AVA: Vulnerability Assessment dealing with the description of the first compo-
nent of the class, which is AVA_VAN.1 (CC-PART3, 2017)
Table 53 - Requirements for CYRENE ToE II. 5.2.3 Requirements for CYRENE ToE III
TOE III requirements include the sectorial requirements related to the ICT systems and assets
involved in the Automotive SC and are as follows:
Identifier
Description
ToE_III_CA_1
Identification of the compromised assets among all the Automotive SC sys-
tems
ToE_III_CA_2
All the related activities in the Automotive SC should be auditable
ToE_III_CA_3
Ensure the identification of the vulnerable assets
ToE_III_CA_4
Perform impact assessment on top of verified risks
ToE_III_CA_5
Ensure data privacy in all the communication with external systems following
the European and National legislation
ToE_III_CA_6
Ensure confidentiality of the communications through the different channels 5.2.3 Requirements for CYRENE ToE III 123 D2.1 – Supply Chain Analysis and Requirements ToE_III_CA_7
Ensure integrity of the data, so that anybody can not change anything from the
message
ToE_III_CA_8
Ensure the authenticity of the involved actors avoiding identity fraud
ToE_III_CA_9
All occurred risks should be reported
ToE_III_CA_10
Perform forecasting of possible threats/attacks
ToE_III_CA_11
Dashboards should be available to final users (i.e. for visual inspection and
management)
ToE_III_CA_12
Mitigation actions should be proposed by the system
ToE_III_CA_13
Support to the end-user should be provided in the decision-making process
ToE_III_CA_14
Set the boundaries of the ToE’s environment (VTS as defined in section 5.1)
ToE_III_CA_15
Clarify what will be evaluated (i.e. the identified Automotive SC processes, ex-
ploring the actors involved, their interactions, the infrastructure they utilize and
the assets they operate)
ToE_III_CA_16
Assign a Business Agreement between the involved SC parties with an em-
bedded Security Declaration statement
ToE_III_CA_17
ToE III must be compliant with the content of the Business Agreement and the
embedded Security Declaration statement
ToE_III_CA_18
Identify accepted certifications of the business partners involved in ToE III, re-
lated to the SC processes they execute
ToE_III_CA_19
Identify accepted certifications of the business partners involved in ToE III, re-
lated to the SC assets they operate
ToE_III_CA_20
Identify implemented security controls of the SCS assets of the business part-
ners they operate for the provision of the Automotive SCS and they are in-
cluded in the current ToE III (and to the signed Security Declaration as a con-
sequence)
ToE_III_CA_21
Identify accepted certifications of the business partners involved in ToE III, re-
lated to the security controls of the SCS assets they operate for the provision
of the Automotive SC
ToE_III_CA_22
Ensure that after performing the risk assessment in order to implement an op-
timal mitigation strategy, all business partners involved will undertake appro-
priate security controls (whether and wherever required) in order to reach the
desired security level which they have agreed upon through the Security Dec-
laration signed commitment
ToE_III_CA_23
In case business partners Automotive SC processes are certified, it must be
examined if the flow and the execution of these processes are compliant with
the corresponding certification requirements 952690 CYRENE PROJECT PARTNERS 124 31/05/2021 D2.1 – Supply Chain Analysis and Requirements ToE_III_CA_24
The Automotive SC processes must address what has been declared in ToE
III environment
ToE_III_CA_25
Clear identification and concrete analysis of the Automotive SC processes con-
tent should be performed
ToE_III_CA_26
Business partners of the Automotive SC participate in the identified SCS pro-
cesses as defined in ToE III business environment
ToE_III_CA_27
Business roles of the participants in each Automotive SC process must be in
line with what has been described in ToE III business environment
ToE_III_CA_28
Information exchanges in the identified Automotive SC processes must be car-
ried out as it has been described in ToE III business environment
ToE_III_CA_29
Business partners interactions undertaken in each process must be in line with
what has been described in ToE III business environment
ToE_III_CA_30
Identify the existing asset interdependencies for the provision of the Automo-
tive SC and check whether they are illustrated in the corresponding processes
according to the description of ToE III environment
ToE_III_CA_31
ICT infrastructure (or parts of the infrastructure) that operate for the provision
of the Automotive SC must be in consensus with ToE III description
ToE_III_CA_32
Each Automotive SC process shall be fulfilled according to the business goal
identified for this process in ToE III business environment
ToE_III_CA_33
ToE III environment identification must be compliant with the Common Criteria
Evaluation
Table 54 - Requirements for CYRENE ToE III. 952690 CYRENE PROJECT PARTNERS 952690 CYRENE PROJECT PARTNERS 31/05/2021 125 D2.1 – Supply Chain Analysis and Requirements D2.1 – Supply Chain Analysis and Requirements 7. References [1] ENISA report, ICT security certification opportunities in the healthcare sector, ENISA,
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management content: a structured literature review”. 6. Conclusion The CYRENE Phase 1 main results are the output of the activities of four tasks (T2.1, T2.2, T2.3,
T2.4), and have been presented in this document. This deliverable, reporting the analysis of Supply Chain and requirements, establishes the basis
in setting up the Conformity Assessment Process along with the accompanying Certification
Schemes. The specifications presented in this document, will guide the design and development
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https://www.iso.org/obp/ui/#iso:std:iso:28000:ed-1:v1:en 952690 CYRENE PROJECT PARTNERS 31/05/2021 131 Appendix A – Glossary and Examples The glossary is available and continuously updated in the project website59. It is an aggregation
of terms and definitions based on different sources, such as Common Criteria and other ISO
standards, NIS Directive, EU Cybersecurity Act and other Regulations, ENISA reports, EU
Horizon2020 projects, NIST, CVSS, etc. It also contains examples, where necessary, to help the
reader obtain a better understanding of these terms and the thin lines that may exist among them. Another objective of the glossary is to integrate all the definitions possible and state their
differences, if any, when they refer to the same term. For this purpose, there is a Notes/Remarks
column, which the reader can also use for additional reading. This glossary is divided into three main parts: the Security and Certification Concepts, the Supply
Chain and Business Concepts and the Maritime Transport Concepts. Table 55, Table 56, and Table 57, are extracts from the three different parts are presented as an
example of the glossary contents included in the project website59. 952690 CYRENE PROJECT PARTNERS
132
31/05/2021
Term
Abbrevi
ation
Definition(s)
Reference(s) Example(s)
Notes/ Remarks
Security Concepts
Information
-
Any communication or
representation of
knowledge such as
facts, data, or
opinions in any
medium or form,
including textual,
numerical, graphic,
cartographic,
narrative, or
audiovisual. [CNSSI No. 4009]
Information
system
set of applications,
services, information
technology assets, or
other information-
handling components
[ISO/IEC
27000:2018]
An
Enterprise
Resource
Planning
(ERP)
system
Information
Security
Managemen
t System
ISMS
Set of interrelated or
interacting elements
of an organization to
establish policies and
[ISO/IEC
27000:2018]
ISO 27001
59 https://www.cyrene.eu/glossary/ 132 D2.1 – Supply Chain Analysis and Requirements
objectives and
processes to achieve
those objectives
Confidentiali
ty
-
Property that
information is not
made available or
disclosed to
unauthorized
individuals, entities, or
processes
[ISO/IEC
27000:2018]
Integrity
-
Property of accuracy
and completeness
[ISO/IEC
27000:2018]
Availability
-
Property of being
accessible and usable
on demand by an
authorized entity. [ISO/IEC
27000:2018]
Accountabili
ty
-
The state of being
answerable (in
response)
for assigned actions
and decisions. [ISO/IEC
27000:2018]
Authenticity
-
Property that an entity
is what it claims to be. [ISO/IEC
27000:2018]
Reliability
-
Property of consistent
intended behaviour
and results
[ISO/IEC
27000:2018]
Non-
repudiation
-
Ability to prove the
occurrence of a
claimed event or
action and its
originating entities
[ISO/IEC
27000:2018]
Table 55 - Extract from Security and Certification concept glossary. Appendix A – Glossary and Examples D2.1 – Supply Chain Analysis and Requirements Table 55 - Extract from Security and Certification concept glossary. 952690 CYRENE PROJECT PARTNERS
133
31/05/2021
Term
Abbrevi
ation
Definition(s)
Reference(s) Example(s)
Notes/ Remarks
Supply Chain and Business Concepts
Application
-
IT solution, including
application software,
ISO/IEC
27032:2012 133 D2.1 – Supply Chain Analysis and Requirements D2.1 – Supply Chain Analysis and Requirements 952690 CYRENE PROJECT PARTNERS
134
31/05/2021
application data and
procedures, designed
to help an
organization’s users
perform particular
tasks or handle
particular types of IT
problems by
automating a
business process or
function
Application
service
-
Software with
functionality delivered
on-demand to
subscribers through
an online model which
includes web based or
client-server
applications. ISO/IEC
27032:2012
Online
storage,
Customs
online
service
Application
service provider:
operator who
provides a hosted
software solution
that provides
application
services which
includes web
based or client-
server delivery
models [ISO/IEC
27032:2012]. Application
software
-
Software designed to
help users perform
particular tasks or
handle particular
types of problems, as
distinct from software
that controls the
computer itself
ISO/IEC
26514:2008
Asset
-
Something (item,
thing or entity) that
has value (potential or
actual value) to the
organization. An asset
extends beyond
physical goods or
hardware, and
includes software,
information, people,
and reputation. [ISO/IEC 27001:
2013; ISO/IEC 20000-
ISO/IEC
27001: 2013;
ISO/IEC
20000-1:
2018
An asset
can be for
example an
application
server, a
presence
sensor, a
mobile or a
municipal
building. The only
difference of the
two terms is that
the second
makes provision
for individuals
and the
separation of
governments
from
organizations. 952690 CYRENE PROJECT PARTNERS 134 D2.1 – Supply Chain Analysis and Requirements D2.1 Supply Chain Analysis and Requirements
952690 CYRENE PROJECT PARTNERS
135
31/05/2021
1: 2018] Information
asset: Anything that
has value to an
individual, an
organization or a
government. [ISO/IEC
27032: 2012]
Business
objective
-
result to be achieved. An objective can be
strategic, tactical, or
operational. Objectives can relate
to different disciplines
(e.g. financial, health
and safety, and
environmental goals)
and can apply at
different levels (e.g. strategic,
organization-wide,
project, product and
process. An objective
can be expressed in
other ways, e.g. as an
intended outcome, a
purpose, an
operational criterion,
as an information
security objective or
by the use of other
words with similar
meaning (e.g. aim,
goal, or target). ISO/IEC
27000: 2018
Cosignee /
Shipper /
Cosignor
-
A person or company
that consigns or
receives goods for
transportation. Appendix A – Glossary and Examples EU H2020-
DS-2014-01
project
“MITIGATE”
Critical
Infrastructur
e
CI
An asset, system or
part thereof located in
Member States which
is essential for the
maintenance of vital
societal functions,
health, safety,
security, economic or
Council
Directive
2008/114/EC
SCADA,
port, Port
Community
System
(PCS)
European critical
infrastructure
(ECI) is a critical
infrastructure
located in
Member States
the disruption or
destruction of 135 D2.1 – Supply Chain Analysis and Requirements D2.1 – Supply Chain Analysis and Requirements social well-being of
people, and the
disruption or
destruction of which
would have a
significant impact in a
Member State as a
result of the failure to
maintain those
functions
which would have
a significant
impact on at least
two Member
States. The
significance of the
impact shall be
assessed in
terms of cross-
cutting criteria. This includes
effects resulting
from cross-sector
dependencies on
other types of
infrastructure
[Council Directive
2008/114/EC]. Critical
Information
Infrastructur
e
CII
ICT systems that are
Critical Infrastructures
for themselves or that
are essential for the
operation of Critical
Infrastructures
(telecommunications,
computers/software,
Internet, satellites,
etc.)
Council
Directive
2008/114/EC
Human
Machine
Interface
(HMI)
Critical
services
-
A critical service is a
service that is
essential for the
maintenance of critical
societal or economic
activities. NIS
Directive,
2016
Customer
Person or
organization that
could or does receive
a product or a service
that is intended for or
required by this
person or organization
ISO
9000:2015
Consumer,
client, end-
user,
retailer,
receiver of
product or
service from
an internal
process,
beneficiary 952690 CYRENE PROJECT PARTNERS 136 D2.1 – Supply Chain Analysis and Requirements
and
purchaser. Table 56 - Extract from Supply Chain and Business concept glossary. Term
Abbreviati
on
Definition(s)
Reference(s) Example(s)
Notes/Remarks
Maritime Transport Concepts
Baltic and
Internatio
nal
Maritime
Council
BIMCO
BIMCO is one of the
greatest international
shipping associations
representing ship
owners. It undertakes
the control of around
65 percent of the
world's tonnage and it
has a strong
membership,
engaging more than
120 countries,
involving managers,
brokers and agents. BIMCO’s main
objective is to protect
its global membership
via the provision of
information and
consulting that
forwards fair business
practices and invests
on the harmonisation
and standardization of
commercial shipping
practices and
contracts. Baltic and
International
Maritime
Council, Den
Store Danske
Encyklopædi. Denstoredan
ske.dk. Online
available:
https://densto
redanske.lex. dk/Baltic_and
_International
_Maritime_C
ouncil?utm_s
ource=densto
redanske.dk
&utm_mediu
m=redirect&u
tm_campaign
=DSDredirect
https://www.bimc
o.org/
Barge
operator
-
A company that
provides barge
capacity and barge
transport. EU H2020-
DS-2014-01
project
"MITIGATE"
Berth
-
Those systems are
"Port D2.1 – Supply Chain Analysis and Requirements
and
purchaser. Table 56 - Extract from Supply Chain and Business concept glossary. D2.1 – Supply Chain Analysis and Requirements
952690 CYRENE PROJECT PARTNERS
137
Table 56 - Extract from Supply Chain and
Term
Abbreviati
on
Definition(s)
Maritime Transp
Baltic and
Internatio
nal
Maritime
Council
BIMCO
BIMCO is one of the
greatest international
shipping associations
representing ship
owners. It undertakes
the control of around
65 percent of the
world's tonnage and it
has a strong
membership,
engaging more than
120 countries,
involving managers,
brokers and agents. BIMCO’s main
objective is to protect
its global membership
via the provision of
information and
consulting that
forwards fair business
practices and invests
on the harmonisation
and standardization of
commercial shipping
practices and
contracts. Barge
operator
-
A company that
provides barge
capacity and barge
transport. Berth
Managem
ent
Systems
-
Those systems are
used by Port
Authorities to manage
and ensure safety in D2.1 – Supply Chain Analysis and Requirements Table 56 - Extract from Supply Chain and Business concept glossary. 137 D2.1 – Supply Chain Analysis and Requirements 952690 CYRENE PROJECT PARTNERS
138
31/05/2021
mooring processes:
warnings and alerts,
meteorological data,
video cameras
streams, berth
allocation
management, etc. cybersecurity
in the
maritime
sector",
ENISA, 2019
Border
Control
-
The border control
authorities are
responsible of taking
measures to monitor
the state borders and
to regulate the
movement of people,
animals and goods. In
the EU, with
Schengen agreement,
the crews and
passengers are
controlled only once
when they come from
a non-EU country. "Port
Cybersecurit
y - Good
practices for
cybersecurity
in the
maritime
sector",
ENISA, 2019
Bunkerin
g
-
The provision of solid,
liquid or gaseous fuel
or of any other energy
source used for the
propulsion of the
waterborne vessel as
well as for general
and specific energy
provision on board of
the waterborne vessel
whilst at berth. Regulation
(EU)
2017/352,
Article 2
Cargo
-
Items that are placed
on the ship to be
transported to another
port, such as boxes,
pallets, cargo
transport units, and
bulk liquid and non-
liquid matter. ISO
20858:2007
Cargo
Communi
ty System
CCS
Usually owned and
managed by port
stakeholders that are
"Port
Cybersecurit
y - Good 138 Table 57 - Extract from Maritime Transport concept glossary. Appendix B – Validation of CYRENE ToEs This Appendix presents the three CYRENE Advisory Boards that have been formed in the first
six months of the project’s lifetime. It also presents the organization of the first project workshop,
in which members of the Advisory Boards participated, and the feedback received by them. D2.1 – Supply Chain Analysis and Requirements D2.1 – Supply Chain Analysis and Requirements 952690 CYRENE PROJECT PARTNERS
139
31/05/2021
usually private
companies in charge
of the terminal port
operations. This
system is used to
share information on
port operations
related to the cargo
and containers
between all involved
stakeholders (content
of the cargo,
localisation of a
container, hour of its
transfer, customs
declarations, etc.)
practices for
cybersecurity
in the
maritime
sector",
ENISA, 2019
Cargo
handling
-
The organisation and
handling of cargo
between the carrying
waterborne vessel
and the shore,
whether it be for
import, export or
transit of the cargo,
including the
processing, lashing,
unlashing, stowing,
transporting and
temporary storage of
the cargo on the
relevant cargo-
handling terminal and
directly related to the
transporting of the
cargo, but excluding,
unless the Member
State determines
otherwise,
warehousing,
stripping, repackaging
or any other value
added services
related to the cargo. Regulation
(EU)
2017/352,
Article 2
Carrier
-
Freight transporting
company
EU H2020-
DS-2014-01 139 D2.1 – Supply Chain Analysis and Requirements
project
"MITIGATE"
Centre for
Internatio
nal
Maritime
Security
CIMSEC
A 501(c)3 non-
partisan think tank
incorporated as a
non-profit in the state
of Maryland. CIMSEC
was formed in 2012
and as of 2020 has 20
international chapters
and over 2,000
members and
subscribers in 60
countries. CIMSEC
does not take
organizational
positions and
encourages a
diversity of views in
the belief that a broad
range of perspectives
strengthens our
understanding of the
challenges and
opportunities in the
maritime domain. http://cimsec. org/about
Table 57 - Extract from Maritime Transport concept glossary. D2.1 – Supply Chain Analysis and Requirements 952690 CYRENE PROJECT PARTNERS 952690 CYRENE PROJECT PARTNERS 31/05/2021 31/05/2021 140 B.1 CYRENE Advisory Boards The mem-
bers of the Advisory Boards are the following: The three Advisory Boards were formed in the
bers of the Advisory Boards are the following: User Advisory Board: B.1 CYRENE Advisory Boards CYRENE has defined three Advisory Boards, which are expected to provide their expert advice
on key topics the project addresses, related to the certification of security aspects of supply
chains. The role and expectations of the three boards are as follows: User Advisory Board (UAB): it will support the project with its requirements collection and
evaluation tasks, including User Advisory Board (UAB): it will support the project with its requirements collection and
evaluation tasks, including (i)
providing sound and concrete advice on requirements related to security aspects of modern
supply chains, as well as the design of tools, scenarios and user stories that will be devel-
oped in the context of the project, (ii)
participating in the evaluation phases of the developed tools and prototypes, and (iii)
acting as channels and multipliers for the exploitation and market uptake of the project’s
results. External Advisory Board (EAB): it will support the project with its requirements and
dissemination objectives, including: (i)
Ensuring that the project’s outcomes address not only the requirements of the specific do-
mains via the project’s pilots, namely the domain of automotive industry and the one of
vehicle transportation, but from other industrial sectors as well. (ii)
Bringing in touch the project with potential users (citizens, local authorities, ministries) of
the solutions to be developed, other similar projects and research initiatives, as well as
policy makers and standardization bodies. (iii)
Advising on the compliance of project’s results with legal, ethics, standardization and certi-
fication regulations and relevant legislation. (iii)
Advising on the compliance of project’s results with legal, ethics, standardization and certi-
fication regulations and relevant legislation. Ethical Advisory Board (EthAB): it will support the project for implementing its ethical
management strategy including:
(i)
adherence to privacy laws and regulations,
(ii)
handling of anonymization processes,
(iii)
handling of informed consent processes for participants of the pilot operations,
(iv)
processes associated with secure storage of incident handling datasets (iii)
handling of informed consent processes for participants of the pilot operations,
(iv)
processes associated with secure storage of incident handling datasets. The three Advisory Boards were formed in the first six months of the project’s lifetime. The mem-
bers of the Advisory Boards are the following: The three Advisory Boards were formed in the first six months of the project’s lifetime. User Advisory Board: This project has received funding from the European Union’s Horizon 2020 research and
innovation programme under grant agreement No 952690. D2.1 – Supply Chain Analysis and Requirements (i)
Notis Iliopoulos, Director Cyber Security Operations, Neurosoft, S.A. (ii)
Leandros Maglaras, Associate Professor, De Montfort University, Leicester, U.K. (iii)
Stefan Schauer, Scientist, Austrian Institute of Technology (AIT)
(iv)
Antonio Skarmeta, Professor, University of Murcia
(v)
Valentin Carlan, Researcher, University of Antwerp
(vi)
Andrea Lanzi, Associate Professor at Università degli Studi di Milano
External Advisory Board:
(i)
Loredana Mancini, Cybersecurity senior consultant
(ii)
Vangelis Gazis, Chief Architect Iot Security, HUAWEI
(iii)
Michel Bosco, Consultant, Strategic Advisor
Ethical Advisory Board. (i)
Dusko Martic, Cybercrime and Privacy lawyer, Head of Content Protection and the
GDPR Compliance Manager for the United Media Group
(ii)
Diorela Prisacaru, Security Consultant, Capgemini
(iii)
George Exarchou, Legal Advisor, DFDL (Ho Chi Minh City, Vietnam)
(iv)
Milos Mijomanovic, Cybercrime, Interpol (i)
Notis Iliopoulos, Director Cyber Security Operations, Neurosoft, S.A. (ii)
Leandros Maglaras, Associate Professor, De Montfort University, Leicester, U.K. (iii)
Stefan Schauer, Scientist, Austrian Institute of Technology (AIT)
(iv)
Antonio Skarmeta, Professor, University of Murcia
(v)
Valentin Carlan, Researcher, University of Antwerp
(vi)
Andrea Lanzi, Associate Professor at Università degli Studi di Milano Ethical Advisory Board. (i)
Dusko Martic, Cybercrime and Privacy lawyer, Head of Content Protection and the
GDPR Compliance Manager for the United Media Group
(ii)
Diorela Prisacaru, Security Consultant, Capgemini
(iii)
George Exarchou, Legal Advisor, DFDL (Ho Chi Minh City, Vietnam)
(iv)
Milos Mijomanovic, Cybercrime, Interpol (i)
Dusko Martic, Cybercrime and Privacy lawyer, Head of Content Protection and the
GDPR Compliance Manager for the United Media Group
(ii)
Diorela Prisacaru, Security Consultant, Capgemini
(iii)
George Exarchou, Legal Advisor, DFDL (Ho Chi Minh City, Vietnam)
(iv)
Milos Mijomanovic, Cybercrime, Interpol B.2 First Project Workshop CYRENE organized its first (web) workshop on March 31, 2021. The objective of the workshop
was the elicitation of feedback from the three Advisory Boards on requirements relating to the
certification of security aspects of supply chains that had been collected by the project in the first
six months. The workshop agenda is shown in Table 58. Time (CET)
Topic
Speaker
10:00-10:05
Welcome
Farhan Sahito, PN
10:05-10:20
CYRENE Overview
Sofoklis Efremidis, MAG
Sophia Karageorgou, UBI
10:20-10:30
Security Aspects of Supply Chains
Haris Mouratidis, SU
10:30-10:50
Supply Chains (SC) as Targets of Evaluation
(ToE), CYRENE ToEs
Alexandra Michota, FP
Elma Kalogeraki, MAG
10:50-11:10
End user requirements
Danijela Boberic, UNSPMF
11:10-11:40
CYRENE Questionnaire
Feedback, discussion, Q/A by AB members
(collection of end user requirements)
Danijela Boberic, UNSPMF 952690 CYRENE PROJECT PARTNERS 142 D2.1 – Supply Chain Analysis and Requirements 11:40-11:45
Conclusions and closing remarks 11:40-11:45
Conclusions and closing remarks Farhan Sahito, PN Table 58 - Workshop agenda. D2.1 – Supply Chain Analysis and Requirements D2.1 – Supply Chain Analysis and Requirements Table 58 - Workshop agenda. The workshop agenda, a copy of the presentations, and a tailored version of D2.1 were
communicated to the Advisory Board members before the workshop. During the workshop the
presentations that were given by the project focused on: 1. The objectives of the project and its technical approach. 2. The State of the Art on security aspects of supply chains and related risks. 3. The European cybersecurity certification initiatives and approaches to certification of sup-
ply chains. 3. The European cybersecurity certification initiatives and approaches to certification of sup-
ply chains. 4. The compiled by the project Supply Chain requirements, expressed as Targets of Evalu-
ation. 5. Details of business process, assets and infrastructure, and sector specific requirements. o o
g t e p oject p ese tat o s, a Q&
sess o
too p ace o
ac tat g
te act o s
t
t e
Advisory Boards and receiving their feedback and comments on the presented Supply Chain
security certification requirements. The Q&A session started by summarizing the outcome of the
project, which is a methodology and a set of tools for the Conformity Assessment of security
aspects of Supply Chains. The main issues raised by Advisory Board members, are summarized in Table 59, along with the
approach the project takes to address them. The main issues raised by Advisory Board members, are summarized in Table 59, along with the
approach the project takes to address them. Suggestion
CYRENE approach
IoT devices be included as SC assets
CYRENE plans to address IoT as assets of
supply chains
Cyber-physical systems be addressed by the
project
CYRENE plans to address cybersecurity
aspects of CPS
Security aspects of cloud-based services
supporting supply chains to be considered
CYRENE will consider developments in the
security of cloud-based services. The supply
chain certification scheme to be designed and
proposed by CYRENE is based on a similar
scheme
on
cloud
services
certification
proposed by ENISA
Enlarge the base of supply chains addressed
and include Hydrogen-LNG SC
CYRENE takes a general approach to security
certification of SCs but it will focus it pilots on
the two supply chain scenarios that have been
prescribed. Consider certification of software products
CYRENE addresses SCs and infrastructures
that support them, but not certification of
software products per se, which falls into the
realm of other certification initiatives 143 31/05/2021 Table 59 - Suggestions from the Advisory Boards. Further input was sought by Advisory Board members who were asked to provide offline their
feedback to a questionnaire that had been prepared and setup by the project at
https://ec.europa.eu/eusurvey/runner/cyrene-questionnaire. The replies to the questionnaire
received were analyzed, and the results are presented in Chapter 4. The workshop completed with a slight delay with respect to its original schedule. 952690 CYRENE PROJECT PARTNERS 31/05/2021 31/05/2021 144
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Efforts to build a culture of innovation in the Brazilian energy sector
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Journal of innovation management
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Journal of Innovation Management
Cândido, Magro, Roczanski, Jamil
JIM 5, 1 (2017) 40-57
HANDLE: http://hdl.handle.net/10216/103566
SM: Dec/2015 AM: Dec/ 2016
Efforts to build a culture of innovation in the Brazilian
energy sector
Ana Clara Cândido
Professor at Federal University of Santa Catarina; Associated Researcher INESC P&D Brazil;
Campus Universitário Reitor João David F. Lima
Trindade - Florianópolis - SC – Brasil, CEP: 88040-900
ana.candido@ufsc.br
Dalva Magro
Collaborator at State University of Santa Catarina; Associated Researcher INESC P&D Brazil
dalva.magro@inescbrasil.org.br
Carla Regina Magagnin Roczanski
Collaborator at State University of Santa Catarina, Brazil
carla.roczanski@udesc.br
George Leal Jamil
Associated Researcher InescTec, Porto
gljamil@gmail.com Journal of Innovation Management
JIM 5, 1 (2017) 40-57
HANDLE: http://hdl.handle.net/10216/103566
SM: Dec/2015 AM: Dec/ 2016 Journal of Innovation Management
JIM 5, 1 (2017) 40-57
HANDLE: http://hdl.handle.net/10216/103566
SM: Dec/2015 AM: Dec/ 2016 Keywords: Culture of Innovation, Energy Sector, Brazil, ANEEL. ISSN 2183-0606
http://www.open-jim.org
http://creativecommons.org/licenses/by/3.0 Cândido, Magro, Roczanski, Jamil Cândido, Magro, Roczanski, Jamil 1
Introduction The importance of the knowledge and technology is undeniable for the balanced and
sustainable development of the nations. This effect can be evidenced on product
innovations, the more knowledge and technology are inserted to the new products and
services, the higher your market value, consequently more benefits to society, through
boosting the economy and improving the quality of life. The investment in Research and Development (R&D) became a crucial factor for most
sectors of the economy to prosper and exceed the challenges that concern them. In the
eletrical power sector, this situation is strongly identified, considering its stong
influence to the economy, environmental, politics and others key sectors for the
development of nations. The culture of innovation in Brazil was started recently, this theme gained more
attention since the 90’s, through the creation of support mechanisms to the productive
sector in the context of policies in science, technology and innovation. This study intends to contribute to an analysis and evaluation of the innovation policies
in Brazilian eletric power sector. Therefore, the purpose is to analyze and evaluate
regulatory framework in Brazil in relation with innovation efforts to create a culture of
innovation at national level. The methodological procedures were based on descriptive
statistics through secondary data collected from ANEEL database (submitted proposals
by companies to "R&D Program ANEEL", available on the agency's website). Although can be listed numerous benefits of the R&D Program of ANEEL, the results
released until now draw attention to some aspects: Of the 2257 projects between 2008
and march 2015, only two are market production insertion. This reflects the need for
projects with more applicability and greater technical and economic impact for the
Brazilian electricity sector. The need for more practical application of the projects,
originated new products to market, was encouraged by ANEEL when proposed changes
to the program. On that occasion were created mechanisms which encouraged the
development of projects with proposals for potential new products insertion into the
market. Figures relating to the projects of R&D ANEEL between 2008 and early 2015 show
that program structure had no effect so far after changes. The creation of mechanisms
to encourage the development of Market production insertion, by itself, was not
sufficient. It is necessary to step back and see how these projects are being perceived
by the companies. Efforts to build a culture of innovation in the Brazilian
energy sector Professor at Federal University of Santa Catarina; Associated Researcher INESC P&D Brazil;
Campus Universitário Reitor João David F. Lima
Trindade - Florianópolis - SC – Brasil, CEP: 88040-900
ana.candido@ufsc.br
Dalva Magro Collaborator at State University of Santa Catarina; Associated Researcher INESC P&D Brazil
dalva.magro@inescbrasil.org.br
Carla Regina Magagnin Roczanski
Collaborator at State University of Santa Catarina, Brazil
carla.roczanski@udesc.br
George Leal Jamil
Associated Researcher InescTec, Porto
gljamil@gmail.com Abstract. Innovation and innovation management are essential topics for any
organizational system nowadays. Public services, commercial and industrial
corporations are pressured to study, plan and promote innovations as strategic
pillars for their activities and reputation in their competitive scenario. This paper
analyzes the efforts on building and improving cultural factors that can foster
innovation and innovation management in a critical, competitive and technology-
driven sector of electrical power production in Brazil, examining records from
ANEEL, its regulatory agency. From these records, values and facts concerning
Brazilian program for investment in innovation were evaluated, together with
related projects data, showing results that indicated: (a) Investments were
conducted in mandatory fashion, not following strategic policies; (b) Expressive
amount of investments were also done in the basic and applied research, not
offering fair perspectives on more qualified or value-aggregated innovations and;
(c) This investment program, executed by the regulatory agency, is opportune to
sponsor innovation in this important economic sector. Methodological aspects,
such as indexes choice, comparisons and analysis applied in this paper can also
build a basis for other studies around the same context, allowing further
comparisons to other sectors – such as those in this value-aggregated chain or
even with other countries, with perspectives of richer results that can provide
another level of innovation investments programs comprehension. Keywords: Culture of Innovation, Energy Sector, Brazil, ANEEL. 40 40 Cândido, Magro, Roczanski, Jamil Journal of Innovation Management
JIM 5, 1 (2017) 40-57 http://www.open-jim.org 1
Introduction The mistaken view of investing in R & D to fulfill obligations
imposed by the regulatory mechanism of ANEEL, could compromise the performance
of this sector. The creation and consolidation of the program proposed by ANEEL is an important
step forward for the technological development of the Brazilian electricity sector,
however, the role of innovation culture needs to be strengthened further in this context. Finally, some important concepts should be incorporated in this environment to ensure
the successful operations of such mechanisms, for example: collaborative networks,
institutional partnerships, innovation management, innovation indicators, commitment
to results, innovation strategy, among others. 41 http://www.open-jim.org http://www.open-jim.org Cândido, Magro, Roczanski, Jamil Journal of Innovation Management
JIM 5, 1 (2017) 40-57 2
Concepts and Premisses of Innovation Conceptualize innovation and its associated management principles are constant
reviews against the common-sense understanding. These problems are caused mainly
by the remarkable market events produced by some product innovations, as those
emerged from information technology, automotive, aerospace and mobile
communication sectors. Although supported by the background theoretical reviews,
they can be considered as some ways on how innovations can modify people´s lives,
including when considering us in the organizational context as members of several
organizations, for example, employees of market companies. http://www.open-jim.org 2.1 Although referring like new ways of production or for entrepreneurial activities, the
citations by Joseph Schumpeter are considered as the first landmark for this conceptual
work. In its fundamental work – Schumpeter (1934) – he announces six types of “new
combinations” of entrepreneurship, in order to promote social changes. These
definitions are stated in Table 1 below: Table 1. Innovation concepts
Innovation as…
From Schumpeter (1934)
Product
“a new good” (or a new quality or functionality). Process
“a new method of production…” (with a reference to
fundamentals on a scientific definition or new ways to handle
products for commercial offering). New market
“a country…” where a manufacturer have not entered yet. New source of supply
“of raw materials…” or semi-manufactured goods. New organization
As the creation of a “monopolist” positioning by a competitive
strategy on a new market. Source: Authors (October, 2015). “a new method of production…” (with a reference to
fundamentals on a scientific definition or new ways to handle
products for commercial offering). These concepts are discussed, debated, validated and supported by many authors and
organizational sources since their original edition. For example, the Oslo Manual
(2005) refers to TPP – technologically-supported products and processes – or new
actions or approachs to propose, define, plan and implement new product lines and
related processes in organizational environments which are based on technology
support and scientific applications. From Drucker (1985), it is possible to understand a wider conception for an innovative
process, reinforcing “as a process”, “a new market” and “new organization” definitions,
when this remarkable author studied and proposed several analyses on businesses
process. In his view, these processes were oriented to support business negotiations
with final customers (new market, process) and advantageous strategic positioning 42 http://www.open-jim.org http://www.open-jim.org Cândido, Magro, Roczanski, Jamil Journal of Innovation Management
JIM 5, 1 (2017) 40-57 (new organization), corroborating Schumpeter definitions. (new organization), corroborating Schumpeter definitions Interestingly, from Utterbach (1994), it can be seen a thorough discussion around the
innovation concept, in which this important author validates some of Schumpeter
findings, promoting a proposition of one new view. In this work, Utterbach compares,
immediately, innovation products and process lifecycles, observing how they appear in
national innovation systems and can be implemented in industrial and services
organizations. 2.1 His work focuses on designing a model for innovation lifecycle,
approaching several real cases, adjusting these to a generic context that, at the end, will
serve to understand his propositions to comprehend how one innovation is firstly
introduced in a market, then develops its acceptance, technological adjustments and,
finally, ends its commercial, technologic and social impact, receiving progressively less
changes, becoming a “commoditized” version of a product or process. He also depicts,
as a result of these observations around innovation as products and processes, the
understanding about new ways of organization, as a response to changes in processes
and new ways of products supply, as an integration of processes to provide new
products to final customers. This market-oriented view results in an opportune conceptualization on how
competitiveness provokes innovation, which eventually leads to understand how a new
type of innovation – that produced by market competition – is also conceptualized. In a practical consolidation of this first view, the works by Schumpeter and Utterbach
result in six different conceptions for innovation (as we combine four of them,
considering them as equal, observing the two remaining as additions), which are:
(Innovation as…) (1) Product; (2) Process; (3) New organization; (4) New market; (5)
New source of supply and (6) Result of competitive forces. It is also interesting to observe that Strategy is a collateral concept which can be
intensively observed in each of these definitions, and also when they are taken
combined. These concepts also cannot be faced as exclusive, or, as supported by many
authors as those already cited in this section, strictly demanding that one innovation is
“only” from one type. It is reasonable to think that the introduction of a new product
may demand a new idea to offer, or also a new way to position, promote and sell it to
a new market, combining two or three conceptualizations (Drucker, 1985; Davila,
Epstein & Shelton, 2006; Bés & Kotler, 2011). There are numberless definitions for innovation, usually as contributions from
academic and scientific areas such as Strategy, Marketing, Human resources
management, Information technology, Computing Science, Engineering (several
different fields), among many others. For the purpose of this review, those first six
definitions, added by the qualifications discussed below, are sufficient to announce the
following study about a system to manage innovation in organizations. 2.2
Qualifying an innovation Additionally, many views for innovation initiatives, processes and planning, result in
complementary approaches, that are affirmed as “qualifying” for the innovation
concept. First, it is opportune to approach, as announced by Engen & Holen (2014),
citing Tushman & Romanelli (1985), the discussion around radical and incremental
innovations. Radical innovations, as it happens with the common-sense perception of 43 43 http://www.open-jim.org http://www.open-jim.org Cândido, Magro, Roczanski, Jamil Cândido, Magro, Roczanski, Jamil Journal of Innovation Management
JIM 5, 1 (2017) 40-57 considering product as the only type of innovation, is regarded as “the innovation”
whatsoever. It is a major change, a disruptive action to propose something completely
new, in which will mandatorily replace the older offer – product or service – with a
complete new applicative scenario. But, carefully analyzing markets, strategic
positioning and marketing stories, it is easy to perceive, as studied by these authors,
several cases of small changes, applied to already existing components, parts or even
complete commercial solutions, that were really successful. These small but
identifiable changes, which resulted eventually in new ways to use products and
services, are regarded as incremental innovations. Davila, Epstein & Shelton (2006) analyzed, in a very detailed and analytical way, how
technological and business model drivers should be observed to define if an innovation
can be defined as radical, semi-radical or incremental. In their model, three drivers for
each dimension – technology and business model – must be evaluated to check if there
was, on one hand small, on the other hand, expressive sustainable changes from the
former offer, resulting in those three qualifications. Another approach, focusing more on the process innovation itself, was previously
announced by Henry Chesbrough, He defined a context of intense, interactive, cyclic
and perennial cooperation of economic agents to innovate, called “Open Innovation”
(Chesbrough, 2003). In this proposition, innovation planning, design and
implementation is an intensive cooperative context, where signals, information,
communication and knowledge flow around the value-aggregated organizational chain,
integrating customers and other economic agents, as participative elements to produce
the original concept for any proposed innovation. This context diverges from the
“closed innovation” former view, where an organization tries to develop its new types
of innovation completely by itself, generally working to offer the final conception to
the market, eventually dictating how customers will receive it. 2.2
Qualifying an innovation In general, approaches
to Chesbrough works, this “closed” fashion is related to older, strict and classical
markets-oriented corporations, progressively becoming extinct by new competitive
models and competitive scenarios. http://www.open-jim.org 2.3
Innovation Management Taking into account those different conceptualizations for innovation, its related
management is also complex and broad, becoming challenging to focus for a conceptual
base detail. First, it is recommendable to understand what can be regarded as innovation
management, how it can occur in real organizational arrays and, after these steps,
understand how it can be defined. Observing in the former subsection, it is possible to define innovation from six different
points of view. As a product (the most usual and perceived), as a process, as the
relationships with new markets and customers, as new ways to organize the final
customer service (new organizational models), as how to apply new basic and modified
supplies, basic materials and, finally, as results of competitive reactions. It is
provocative to think, analyzing from the literature discussed before and from other
sources, presented in the following, some possible contributions to manage innovation. The principles to build such way of thinking is to merely observe how each type of
those six definitions of innovation demands specific management principles, The principles to build such way of thinking is to merely observe how each type of
those six definitions of innovation demands specific management principles, 44 http://www.open-jim.org 44 Cândido, Magro, Roczanski, Jamil Cândido, Magro, Roczanski, Jamil Journal of Innovation Management
JIM 5, 1 (2017) 40-57 fundamentals and actions and perceive, in an initial view, some management areas and
tasks which are demanded by all those six types, in general. The following text
discusses by this way, presenting its references and, in the final, a consolidation is
produced. Innovation as product requires principles of Project Management – PMBoK (2012) –
specific Engineering, Design, Production Engineering – Trott (2011) -, among several
other themes that define and build logic and organizational fundamentals, proposed to
structure the production of “something” tangible, eventually never tested before and
also functionally acceptable by customers (Christensen, 2015). It is interesting to notice
that, as said before, this type of innovation is immediately perceived by customers, in
general, then any other type mention previously, also showing the largest base of
references discussed by researchers and practitioners for the first decades of 20th
Century, just because the other forms to innovate weren´t so much noticed as strategic
resources by organizations. 2.3
Innovation Management Innovation as process is more understood from other points of view, like those related
with business process management, being better exemplified with the approach of
processes that namely deal with the “flow” of strategic, production materials or even
critical resources, as information or money (BPM CBoK, 2013; Hill, 2015). Modifying
a process is not a completely transparent innovation for final users, frequently aiming
to improve, optimize or at least change some internal organizational aspects. Although
this lack of image for external agents, processes innovation in areas like Finance,
Supply chain and Production management eventually produce quantitative results of
impact in overall organizational performance. New markets – in the sense of creating it or even exploiting an old one in a new
approach – are usually discussed by Marketing disciplines (Kotler and Keller, 2015). Several evidences from new markets observed occurred in the last years. Emerging
markets, such as those from instantaneous, impulsive and sometimes unsustainable
national Economies (like from the countries of the BRICS block), demanded new forms
of supply, businesses models, competitive regulations, among other actions and
agreements. Marketing, Production, Human Resources, Commercial and some other
professional areas were dynamically adapted to deal with these new competitive fronts. This resulted in a practical productive scenario where scientific and academic
knowledge have to be produced and applied in a sudden, eventual way (Johnson,
Christensen & Kagermann, 2008). As a result from the two former types of innovation – process and market – or even as
new, stand-alone innovative approach, one organization can also define a new structure
to answer changing competitive external signals, as fast customer change of
preferences, invasion by an external competitor or even a risk of technological
replacement (Weldeken, et. al., 2014). New design for business models, an event that
is still being studied and not correctly comprehended by entrepreneurs and other
economic agents, is remarkably being proposed by new competitive organizations, as
social media providers, sharing resource partnership promoters (as AirBnB or Uber),
industrial dynamic outsourcers (as micro-factories that are now producing from beer to
car parts) or by integrative platforms of services, as entertainment tickets sellers or food
delivery firms (Dijk, 2015). 2.3
Innovation Management New ideas of treating old materials, or even integrating or exploiting these old basic 45 http://www.open-jim.org http://www.open-jim.org Cândido, Magro, Roczanski, Jamil Journal of Innovation Management
JIM 5, 1 (2017) 40-57 supplies in another way and also exploiting new materials, are also interesting fronts of
innovation, as approached by Dangelico & Pujari (2010) and Gerstlberger, Knudsen &
Stampe (2014). It is opportune both to affirm about the technological front, where
technical and engineering approach are increasingly successful, and observe how the
sustainability issue also provokes researchers and practitioners to understand new
materials and new ways for handling of the old ones impact the environment,
demanding by this way new degrees of comprehension on how innovations from this
kind are valuable for humanity. Finally, competitive forces, as those presented by Strategy authors who studied
Innovation –Porter (2008), Mintzberg, Ahlstrand & Lampel (2009) and Barney (2011)
– are recognized as a drive for organizational innovation. Several demands from
markets, as new ways to optimize human resources management, finance, supply chain,
productive arrays and other aggregated-chain components are examples of these
competitive requests for innovation. Organizations competing in these new markets
face the demand to change promptly their conditions to understand and propose a
productive rivalry, integrating their efforts to occupy market spaces and improve the
final customer perceived value. 2.4
The Integrative Context of Innovation Management The process
itself, as it is possible to observe in new business models, can differentiate from a
traditional, up-down, scaling process (Porter, 1998) to new interactive methods,
although with the same overall guidance main objectives (Sniukas, 2015). Another way to think is that strategy regards innovation, as conceptualized, for
organizational future positioning. As strategy is unfolded in strategic-tactical plans,
defining potential relationships of management areas of one organization to achieve
predicted goals, it is important to understand these innovation management
components. A brief observation about those areas / subjects that support the
organizational strategy focus themes such as Human Resources, Marketing,
Commercial, Logistics, Information systems design, Communication, Financial,
Operations, Project Management, Production among others, where its specific plans
must consider innovation culture and management to produce suitable scenarios that
allow to propose innovations as a result of strategic thinking and planning. Specific approaches to these areas are beyond this first-level theoretical review,
although it can be oriented by some of the titles referenced until this part of the study. 3
The Energy Sector in Brazil An important movement in the Brazilian energy sector occurred through Law
9.991/2000, established by Brazilian Electricity Regulatory Agency (ANEEL). This
law provides investments in R&D by concessionary enterprises, permissionaires and
authorized companies of the electric power sector. Thus, this law requires obligatory
investment, of at least 1%, net revenue from companies in the sector. The initiative is
known as "R&D Program of ANEEL”. It is important to note that from 2008 there were some changes in the structure of the
R&D Program ANEEL, including the new classification modalit: • Basic Research (BR) • Applied Research (AR) • Experimental Development (ED) • Head Production Series (HD) • Piooner Production Lot (HS) • Market Production Insertion (MI) These classifications of projects identify the stage of maturity of the businesses
proposals, in addition to greater dissemination of results. In this sense, considering that it's been more than 10 years of this investment effort in
innovative projects in this sector, some studies have already realized to assess the
performance of this regulatory framework as a study conducted by Institute for Applied
Economic Research (Ipea) in collaboration with ANEEL. The results obtained showed
strengths and points which needed to be strengthened that the programme could be
more efficient. 2.4
The Integrative Context of Innovation Management As stated in the last subsection, innovation management is a complex and unlimited
context, where several management techniques and methods play a decisive role. Concluding this objective view of innovation management, is opportune to mention its
integrative context referring both to the fact that it integrates these relevant disciplines
of technological and managerial contributions and is, mainly, open to additional
thoughts that aim to allow one organization to produce and interact with innovations. Among the topics that can be easily identified in the literature, it is important to define
Strategy as the base for innovation management composition. Strategy can be regarded
as one coordinated view for one organization´s future (Porter, 2008; Mintzberg,
Ahlstrand & Lampel, 2009). This coordinated view must consider innovation, in the
proposed broader view conformed conceptualized before, as a strategic formulation
component for one organization. Innovation can be proposed as, for example, a new process to answer customer
demands for more flexible services or even to correctly point out a new focus for
launching a specific product, as a result for the availability of new technology (Ma, Jill
& Ziang, 2015). Thinking this way, it is possible to affirm that even when it is
considered that innovations must disrupt a company´s strategy, it is perceivable that
this rupture occurs with meaning to former objectives, supported by new approaches to
goal definitions processes and specifications for tactical and operational plans, i. e., it
considers the rupture from a conventional, traditional strategic view (Christensen &
Raynor, 2003). Another considerable observation is that one can propose innovation as a part of the
organizational strategy, but the strategic proposition, itself, can become an innovation
(Ettlie & Reza, 1992). For a development of this affirmation, it is possible to understand
the characteristic of strategic planning – it is one organizational process, defined by
several authors as “the” organizational process” (Hammer & Stanton, 1999), as the 46 http://www.open-jim.org Cândido, Magro, Roczanski, Jamil Journal of Innovation Management
JIM 5, 1 (2017) 40-57 main integration flow for corporative decisions and implementations. The process
itself, as it is possible to observe in new business models, can differentiate from a
traditional, up-down, scaling process (Porter, 1998) to new interactive methods,
although with the same overall guidance main objectives (Sniukas, 2015). main integration flow for corporative decisions and implementations. 3.1
The role and intervention of Brazilian Electricity Regulatory Agency (ANEEL) According to Powder and Abrucio (2004), one of the results of the state reform process 47 http://www.open-jim.org http://www.open-jim.org Cândido, Magro, Roczanski, Jamil Journal of Innovation Management
JIM 5, 1 (2017) 40-57 Cândido, Magro, Roczanski, Jamil in Brazil was the creation of regulatory agencies. During the first generation of reforms
have created regulatory agencies related to the privatization and break of the state
monopoly in the sectors of infrastructure, cases of the National Electric Energy Agency
(Aneel), the National Telecommunications Agency (Anatel) and the National
Petroleum Agency (ANP). in Brazil was the creation of regulatory agencies. During the first generation of reforms
have created regulatory agencies related to the privatization and break of the state
monopoly in the sectors of infrastructure, cases of the National Electric Energy Agency
(Aneel), the National Telecommunications Agency (Anatel) and the National
Petroleum Agency (ANP). This first generation of regulatory agencies, created since 1996 in the context of
privatization, breaking the state monopoly and inspired by international experience,
was set up as public entities endowed with independence from the executive branch. In
its creation the work of the Congress was important, as well as the recommendations
of the Council of State Reform, an advisory body attached to the President, though less
participation of the Ministry of Federal Administration and State Reform (Mare)
(Pacheco, 2004). The creation of ANEEL project was sent by the Federal Executive to the National
Congress in late 1995, later to the first privatization in the sector, causing some
problems of legitimacy, especially regarding the arbitration of disputes (Salgado,
2003). ANEEL was created by the Law 9427, on December 26, 1996 and regulated by Decree
No. 2,335, on October 6, 1997, which approved its regimental structure. The Aneel
management contract had its first version adopted in 1998 and the Target Plan approved
in 1999.2 The agency, set up as an independent regulatory and linked to the Mines and
Energy Ministry (MME), is to regulate and inspecting the production, transmission and
sale of electricity in accordance with the policies and guidelines of the federal
government. Aneel has managerial and financial autonomy and competence to regulate
technical issues as well as decision-making autonomy, guaranteed by fixed terms of its
board, whose conformation is designed to ensure technical quality and neutrality in
their decisions. The Law No. 9991 on July 24, 2000, changed by Law No.10,438, on April 26, 2002,
No. http://www.open-jim.org 3.1
The role and intervention of Brazilian Electricity Regulatory Agency (ANEEL) 10,848, on March 15, 2004, No.11 465, on March 28, 2007, 12.111 on December
09, 2009 and No.12.212 on January 20, 2010, concessionaires of public distribution
services, transmission and generation of electricity, the licensees of public services of
electricity distribution and authorized for the independent production of electricity,
excluding those that generate energy exclusively from wind installations, solar,
biomass, qualified cogeneration and small power plants hydropower, should apply
annually a minimum percentage of their net operating income - ROL in Research and
Technological Development of the Electricity Sector - R&D, according to regulations
established by ANEEL. According to this law (Article 1), concessionaires and licensees of electricity
distribution are required to apply annually a minimum of 0.75% (Seventy-five
hundredths percent) of their ROL in research and development of the electricity sector
and 0.25% (twenty five percent) on energy efficiency - EE in the final use, and should
be subject to the transition period these percentage. As for the generation companies,
authorized the independent production of electricity and transmission concessionaires
were required to apply annually at least 1% (one percent) of ROL in research and
development of the electricity sector. By Exemption, were excluded from the obligation
companies that generate power exclusively from wind installations, solar, biomass,
small hydro and qualified cogeneration, observing, for the latter, the provisions of 48 Cândido, Magro, Roczanski, Jamil Journal of Innovation Management
JIM 5, 1 (2017) 40-57 Resolution No. 652 of 9 December 2003. Resolution No. 652 of 9 December 2003. That change occurred to modify the previous rules that force generation concessionaires
to invest in research and development of electric power industry annually a minimum
of 0.25% (twenty-five hundredths percent) of its ROL. To the distribution
concessionaires that percentage was 0.1% (one tenth percent). The projects should be guided by innovation, for the purpose of the market
and technological challenges in the electrical sector. Thus, the R&D project in this
sector needs to be original and innovator. 4
Methodological Procedures and Analysis of Data This study was conducted through the submitted proposals by companies to "R&D
Program ANEEL". As such, data were collected from ANEEL database during the
period 2008 to 2014. The data considered in this study was “annual expenditures on R&D Projects” reported
by energy companies for the aproval by the ANEEL in the period from 2008 to 2014,
i.e. after the establishment of the priority research themes, namely: Alternative Sources
of Electric Power; Thermoelectric Generation; Basin and Reservoir Management;
Environment; Security; Energy Efficiency; Electrical Power Systems Planning;
Operation of Power Systems; Supervision; Control and Protection Systems for Electric
Energy; Quality and Reliability of Electric Energy Services; Metering, billing and
control of commercial losses, and others. The table 2 shows the number of submitted and currently projects as well as the
financial amounts to be expended. Table 2. Investments by year and projects submitted Table 2. Investments by year and projects submitted Table 2. Investments by year and projects submitted
Year
Research and Development R$
Submission
Ongoing projects
2008
44.265.986,36
33
30
2009
483.321.604,26
301
102
2010
839.291.149,32
568
293
2011
1.110.007.426,81
483
301
2012
1.772.905.013,27
505
256
2013
586.246.812,17
168
98
2014
584.301.518,42
198
155
Total
5.420.339.510,61
2.256
1.235
Source: ANEEL (march, 2015). Source: ANEEL (march, 2015). 49 http://www.open-jim.org Cândido, Magro, Roczanski, Jamil Journal of Innovation Management
JIM 5, 1 (2017) 40-57 The table above shows an increase in R&D by companies from 2008 to 2012. There is
a sharp drop in investment due to the loss of revenue resulting from the companies’
renewal of concession agréments, during the period 2013-2014, made by the federal
government. Concerning the number of submissions and the number of ongoing projects, the power
company may at any time inform the ANEEL lack of interest in carrying out projects
that have already been subjected to evaluation. This lack of interest may be of any type
ranging from financial problems to the technology to be developed in the project be
obsolete or have been exceeded. The project number is running 54% of the submitted
projects, but when analyzing the total project investment financial expenditure
decreased only 20%. The Figure 1 contains information about the percentage of R & D projects from the
project scope. Fig. 1. Percentage by Bussiness Scope of Project (ANEEL, march 2015). http://www.open-jim.org 4
Methodological Procedures and Analysis of Data The graph shows that 53% of the Submitted projects are related to generation, 27% in
distribution, 18% transmission and only two percent in energy trading area. The Figure 2 present expenditures (R$) for projects research themes evaluated by
ANEEL. Fig. 1. Percentage by Bussiness Scope of Project (ANEEL, march 2015). The graph shows that 53% of the Submitted projects are related to generation, 27% in
distribution, 18% transmission and only two percent in energy trading area. The graph shows that 53% of the Submitted projects are related to generation, 27% in
distribution, 18% transmission and only two percent in energy trading area. The Figure 2 present expenditures (R$) for projects research themes evaluated by
ANEEL. The Figure 2 present expenditures (R$) for projects research themes evaluated by
ANEEL. 50 http://www.open-jim.org Cândido, Magro, Roczanski, Jamil Journal of Innovation Management
JIM 5, 1 (2017) 40-57 Journal of Innovation Management
JIM 5, 1 (2017) 40-57 Fig. 2. Distribution of project research theme (ANEEL, march 2015). 1 870 852 095,1
1
115 384 100,34
212 293 036,90
355 939 291,89
170 150 686,69
187 058 558,32
490 191 819,23
352 111 243,94
580 217 747,65
229 498 336,93
235 990 896,93
620 545 536,69
Project Research Theme
Alternative power generation sources
Thermal Power generation
Basin and Reservoir Management
Environment
Safety
Energy efficiency
Electrical Power Systems Planning
Systems operation Electricity
Supervision, Control and Protection Systems for Electric Energy
Quality and Reliability of Electricity Services
Metering, billing and control of commercial losses
Other Fig. 2. Distribution of project research theme (ANEEL, march 2015). Fig. 2. Distribution of project research theme (ANEEL, march 2015). It´s observed in the graph that the issue has the highest demand is the Sources of
electricity generation alternatives with 35% of expenditure on research, followed by
Supervision, Control and Protection of Electrical Power Systems with 11%, Systems
Planning electricity with 9% and Environment 7%. The other theme accumulates 11%. In phase of the Innovation Chain seen in the Figure 3, investments in research focus on
applied research and experimental development. In the analysis of expenditures by modality in the innovation chain is observed that
62% of this was allocated in Applied Research and Experimental Development 29%. These two items account for over 90% of investment in R & D fitting Basic Research
5%, Head Production Series 3%. The phases Market Production Insertion and Pioneer
Production Lot account for less than 1% of the investment. 51 51 http://www.open-jim.org http://www.open-jim.org Cândido, Magro, Roczanski, Jamil Journal of Innovation Management
JIM 5, 1 (2017) 40-57 Fig. 3. Phase of Innovation Chain (ANEEL, march 2015). Fig. 4. Main products of projects (ANEEL, march 2015). 248 845 568,1
3
3 409 846 415,
23
1 547 391 974,
67
156 801 166,0
6
54 951 048,84
2 503 337,68
Phase of Innovation Chain
Basic Research (BR)
Applied Research (AR)
Experimental Development (ED)
Head Production Series (HD)
Piooner Production Lot (HS)
Market Production Insertion (MI)
1 994 608 516,22
445 878 750,87
951 099 776,99
134 092 744,50
345 430 177,79
1 549 229 544,25
Main products of projects
Concept or methodology
Software
System
Material or substance
Component or device
Machine or equipment Fig. 3. Phase of Innovation Chain (ANEEL, march 2015). 248 845 568,1
3
3 409 846 415,
23
1 547 391 974,
67
156 801 166,0
6
54 951 048,84
2 503 337,68
Phase of Innovation Chain
Basic Research (BR)
Applied Research (AR)
Experimental Development (ED)
Head Production Series (HD)
Piooner Production Lot (HS)
Market Production Insertion (MI) Fig. 3. Phase of Innovation Chain (ANEEL, march 2015). 248 845 568,1
3
3 409 846 415,
23
1 547 391 974,
67
156 801 166,0
6
54 951 048,84
2 503 337,68
Phase of Innovation Chain
Basic Research (BR)
Applied Research (AR)
Experimental Development (ED)
Head Production Series (HD)
Piooner Production Lot (HS)
Market Production Insertion (MI) 2
2 503 337,68
Phase of Innovation Chain Fig. 4. Main products of projects (ANEEL, march 2015). http://www.open-jim.org Fig. 2. Distribution of project research theme (ANEEL, march 2015). 1 994 608 516,22
445 878 750,87
951 099 776,99
134 092 744,50
345 430 177,79
1 549 229 544,25
Main products of projects
Concept or methodology
Software
System
Material or substance
Component or device
Machine or equipment 52 http://www.open-jim.org Cândido, Magro, Roczanski, Jamil Journal of Innovation Management
JIM 5, 1 (2017) 40-57 The expenditure related to the project's main product is closely linked results to
academia, so 36% concerns to concept or methodology, followed by 28% Machinery
and Equipment and 17% System. The remaining items as software component or device
and material or substance amount to 19%. The Intellectual property is divided between the power companies and the performers
of the project, as conditions envisaged by Brazilian Innovation Law. Fig. 5. Intellectual Property (ANEEL, march 2015)
188 882 382,90
700 481 979,85
51 613 028,04
2 324 912 946,6
9
1 076 813 613,2
5
Project Results (Intellectual Property)
Public domain
Exclusive of companies electricity
Exclusive (s) organization (s) executor (s)
Shared between the company (s) electric power and authority (s) executor (s)
Uninformed 188 882 382,90
6 813 613 2
Project Results (Intellectual Property) Fig. 5. Intellectual Property (ANEEL, march 2015) In the Figure 5 it can be observed that the allocation of intellectual property of the
results of projects being split between electric power companies and implementing
agencies (54%), only 16% of the property is unique to electric company while in the
public domain are only 4%. Also that 25% of the ownership of intellectual property was not informed. Regarding
investments can be seen in the graph below. The project submissions and the ones going
to final are quite different. 53 53 http://www.open-jim.org Cândido, Magro, Roczanski, Jamil Journal of Innovation Management
JIM 5, 1 (2017) 40-57 Fig. 6. Submission x ongoing projects (ANEEL, march 2015). 0
100
200
300
400
500
600
2008
2009
2010
2011
2012
2013
2014
Submission x Run
Submission
Ongoing projects Fig. 6. Submission x ongoing projects (ANEEL, march 2015). Analyzing the graphic (Figure 6) the rising line in R&D investments from 2008 to 2012,
it can be observed that the population increased on average 0.9% per year, while per
capita consumption showed an average growth of 3.8% per year in the period (EEAA,
2014). This growth was due to the inclusion of low-income consumers under the Light for All
Program (LpT). Fig. 2. Distribution of project research theme (ANEEL, march 2015). The program, over its 10 years of existence, accumulated more than 3
million power connections, representing 5% of all residential consumers in the country,
and totaling about 15 million people benefited from access to electricity (EEAA, 2014). The decline in the number of projects submitted and executed in 2013 and 2014 is due
to the renewal of contracts for large dealers with the federal government, some claim
loss of revenue that can be seen in the graph, since there is a requirement for investment
in R & D, it can not be accumulated for more than two years. 5
Conclusion In general, the program proposed by ANEEL brought to Brazilian eletric power sector
a thousand of projects that were attended by hundreds of research institutions and
qualified professionals in their developments. It is therefore important to mention that
training and technological capabilities were direct benefits of R&D projects. In
addition, new materials and processes have been incorporated to reduce costs, improve
the quality of services, and improve the productive capacity. The first conclusion is that 89% increase in the number of companies, now have the
obligation of investment of ROL - Net operating revenue in R&D, from 49 companies
in 2008 to 91 companies in 2014. 54 54 http://www.open-jim.org http://www.open-jim.org Cândido, Magro, Roczanski, Jamil Journal of Innovation Management
JIM 5, 1 (2017) 40-57 However, the billings and investments in R&D projects do not achieved the same
growth rate as can be seen in the graph below, which shows the number of projects
submitted and the number of projects effectively achieved. The second conclusion is that Brazil is spending too much on basic and applied
research, and the results are not progressing in the innovation chain, as the graph shows,
the phases Market Production Insertion and Pioneer Production Lot, they account for
less than 1% of the investment, i.e., only two and a half million have been invested in
these final stages of innovation, a total of more than five billion real (R$) invested in
these seven years. Considering the relevance of the subject in an intensely strategic sector for the Brazilian
economy, we encourage new future studies to examine the projects that followed the
trajectory to market. Finally, it´s worth mentioning that these efforts by ANEEL Program are essential for
building a culture of innovation in the Brazilian electric sector. After the analysis
performed in this study, we conclude that this challenge is associated with the global
challenge in this sector, such as: strengthening the local industry competitiveness,
supply chain development and development of new technologies. 6
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Squamous cell carcinoma antigens (SCCAs) are sensitive biomarkers for atopic dermatitis in children and adolescents: a cross-sectional study
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Squamous cell carcinoma antigens (SCCAs) are
sensitive biomarkers for atopic dermatitis in
children and adolescents: a cross-sectional study Junya Hirayama
Mie University School of Medicine
Takao Fujisawa
(
eosinophilosophy@gmail.com
)
National Hospital Organization Mie National Hospital
https://orcid.org/0000-0002-9196-9436
Mizuho Nagao
National Hospital Organization Mie National Hospital
Yu Kuwabara
National Hospital Organization Mie National Hospital
Keigo Kainuma
National Hospital Organization Mie National Hospital
Yoshinori Azuma
Sino-Test Corperation
Junya Ono
Sino-Test Corperation
Shoichiro Ohta
Saga University School of Medicine
Masahiro Hirayama
Mie University School of Medicine
Kenji Izuhara
Saga University School of Medicine
Research Research Page 1/15 Page 1/15 Version of Record: A version of this preprint was published at Asia Pacific Allergy on January 1st, 2021. See the published version at https://doi.org/10.5415/apallergy.2021.11.e42. Version of Record: A version of this preprint was published at Asia Pacific Allergy on January 1st, 2021. See the published version at https://doi.org/10.5415/apallergy.2021.11.e42. Version of Record: A version of this preprint was published at Asia Pacific Allergy on January 1st, 2021. See the published version at https://doi.org/10.5415/apallergy.2021.11.e42. Page 2/15 Abstract Background We recently reported that squamous cell carcinoma antigen 2 (SCCA2) is a reliable
biomarker for atopic dermatitis (AD) in children. To further clarify its utility, we investigated for possible
effects of comorbid allergies and AD treatment on serum SCCA levels in children and adolescents. Methods Volunteers aged less than 18 years were recruited through our website. Their allergic status was
elucidated using the International Study of Asthma and Allergies in Childhood (ISAAC) questionnaire. We
also recruited pediatric patients who needed to be hospitalized because of severe AD. The serum levels of
SCCA1 and SCCA2 were measured by ELISAs. In the severe AD patients, the levels of thymus and
activation-regulated chemokine (TARC), SCCA1 and SCCA2 were measured before and after
hospitalization. The severity of AD was assessed using the severity scoring of atopic dermatitis
(SCORAD) index. Results A total of 576 participants (547 volunteers and 29 patients) were enrolled in the study. The levels
of SCCA1 and SCCA2 were significantly higher in volunteers with mild AD and patients with severe AD
than in healthy volunteers without allergic diseases. In contrast, the levels were not elevated in those who
had mild bronchial asthma or mild allergic rhinitis without AD. TARC, SCCA1 and SCCA2 were decreased
in patients with severe AD, reflecting clinical improvement in response to treatment. Linear regression
analysis for predicting a decrease in the SCORAD index showed R2 values of 0.16, 0.38 and 0.48 for
TARC, SCCA1 and SCCA2, respectively.. Conclusions SCCAs, especially SCCA2, are sensitive biomarkers for detecting AD in children and
adolescents, even in the mild stage, and for assessing the severity and response to treatment of severe
AD. Background Atopic dermatitis (AD) is a chronic inflammatory skin disorder, and its increasing prevalence is a major
public health concern. The goal of treatment of AD is to control skin eruptions and bothersome
symptoms, such as itching, so that patients can lead an uninterrupted social life with the best possible
quality of life [1]. To achieve that goal, full control of skin inflammation is essential. However, accurate
assessment of skin inflammation is sometimes difficult since a physician’s visual examination may not
always identify subclinical inflammation [2]. To date, many biomarkers for monitoring skin inflammation
in AD have been proposed [3]. However, there are few reliable biomarkers at present, and the American
Academy of Dermatology even states that there are no specific biomarkers that can be recommended for
diagnosis and/or assessment of disease severity [4]. Squamous cell carcinoma antigens (SCCAs) are serine proteinase inhibitors that belong to the serpin
superfamily of proteins [5]. They are expressed in various epithelial tissues [6] and may be involved in
epidermal barrier homeostasis [7, 8]. They were originally purified from squamous cell carcinoma of the
uterine cervix [9] and have been utilized as markers in various cancers [10–14]. Later, SCCA serum levels Page 3/15 were found to be elevated in various inflammatory skin diseases, including AD [15–18]. Since SCCAs
were found to be induced by Th2 cytokines, such as interleukin-4 (IL-4) and IL-13 [16], they may be
potential biomarkers for AD as downstream markers of Th2-type immune responses. Several studies
suggested that measurement of SCCA1 and SCCA2 in the serum may be promising for
evaluating/monitoring the clinical severity of AD [16, 19–23]. Recently, we and others in a multi-center study [23] reported the clinical utility of SCCA2 in a relatively
large number of pediatric AD patients. However, the marker was not measured in patients with comorbid
allergic diseases such as asthma and allergic rhinitis, which may confound interpretation of the data in
AD since most children with AD have multiple allergic diseases. Here, we conducted a cross-sectional
study to assess the utility of SCCA1 and SCCA2 in the pediatric population, focusing especially on
comorbid allergies. We also assessed the relationship between their serum levels and the disease
severity/treatment responses in patients with severe AD. Study participants and outcomes Volunteers aged less than 18 years were recruited through the Mie National Hospital website. Subjects
were excluded from the study if they had a non-allergic chronic disease or an acute infectious disease. All
volunteers completed the questionnaires of the International Study of Asthma and Allergies in Childhood
(ISAAC) [24]. For this study, we used the validated Japanese version [25]. Based on the answers to the
questions, the presence or absence of current (the most recent 12 months) symptoms of AD, bronchial
asthma (BA) and allergic rhinitis (AR) was determined, and the volunteers were classified into the
following 4 groups: healthy volunteers without AD, BA or AR (healthy group); those with BA but not AD
(BA group); those with AR but not AD or BA (AR group) and those with AD (AD group 1). We also recruited
patients who needed to be hospitalized because of severe AD (AD group 2). During hospitalization,
patients were treated with emollients and topical corticosteroids according to clinical practice guidelines
[1]. Blood samples were obtained from the study participants to measure the baseline serum levels of SCCA1
and SCCA2. Blood samples were obtained twice (i.e., at the beginning and end of hospitalization) from
some patients with severe AD, and the serum levels of thymus and activation-regulated chemokine
(TARC), as well as SCCA1 and SCCA2, were measured. TARC is a member of the Th2 type chemokine
family and was reported to be a useful biomarker for AD [26–28]. The serum levels of TARC, SCCA1 and
SCCA2 were measured using specific enzyme-linked immunosorbent assays (ELISAs) [21, 26]. The
disease severity in the patients with severe AD was also assessed at the beginning and end of
hospitalization using the severity scoring of atopic dermatitis (SCORAD) index [29]. Statistical analyses Page 4/15 Baseline serum levels of SCCA1 and SCCA2 were summarized as the geometric mean and standard
deviation (SD). The logarithmically transformed means were compared among the participant groups by
analysis of variance. Tukey’s multiple comparison test was used to assess all pairwise differences
between the participant groups. For the severe AD patients, we calculated Spearman’s correlation
coefficients between the SCORAD index and the logarithmically transformed values of TARC, SCCA1 and
SCCA2 levels, and between the decrease in the SCORAD index and the decrease in each of the
logarithmically transformed biomarker levels. All data were analyzed using GraphPad Prism 8 (GraphPad
Software, Inc.; CA, USA). All reported P values are two-sided. Characteristics of subjects A total of 576 participants (547 volunteers and 29 severe AD patients) were enrolled in the study (Fig. 1). All participants were included in the analyses. Table 1 summarizes the demographics, gender, age and
allergic comorbidities of the subjects. The patients were relatively younger than the volunteers, with mean
(SD) ages of 4.0 (4.9) years in AD group 2, and ranging from 6.7 (2.1) to 9.3 (3.2) years in the other
groups. Table 1
Baseline characteristics of the study participants
Volunteers
Patients
Healthy Group
(n = 179)
BA Group
(n = 58)
AR Group
(n = 181)
AD Group 1
(n = 129)
AD Group 2
(n = 29)
Male (n, %)
86 (48)
35 (60)
97 (54)
63 (49)
15 (52)
Age (years, mean ± SD)
7.5 ± 2.8
6.7 ± 2.1
9.3 ± 3.2
8.0 ± 3.5
4.0 ± 4.9
Comorbidity
Atopic dermatitis (n, %)
0 (0)
0 (0)
0 (0)
—
—
Bronchial asthma (n, %)
0 (0)
58 (100)
0 (0)
6 (5)
2 (7)
Allergic rhinitis (n, %)
0 (0)
38 (66)
65 (100)
65 (50)
4 (14)
Abbreviations: n = the number of participants; SD = standard deviation; AD = atopic dermatitis; BA =
bronchial asthma; AR = allergic rhinitis. Healthy group = healthy volunteers without allergic diseases; BA group = volunteers with BA; AR group
= volunteers with AR; AD group 1 = volunteers with AD; AD group 2 = patients who needed to be
hospitalized because of severe AD. Table 1 Table 1 Baseline characteristics of the study participants
Volunteers Reference and cut-off values for SCCA1 and SCCA2 The healthy children were further divided into 3 age groups: 1–5, 6–10 and 11–17 years old. Table S2
summarizes the descriptive statistics of SCCA1 and SCCA2 in those groups. Although SCCA1 and SCCA2
were slightly higher in the 2 younger groups, there were no significant differences among the groups. Next, we calculated the geometric mean and SD for all healthy volunteers. As a result, the reference
values (geometric mean − 2SD to geometric mean + 2SD) of SCCA1 and SCCA2 were 0.45 to 1.91 ng/mL
and 0.21 to 1.93 ng/mL, respectively. ROC analysis was performed to determine the diagnostic performance of the biomarkers in identifying
AD in the volunteer groups. The AUCs were 0.676 for SCCA1 and 0.715 for SCCA2. The cut-off levels
based on the highest Youden index were 1.09 and 0.84 ng/ml, respectively. The cut-off levels at 95%
specificity were 1.65 and 1.5 ng/ml, respectively (Table 2). Table 2
Diagnostic performance of SCCA1 and SCCA2 for AD in the volunteer population
AUC
(95%CI)
Cut-off
Sensitivity (95%CI)
Specificity (95%CI)
PPV †
NPV †
SCCA1
0.676
(0.613–0.738)
1.09
0.62
(0.53–0.70)
0.68
(0.61–0.75)
0.38
0.85
1.65
0.26
(0.19–0.35)
0.95
(0.91–0.98)
0.62
0.81
SCCA2
0.715
(0.657–0.774)
0.84
0.61
(0.52–0.70)
0.71
(0.64–0.77)
0.39
0.86
1.50
0.35
(0.27–0.44)
0.95
(0.91–0.98)
0.68
0.83
† PPV (positive predictive value) and NPV (negative predictive value) were calculated based on the
prevalence of AD in the volunteer population. † PPV (positive predictive value) and NPV (negative predictive value) were c
prevalence of AD in the volunteer population. † PPV (positive predictive value) and NPV (negative predictive value) were calculated based on the
prevalence of AD in the volunteer population. Baseline characteristics of the study participants
Volunteers Abbreviations: n = the number of participants; SD = standard deviation; AD = atopic dermatitis; BA =
bronchial asthma; AR = allergic rhinitis. Healthy group = healthy volunteers without allergic diseases; BA group = volunteers with BA; AR group
= volunteers with AR; AD group 1 = volunteers with AD; AD group 2 = patients who needed to be
hospitalized because of severe AD. Page 5/15 Page 5/15 Serum levels of SCCA1 and SCCA2 in each allergic disease group Figure 2 and Table S1 show the serum levels of SCCA1 and SCCA2 in the 5 groups. Table S1 summarizes
the pairwise comparisons between the groups. While the serum levels of SCCA1 and SCCA2 were similar
among the healthy, BA and AR groups, they were significantly higher in AD groups 1 and 2 than in the
healthy group (p < 0.0001). and also significantly higher (p < 0.0001) in AD groups 1 and 2 than in the BA
and AR groups. Finally, those serum levels were significantly higher in AD group 2 than in AD group 1 (p <
0.0001). The differences in their geometric means were 6.6 ng/mL for SCCA1 and 20.0 ng/mL for SCCA2. SCCA1 and SCCA2 in severe AD patients Blood samples were obtained at the beginning and end of hospitalization of 18 severe AD patients. During the treatment in the hospital, the serum levels of TARC, SCCA1 and SCCA2 decreased significantly
in all patients (Figs. 3A, 3B and 3C, respectively) and correlated significantly with the SCORAD index Page 6/15 Page 6/15 (Figs. 3D, 3E, and 3F, respectively). Spearman’s correlation coefficients were 0.6856, 0.7513 and 0.7885,
respectively. We also assessed the relationship between the decrease in the SCORAD index and the
decreases in the serum levels of TARC, SCCA1 and SCCA2 (Figs. 3G, 3H and 3I, respectively). Among
these biomarkers, a decrease in the SCCA2 level most strongly predicted improvement in the severity, i.e.,
a decrease in the SCORAD index, with R2 = 0.476. Discussion In this study, children and adolescents with AD showed significantly higher serum levels of SCCA1 and
SCCA2 compared with healthy volunteers. The levels were not elevated in those with BA or AR without AD,
indicating that SCCAs are specific markers for AD in allergic children. Their levels were higher in AD group
2 (patients with severe AD) than in AD group 1 (volunteers with AD, presumably mild disease). We also
found that the serum levels of SCCAs in AD group 2 correlated significantly with the SCORAD index, and
decreases in their levels during treatment correlated well with decreases in the SCORAD index. The
correlation indices were highest for SCCA2 compared with SCCA1 and TARC. These results indicate that
SCCAs are reliable biomarkers for AD, and that the serum levels of SCCAs, especially SCCA2, predict the
disease severity and treatment response. TARC has been regarded as the most reliable biomarker of the severity of AD [3]. TARC is a ligand for CC
chemokine receptor 4, which is selectively expressed on Th2 type cells. It is produced by dendritic cells,
endothelial cells and keratinocytes, and its overproduction leads to Th2 type cell accumulation at
inflammation sites [30]. In contrast, SCCAs are induced by Th2 type cytokines such as IL-4 and IL-13 [16]. Therefore, SCCAs may reflect the “down-stream” of the immune response, which might lead to superiority
of SCCAs in our study. The reason for the stronger correlation of the SCCA2 level with disease severity
remains unclear. An earlier study showed that keratinocytes produced mainly SCCA2 upon stimulation
with IL-4 or IL-13 [21]. This result may in part explain the superiority of SCCA2 over SCCA1 for disease
activity. In addition, serum TARC levels are high in children, especially infants [26]. Thus, it is necessary to have
different reference and cut-off values for TARC in different age groups for clinical use. On the contrary,
the serum levels of SCCAs in healthy children were similar among the different age groups in our study. Although the levels were slightly higher in the 2 younger groups, the differences were not statistically
significant and were much smaller than those found for TARC [26]. In our previous report [23], we
demonstrated the validity of a single cut-off at 1.6 ng/ml for SCCA2. We also determined the normal
ranges and cut-off levels of SCCA1 and SCCA2, irrespective of age, which may be helpful in clinical
application. Discussion Because different subject groups were recruited for determination of cut-off levels, i.e., only
mild AD in this study and more severe AD in the previous study, the cut-off levels of SCCA2 were different
However, the cut-off level at 95% specificity was 1.5 ng/ml in this studyis close tothe 1.6 ng/ml in the
previous study. In addition, serum TARC levels are high in children, especially infants [26]. Thus, it is necessary to have
different reference and cut-off values for TARC in different age groups for clinical use. On the contrary,
the serum levels of SCCAs in healthy children were similar among the different age groups in our study. Although the levels were slightly higher in the 2 younger groups, the differences were not statistically
significant and were much smaller than those found for TARC [26]. In our previous report [23], we
demonstrated the validity of a single cut-off at 1.6 ng/ml for SCCA2. We also determined the normal
ranges and cut-off levels of SCCA1 and SCCA2, irrespective of age, which may be helpful in clinical
application. Because different subject groups were recruited for determination of cut-off levels, i.e., only
mild AD in this study and more severe AD in the previous study, the cut-off levels of SCCA2 were different. However, the cut-off level at 95% specificity was 1.5 ng/ml in this studyis close tothe 1.6 ng/ml in the
previous study. Page 7/15 An important finding in this study was that the serum levels of SCCAs correlated with the severity of AD. It
is sometimes difficult to assess the severity and evaluate the outcome of a certain treatment because
physicians’ visual examinations are not always accurate [28]. Various instruments have been developed
to measure the symptoms of AD, and several have been recommended as core outcome sets [31]. However, the main objective of the recommendation was to define the core outcome sets that should be
used in clinical trials. These instruments are not suitable for use in daily clinical practice because their
scoring systems are complex [32]. Accordingly, a simple and reliable biomarker for assessing disease
severity would be a great breakthrough. The serum levels of SCCAs were similar between healthy volunteers and those with BA or AR. Discussion In a study
that included children with acute asthma, serum SCCA levels increased only in the acute phase of asthma
exacerbation, while in the recovery phase they were similar to those in age-matched healthy children [33]. Another study found the SCCA levels to be elevated in BA patients compared with controls, but the
difference was only 1 ng/mL [34]. Furthermore, serum SCCA levels in adult patients with AR caused by
cedar pollen were similar to those in healthy adult volunteers, and the median level in patients with AR
caused by Dermatophagoides farinaen was only 0.20 ng/mL higher than that in healthy volunteers [35]. Our present findings are consistent with those earlier results. However, serum levels of SCCAs were
reported to be elevated in patients with psoriasis [17], so special attention needs to be paid to differential
diagnosis of AD from psoriasis. This study has several limitations. First, we used the SCORAD index as a severity scale, but that is not
considered to be a gold-standard severity scale [4]. Second, we did not assess the relationship between
the disease severity and the serum levels of biomarkers in patients with mild or moderate AD. However,
we previously reported the SCCA2 levels in that population of AD patients [23], and one of the purposes of
this study was to clarify utility of SCCAs in AD children with comorbidities In conclusion, the serum levels of SCCA1 and SCCA2 were elevated in children and adolescents with AD. In addition, the SCCA2 level correlated more strongly with the SCORAD index than the TARC or SCCA1
level. We think that SCCA2 has potential as a useful and reliable biomarker for assessing the severity of
AD in children and adolescents and their responses to treatment. Abbreviations AD: atopic dermatitis Page 8/15 Page 8/15 TARC: thymus and activation-regulated chemokine Funding This research was supported by a grant-in-aid from the Japan Agency for Medical Research and
Development (AMED). Authors’ contributions: Takao Fujisawa and Mizuho Nagao conceived the study. Junya Hirayama, Takao Fujisawa, Mizuho
Nagao, Yu Kuwabara and Keigo Kainuma recruited the subjects and contributed to data collection. Yoshinori Azuma and Junya Ono conducted the assays. Junya Hirayama, Takao Fujisawa and Mizuho
Nagao conducted the analyses of the data. Shoichiro Ohta and Kenji Izuhara contributed to interpretation
of the data. Junya Hirayama and Takao Fujisawa wrote the manuscript. Masahiro Hirayama gave critical
comments on the study design and manuscript. All the listed authors were involved in the review of the
manuscript and approved the final content. Ethics approval and consent to participate The study protocol was approved by the Ethics Committee of Mie National Hospital (Approval No: 24-1). All guardians of the participants provided written informed consent. Consent for publication Consent for publication All guardians of the participants provided written informed consent. All guardians of the participants provided written informed consent. The datasets used and/or analyzed during the current study are available from the corresponding author
on reasonable request. The datasets used and/or analyzed during the current study are available from the corresponding author
on reasonable request. Competing interests TF received lecture fees from Maruho Co., Ltd. and MSD Co., Ltd.. YA and JO are employees of Shino-Test
Corporation. All other authors declare that they have no conflicts of interest. Declarations Ethics approval and consent to participate Acknowledgments The authors would like to thank Ms. Sumiko Yoshikawa, Ms. Manami Negoro and Ms. Kyoko Nishinaka
for their excellent technical assistance. Writing and editing assistance was provided by Kenichi Hayashi
(Alamedic Co., Ltd.; Tokyo, Japan) under contract with the principal authors (JH, MN and TF). Page 9/15 Page 9/15 References 1. Katoh N, Ohya Y, Ikeda M, Ebihara T, Katayama I, Saeki H, et al. Clinical practice guidelines for the
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sinonasal inverted papilloma. Clin Otolaryngol. 2017;42(3):528-35. 15. Campbell B, De'Ambrosis B. Squamous cell carcinoma antigen in patients with cutaneous disorders. J Am Acad Dermatol. 1990;22(4):639-42. 15. Campbell B, De'Ambrosis B. Squamous cell carcinoma antigen in patients with cutaneous disorders. J Am Acad Dermatol. 1990;22(4):639-42. 16. Mitsuishi K, Nakamura T, Sakata Y, Yuyama N, Arima K, Sugita Y, et al. References The squamous cell carcinoma
antigens as relevant biomarkers of atopic dermatitis. ClinExpAllergy. 2005;35(10):1327-33. 16. Mitsuishi K, Nakamura T, Sakata Y, Yuyama N, Arima K, Sugita Y, et al. The squamous cell carcinoma
antigens as relevant biomarkers of atopic dermatitis. ClinExpAllergy. 2005;35(10):1327-33. 17. Watanabe Y, Yamaguchi Y, Komitsu N, Ohta S, Azuma Y, Izuhara K, et al. Elevation of serum
squamous cell carcinoma antigen 2 in patients with psoriasis: associations with disease severity
and response to the treatment. Br J Dermatol. 2016;174(6):1327-36. 18. Horiuchi Y, Tsukahara T, Otoyama K. Immunohistochemical study of elevated expression of
squamous cell carcinoma (SCC)-related antigens in erythrodermic epidermis. The Journal of
dermatology. 1994;21(2):67-72. 19. Kawashima H, Nishimata S, Kashiwagi Y, Numabe H, Sasamoto M, Iwatsubo H, et al. Squamous cell
carcinoma-related antigen in children with atopic dermatitis. Pediatr Int. 2000;42(4):448-50. 20. Yamane Y, Moriyama K, Yasuda C, Miyata S, Aihara M, Ikezawa Z, et al. New horny layer marker
proteins for evaluating skin condition in atopic dermatitis. Int Arch Allergy Immunol. 2009;150(1):89-
101. 21. Ohta S, Shibata R, Nakao Y, Azuma Y, Taniguchi K, Arima K, et al. The usefulness of combined
measurements of squamous cell carcinoma antigens 1 and 2 in diagnosing atopic dermatitis. Annals of clinical biochemistry. 2012;49(Pt 3):277-84. 22. Okawa T, Yamaguchi Y, Kou K, Ono J, Azuma Y, Komitsu N, et al. Serum levels of squamous cell
carcinoma antigens 1 and 2 reflect disease severity and clinical type of atopic dermatitis in adult
patients. Allergol Int. 2018;67(1):124-30. 23. Nagao M, Inagaki S, Kawano T, Azuma Y, Nomura N, Noguchi Y, et al. SCCA2 is a reliable biomarker
for evaluating pediatric atopic dermatitis. JAllergy ClinImmunol. 2018;141(5):1934-6 e11. 24. Asher MI, Keil U, Anderson HR, Beasley R, Crane J, Martinez F, et al. International Study of Asthma
and Allergies in Childhood (ISAAC): rationale and methods. EurRespirJ. 1995;8(3):483-91. 25. Futamura M, Ohya Y, Akashi M, Adachi Y, Odajima H, Akiyama K, et al. Age-related prevalence of
allergic diseases in Tokyo schoolchildren. Allergol Int. 2011;60(4):509-15. 25. Futamura M, Ohya Y, Akashi M, Adachi Y, Odajima H, Akiyama K, et al. Age-related prevalence of
allergic diseases in Tokyo schoolchildren. Allergol Int. 2011;60(4):509-15. 26. Fujisawa T, Nagao M, Hiraguchi Y, Katsumata H, Nishimori H, Iguchi K, et al. Serum measurement of
thymus and activation-regulated chemokine/CCL17 in children with atopic dermatitis: elevated
normal levels in infancy and age-specific analysis in atopic dermatitis. Pediatr Allergy Immunol. 2009;20(7):633-41. Page 11/15 27. References Tamaki K, Kakinuma T, Saeki H, Horikawa T, Kataoka Y, Fujisawa T, et al. Serum levels of
CCL17/TARC in various skin diseases. The Journal of dermatology. 2006;33(4):300-2. 28. Kataoka Y. Thymus and activation-regulated chemokine as a clinical biomarker in atopic dermatitis. The Journal of dermatology. 2014;41(3):221-9. 29. Severity scoring of atopic dermatitis: the SCORAD index. Consensus Report of the European Task
Force on Atopic Dermatitis. Dermatology. 1993;186(1):23-31. 30. Saeki H, Tamaki K. Thymus and activation regulated chemokine (TARC)/CCL17 and skin diseases. J
Dermatol Sci. 2006;43(2):75-84. 31. Gerbens LA, Prinsen CA, Chalmers JR, Drucker AM, von Kobyletzki LB, Limpens J, et al. Evaluation of
the measurement properties of symptom measurement instruments for atopic eczema: a systematic
review. Allergy. 2017;72(1):146-63. 32. de Bruin Weller MS, Knulst AC, Meijer Y, Bruijnzeel-Koomen CA, Pasmans SG. Evaluation of the child
with atopic dermatitis. ClinExpAllergy. 2012;42(3):352-62. 33. Nishi N, Miyazaki M, Tsuji K, Hitomi T, Muro E, Zaitsu M, et al. Squamous cell carcinoma-related
antigen in children with acute asthma. Ann Allergy Asthma Immunol. 2005;94(3):391-7. 34. Yuyama N, Davies DE, Akaiwa M, Matsui K, Hamasaki Y, Suminami Y, et al. Analysis of novel
disease-related genes in bronchial asthma. Cytokine. 2002;19(6):287-96. 35. Suzuki K, Inokuchi A, Miyazaki J, Kuratomi Y, Izuhara K. Relationship between squamous cell
carcinoma antigen and the clinical severity of allergic rhinitis caused by Dermatophagoides farinae
and Japanese cedar pollen. Ann Otol Rhinol Laryngol. 2010;119(1):22-6. 35. Suzuki K, Inokuchi A, Miyazaki J, Kuratomi Y, Izuhara K. Relationship between squamous cell
carcinoma antigen and the clinical severity of allergic rhinitis caused by Dermatophagoides farinae
and Japanese cedar pollen. Ann Otol Rhinol Laryngol. 2010;119(1):22-6. Figures Page 12/15 Figure 1 Figure 1 Subjects enrolled in the study Subjects enrolled in the study j
y
Figure 2
Baseline serum levels of SCCA1 (Fig. 1A) and SCCA2 (Fig. 1B) in the study participants. The geometric
mean serum levels of SCCA1 and SCCA2 differed among the 5 participant groups (p < 0.0001; analysis of
variance). Figure 2 Figure 2 Baseline serum levels of SCCA1 (Fig. 1A) and SCCA2 (Fig. 1B) in the study participants. The geometric
mean serum levels of SCCA1 and SCCA2 differed among the 5 participant groups (p < 0.0001; analysis of
variance). Page 13/15 Figure 3 Page 14/15
Figure 3
Serum levels of TARC, SCCA1 and SCCA2 before and after treatment of severe AD patients
Changes in
the serum levels of TARC (A), SCCA1 (B) and SCCA2 (C) between the beginning and end of
hospitalization. *** P<0.0001 Wilcoxon matched-pairs signed rank test. Relationships between the
decrease in the severity scoring of atopic dermatitis (SCORAD) index and the decreases in serum levels
TARC (D), SCCA1 (E) and SCCA2 (F) during hospitalization. Closed and open circles indicate the values
the beginning and end of hospitalization, respectively. *** P<0.0001 Spearman’s correlation test. The X Figure 3 Page 14/15
Serum levels of TARC, SCCA1 and SCCA2 before and after treatment of severe AD patients
Changes in
the serum levels of TARC (A), SCCA1 (B) and SCCA2 (C) between the beginning and end of
hospitalization. *** P<0.0001 Wilcoxon matched-pairs signed rank test. Relationships between the
decrease in the severity scoring of atopic dermatitis (SCORAD) index and the decreases in serum levels of
TARC (D), SCCA1 (E) and SCCA2 (F) during hospitalization. Closed and open circles indicate the values at
the beginning and end of hospitalization, respectively. *** P<0.0001 Spearman’s correlation test. The X- Page 14/15 axes show the decrease in the SCORAD index, while the Y-axes show the decrease in the logarithmically
transformed serum levels of TARC (G), SCCA1 (H) and SCCA2 (I), respectively. axes show the decrease in the SCORAD index, while the Y-axes show the decrease in the logarithmically
transformed serum levels of TARC (G), SCCA1 (H) and SCCA2 (I), respectively. Supplementary Files This is a list of supplementary files associated with this preprint. Click to download. SupplementaryTablesAACIfinal.docx Page 15/15
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https://openalex.org/W2593708391
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https://researchonline.lshtm.ac.uk/id/eprint/3599414/1/metaanalytical.pdf
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Meta-analytical methods to identify who benefits most from treatments: daft, deluded, or deft approach?
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BMJ. British medical journal
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cc-by
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Meta-analytical methods to identify who benefits most from
treatments: daft, deluded, or deft approach? These complications are often
overlooked by reviewers. The issues are independent of
other aspects of meta-analysis, such as the choice of
one stage or two stage model fitting, or whether aggre-
gate data or individual participant data (IPD)1 is used. The three titular approaches discussed in this paper are
derived from two independent quantities referred to in
recent IPD literature as across-trial and within-trial
interactions.2 3 We have used three descriptive terms to
be memorable and to avoid ambiguity. “Daft” (meaning
absurd or preposterous) refers to estimation of the
across-trial interaction alone. “Deluded” (meaning mis-
leading or deceiving) refers to an estimation of both the
across-trial and within-trial interactions combined. “Deft” (demonstrating skill or cleverness) refers to esti-
mation of the within-trial interaction alone. As their
monikers suggest, daft and (to a lesser but non-
negligible extent) deluded approaches are at risk of
bias4—the extent of which is typically unknown—
whereas deft approaches are not. Cite this as: BMJ 2017;356:j573
http://dx.doi.org/10.1136/bmj.j573
Accepted: 20 January 2017 open access open access open access Summary points Meta-analysis is often the only way to reliably detect whether treatment benefit
differs between groups of participants—that is, to detect interactions between
treatment efficacy and participant characteristics Of three general approaches, we advocate the deft approach, which avoids the risk
of ecological bias over the deluded and daft approaches, which do not
A systematic review of recently published meta-analyses of individual participant
data shows that 89% of interaction analyses either used a deluded method (23%),
or did not report sufficient details (66%) to tell which approach had been used. Further, graphical presentation often hindered appreciation of key data features
These findings indicate poor appreciation of analysis and reporting issues
surrounding interactions in the research community Of three general approaches, we advocate the deft approach, which avoids the risk
of ecological bias over the deluded and daft approaches, which do not How to analyse and present participant level
interactions data from a meta-analysis: daft,
deluded, or deft approach Our illustrative example is a systematic review and IPD
meta-analysis relating to the care of patients with acute
stroke, which compared a strategy of early supported
hospital discharge (ESD) to conventional hospital ser-
vices and discharge arrangements.5 ESD reduced the
mean duration of initial hospital stay. The authors
investigated whether this effect varied according to
whether a participant had a carer present—that is,
whether there was an interaction between treatment
and presence of a carer. Here, we describe the results
from this published IPD meta-analysis using three
approaches we previously identified.2 Research Methods and Reporting Research Methods and Reporting Meta-analytical methods to identify who benefits most from
treatments: daft, deluded, or deft approach? David J Fisher,1 James R Carpenter,1,2 Tim P Morris,1 Suzanne C Freeman,1 Jayne F Tierney1 Identifying which individuals benefit
most from particular treatments or other
interventions underpins so-called
personalised or stratified medicine. However, single trials are typically
underpowered for exploring whether
participant characteristics, such as age
or disease severity, determine an
individual’s response to treatment. A meta-analysis of multiple trials,
particularly one where individual
participant data (IPD) are available,
provides greater power to investigate
interactions between participant
characteristics (covariates) and
treatment effects. We use a published
IPD meta-analysis to illustrate three
broad approaches used for testing such
interactions. Based on another
systematic review of recently published
IPD meta-analyses, we also show that all
three approaches can be applied to
aggregate data as well as IPD. We also
summarise which methods of analysing
and presenting interactions are in
current use, and describe their advantages and disadvantages. We
recommend that testing for interactions
using within-trials information alone
(the deft approach) becomes standard
practice, alongside graphical
presentation that directly visualises this. Meta-analysis of participant level treatment-covariate
interactions raises additional complications that do not
affect either standard meta-analysis or single trial inter-
action analysis alone. These complications are often
overlooked by reviewers. The issues are independent of
other aspects of meta-analysis, such as the choice of
one stage or two stage model fitting, or whether aggre-
gate data or individual participant data (IPD)1 is used. The three titular approaches discussed in this paper are
derived from two independent quantities referred to in
recent IPD literature as across-trial and within-trial
interactions.2 3 We have used three descriptive terms to
be memorable and to avoid ambiguity. “Daft” (meaning
absurd or preposterous) refers to estimation of the
across-trial interaction alone. “Deluded” (meaning mis-
leading or deceiving) refers to an estimation of both the
across-trial and within-trial interactions combined. “Deft” (demonstrating skill or cleverness) refers to esti-
mation of the within-trial interaction alone. As their
monikers suggest, daft and (to a lesser but non-
negligible extent) deluded approaches are at risk of
bias4—the extent of which is typically unknown—
whereas deft approaches are not. advantages and disadvantages. We
recommend that testing for interactions
using within-trials information alone
(the deft approach) becomes standard
practice, alongside graphical
presentation that directly visualises this. Meta-analysis of participant level treatment-covariate
interactions raises additional complications that do not
affect either standard meta-analysis or single trial inter-
action analysis alone. 1London Hub for Trials
Methodology Research, MRC
Clinical Trials Unit, University
College London, London, UK
2Department of Medical
Statistics, London School of
Hygiene and Tropical Medicine,
London, UK
Correspondence to: D J Fisher
d.fisher@ucl.ac.uk
Additional material is published
online only. To view please visit
the journal online.
Cite this as: BMJ 2017;356:j573
http://dx.doi.org/10.1136/bmj.j573
Accepted: 20 January 2017 Deft approach (within-trial interaction alone) This approach is presented in figure 1 . The left panel
shows an attempt to make better use of the data by car-
rying out a meta-analysis within the subgroup of partic-
ipants who had a carer present, and another in those
who did not. The right panel shows a simpler alternative
presentation of this type of analysis that is often seen in
the literature. The interaction test compares the treat-
ment effects in the two carer subgroup level meta-anal-
yses, but can also be extended to explore trends in
effect across more than two ordered categories, such as
stage of disease. As in the original review,5 this t
pp
This approach adheres to the underlying principles of
meta-analysis by assessing the effect of interest as mea-
sured within each relevant trial. The left panel in
figure 2 shows the same data as those in figure 1 , but
rearranged so as to demonstrate this approach. We test
for an association between the effect of ESD and pres-
ence of a carer within each trial, instead of testing for an
association across carer subgroups. These interactions,
interpretable as the difference in treatment effect for an
individual participant with a carer present compared to Carer present
Adelaide 2000
Belfast 2004
London 1999
Manchester 2001
Montreal 2000
Newcastle 1997
Oslo 2000
Stockholm 1998
Trondheim 2004
Subtotal: P=0.008, I2=61.5%
No carer
Adelaide 2000
Belfast 2004
London 1999
Manchester 2001
Newcastle 1997
Oslo 2000
Stockholm 1998
Trondheim 2004
Subtotal: P=0.402, I2=3.6%
-3.88 (-5.96 to -1.80)
-6.11 (-10.71 to -1.50)
* Interaction (diference in mean diferences) 2.23 (95% CI -2.82 to 7.28)
82.99
17.01
-50
0
50
Subgroup and trial
Favours ESD
Favours no ESD
Mean
diference (95% CI)
-10
0
*
10
Favours ESD
Favours no ESD
Mean
diference (95% CI)
Weight
(%)
Fig 1 | Use of a deluded approach to analyse and present interactions in meta-analysis , illustrating how the effect of an
early supported hospital discharge (ESD) strategy might vary by whether a carer is present.5 Left panel presents the effect
of ESD for each subgroup within each trial, but ordered by subgroup; and right panel presents just the meta-analysed
effects for each subgroup. The difference between the effects in right panel gives a deluded analysis (mean difference of
2.23, 95% confidence interval −2.82 to 7.28, P=0.39). Research Methods and Reporting approach suggests that the presence of a carer does not
modify the effect of ESD (P=0.39). However, consider
how the data is actually being used: trial data is split
into participant subgroups, treatment effects are com-
bined within these subgroups, and are then compared
across subgroups. This process combines within-trial
and across-trial interaction estimates.3 The analysis is
again subject to ecological bias, although the addition
of across-trial information can provide a gain in power. How the treatment effect varies at the individual parti
cipant level (that is, the within-trial interaction) could be
exaggerated or masked by the across-trial interaction; we
are at risk of being deluded. In the large Montreal trial,w87
all participants had a carer, and hence this trial can
contribute only an across-trial interaction (web fig). proportion of trial participants with a carer present
increases, the benefit of ESD decreases (P<0.001, web
fig 1). This analysis focuses solely on how the overall
effect of ESD varies across trials with different propor-
tions of carers present, relying on an aggregated sum-
mary of the carer information for each trial rather than
considering whether the effect for an individual partic-
ipant varies according to the presence of a carer. Such
an analysis is easily confounded and is at risk of ecolog-
ical bias, whereby interactions at the aggregate (or “eco-
logical”) level might not reflect the true interaction at
the individual participant level.4 Given the available
data, this is a daft approach. Daft approach (across-trial interaction alone) This approach can be visualised by plotting the mean
difference in the length of hospital stay (ESD v standard
care) for each trial against the proportion of trial partic-
ipants who had a carer present. Fitting a meta-
regression6 to the data points, we find that as the Where suitable data were reported in published systematic reviews, reanalysis
showed that use of the different approaches can yield inconsistent results
T
ti
f
i t
ti
i
d ft
th d
d
i
hi
l
t ti
th t Testing for interactions using deft methods, and using a graphical presentation that
directly visualises this, should become standard practice the bmj | BMJ 2017;356:j573 | doi: 10.1136/bmj.j573 1 Research Methods and Reporting Deft approach (within-trial interaction alone) Sizing of squares are in proportion to the inverse of the variance of
the estimates. Note that the subgroup meta-analysis estimates do not match exactly those originally reported, because
we used a fixed effect model for simplicity, rather than the random-effects model used by the original authors. See also
web appendix A3 for references of studies and appendix B2 for details of statistical reanalysis Mean
diference (95% CI) Weight
(%) Weight
(%) Mean
diference (95% CI) Mean
diference (95% CI) * Interaction (diference in mean diferences) 2.23 (95% CI -2.82 to 7.28) Fig 1 | Use of a deluded approach to analyse and present interactions in meta-analysis , illustrating how the effect of an
early supported hospital discharge (ESD) strategy might vary by whether a carer is present.5 Left panel presents the effect
of ESD for each subgroup within each trial, but ordered by subgroup; and right panel presents just the meta-analysed
effects for each subgroup. The difference between the effects in right panel gives a deluded analysis (mean difference of
2.23, 95% confidence interval −2.82 to 7.28, P=0.39). Sizing of squares are in proportion to the inverse of the variance of
the estimates. Note that the subgroup meta-analysis estimates do not match exactly those originally reported, because
we used a fixed effect model for simplicity, rather than the random-effects model used by the original authors. See also
web appendix A3 for references of studies and appendix B2 for details of statistical reanalysis Fig 1 | Use of a deluded approach to analyse and present interactions in meta-analysis , illustrating how the effect of an
early supported hospital discharge (ESD) strategy might vary by whether a carer is present.5 Left panel presents the effect
of ESD for each subgroup within each trial, but ordered by subgroup; and right panel presents just the meta-analysed
effects for each subgroup. The difference between the effects in right panel gives a deluded analysis (mean difference of
2.23, 95% confidence interval −2.82 to 7.28, P=0.39). Sizing of squares are in proportion to the inverse of the variance of
the estimates. Note that the subgroup meta-analysis estimates do not match exactly those originally reported, because
we used a fixed effect model for simplicity, rather than the random-effects model used by the original authors. Research Methods and Reporting Adelaide 2000
Carer present
No carer
Belfast 2004
Carer present
No carer
London 1999
Carer present
No carer
Manchester 2001
Carer present
No carer
Montreal 2000
Carer present
No carer
Newcastle 1997
Carer present
No carer
Oslo 2000
Carer present
No carer
Stockholm 1998
Carer present
No carer
Trondheim 2004
Carer present
No carer
-6.50 (-25.65 to12.65)
29.50 (-2.82 to 61.82)
-11.90 (-28.31 to 4.51)
-63.90 (-123.59 to -4.21)
Insufcient data
-7.50 (-33.70 to 18.70)
4.90 (-10.31 to 20.11)
-15.80 (-29.45 to -2.15)
0.90 (-40.42 to 42.22)
Def analysis
-6.47 (-13.65 to 0.71)
P=0.077
Deluded analysis (See fg 1)
2.23 (-2.82 to 7.28)
P=0.39
Daf analysis
18.43 (8.16 to 28.69)
P<0.001
14.05
4.93
19.12
1.45
7.51
22.27
27.65
3.02
100.00
-50
0
50
Trial and subgroup
Favours ESD
Favours no ESD
Interaction (diference in
mean diferences)
(95% CI)
-50
0
50
Favours greater
efect of ESD with
carer present
Favours greater
efect of ESD with
no carer present
Interaction (diference in
mean diferences)
(95% CI)
Weight
(%)
Fig 2 | Use of a deft approach to analyse and present interactions in meta-analysis , illustrating how the effect of an early
supported hospital discharge (ESD) strategy might vary by whether a carer is present.5 The left panel again presents the
effect of ESD for each subgroup within each trial, but now ordered by trial. The right panel shows the interactions between
the effect of ESD and presence of a carer for each trial, along with a meta-analysis of the interaction estimates (mean
difference –6.64, 95% confidence interval –13.65 to 0.71, P=0.77; heterogeneity of interaction estimates: Q=12.8, df=7,
I2=45%). Daft and deluded interaction estimates are presented alongside for comparison. Squares are used to depict
treatment effect and circles the interaction effects, with sizing in proportion to the inverse of the variance of the
estimates 50
Favours no ESD
50
Favours greater
efect of ESD with
carer present Favours greater
efect of ESD with
no carer present Fig 2 | Use of a deft approach to analyse and present interactions in meta-analysis , illustrating how the effect of an early
supported hospital discharge (ESD) strategy might vary by whether a carer is present.5 The left panel again presents the
effect of ESD for each subgroup within each trial, but now ordered by trial. Research Methods and Reporting The right panel shows the interactions between
the effect of ESD and presence of a carer for each trial, along with a meta-analysis of the interaction estimates (mean
difference –6.64, 95% confidence interval –13.65 to 0.71, P=0.77; heterogeneity of interaction estimates: Q=12.8, df=7,
I2=45%). Daft and deluded interaction estimates are presented alongside for comparison. Squares are used to depict
treatment effect and circles the interaction effects, with sizing in proportion to the inverse of the variance of the
estimates Deft approach (within-trial interaction alone) See also
web appendix A3 for references of studies and appendix B2 for details of statistical reanalysis doi: 10.1136/bmj.j573 | BMJ 2017;356:j573 | the bmj Research Methods and Reporting Table 1 | Systematic literature review: presentation and analysis of treatment-covariate interactions
Primary method of analysis
No (%) of
meta-analyses
Primary method of presentation
Forest plot by
subgroup only
Forest plot by
subgroup and trial
Forest plot of
interactions
Kaplan-Meier
plots by subgroup
Line plots (for
continuous covariates)
No plot
Total No (%) of meta-analyses
82 (100)
35 (43)
7 (9)
2 (2)
7 (9)
3 (4)
28 (34)
Deft*
2 (2)
—
—
—
—
—
2 (2)
Deluded*
19 (23)
13 (16) §
3 (4)
—
—
—
3 (4)
Unclear†
54 (66)
20 (24)
3 (4)
2 (2)¶
6 (7)
2 (2)
21 (26)
Descriptive only‡
7 (9)
2 (2)
1 (1)
—
1 (1)
1 (1)
2 (2)
Primary methods of analysis and presentation were considered to be those either described as such, or appearing first in the article. Generally, only one method was used per review; the
exceptions are detailed below. *A statistical test was used that satisfies the definition of a deft or deluded approach as given in this article, including one stage models. †A statistical test was done (including one stage model fitting), but insufficient details were given for it to be definitely described as a daft, deluded, or deft analysis. ‡Results were presented by subgroup, but no statistical tests of interaction were reported or implied. §Two reviewsw54, w68 also stated that a deft analysis might be used for sensitivity; one did in fact present such a plot in an additional publication (see ¶). ¶Another revieww68 also presented a forest plot of interactions in their Cochrane Database review,8 but not in their peer reviewed journal article. Table 1 | Systematic literature review: presentation and analysis of treatment-covariate interactions used a deluded approach primarily, but stated an inten-
tion to carry out an additional deft analysis for sensitivity
(see footnotes to table 1 ).8 Table 1 summarises the analysis and presentation
methods used.f Efforts to advocate a deft approach2 9 (2% of analyses)
seem to have been largely unheeded, while the deluded
approach remains popular (23% of analyses). Encour-
agingly, no daft analyses were explicitly reported. How-
ever, in our sample, the majority of reviews (66% of
analyses) provided insufficient information to identify
whether a daft, deluded, or deft analysis was carried
out. Reanalysis of published data from systematic literature
review Six meta-analyses from our review5, w21, w28, w38, w47, w61
presented sufficient data to allow reanalysis of 31 inter-
actions, providing useful insight into the implications
of using the three approaches. This reanalysis (web
appendix B) is itself a demonstration that aggregate
data, albeit in this case derived from IPD, can be
analysed by any approach. Our results suggest that, in
practice, only deluded or deft analyses are used. How-
ever, deluded analyses combine information from daft
and deft analyses, which we found to be poorly cor-
related (fig 2), demonstrating why a deluded analysis
might be misleading. In practice, we found deluded
analyses were more likely to be significant at the 5%
level than deft analyses (16% v 6%). The majority of reviews (56% of 82) tested for interac-
tion exclusively by calculating the treatment difference
between just two participant level subgroups, even
where the underlying data were continuous or ordinal. Such collapsing of data is known to be suboptimal,
both in terms of power and bias, as well as biologically
implausible.12 Considering the low power inherent in
interaction testing, this suggests that the analysis of
interactions could be better planned.13 We next made a descriptive assessment of levels of
agreement between effect estimates from deluded and
deft analyses.14 Our results (fig 4 ) show that deluded
analysis did not result in a systematic bias in effect size, In our sample, other than presenting no plot at all
(34% of reviews), the most common presentational
approach (43%) by far was to present summary treat-
ment effects within each covariate subgroup (fig 1 , right
panel). As illustrated above, this approach invites read-
ers to combine within-trial and across-trial interaction
estimates, potentially deluding them about the strength
of the evidence. A minority of reviews (9%) expanded
on this, presenting data by trial within each subgroup
(fig 1, left panel). This approach has more to commend
it, because more information is displayed; indeed, it
provides sufficient data to allow the reanalyses reported
in the next section. Research Methods and Reporting This includes both so-called one stage modelling
approaches (83% of insufficiently described analy-
ses),10 which could be either deludedordeft,2 3 and other
commonly used but deluded approaches.5 10 Given that
such results might be used to inform clinical practice,
this lack of detail is disturbing.11 Systematic literature review of published interactions
between treatment effects and participant level
covariates one without, can be combined and presented by use of
standard meta-analytical techniques (fig 2, right
panel).7 In this case, the results show that having a
carer present increases the effect of ESD on duration of
hospital stay relative to standard care (P=0.077). The
right panel in figure 2, however, also shows some visual
evidence of heterogeneity (confirmed statistically
(I2=45%)) among the interaction estimates, suggesting
that presence of a carer might not be a wholly reliable
indicator of ESD efficacy. Appropriately, the Montreal
trial is not included in this deft analysis, because a
within-trial interaction is not estimable. Having highlighted what is at stake, we present the
results of our systematic review of the literature. We
searched Medline (2011-14) for IPD meta-analyses of
treatment efficacy that included at least one investiga-
tion of interaction between treatment and a partici-
pant level covariate (web appendix A). Our search
returned 184 unique results, of which 80 were eligible. However, one ineligible study cited two additional IPD
meta-analyses, giving a total of 82 eligible results. the bmj | BMJ 2017;356:j573 | doi: 10.1136/bmj.j573 3 Reanalysis of published data from systematic literature
review f d
/b
|
| h b
j
P value from daf analysis
P value from def analysis
0.0001
0.001
0.01
0.1
0.5
0.9
0.01
0.001
0.0001
0.1
0.5
0.9
Consistent direction of efect
Illustrative example (see fg 1)
Inconsistent direction of efect
Fig 3 | Scatter plot (logit scale) of P values from 31 deft
reanalyses (see web appendix B) of treatment-covariate
interactions against the corresponding daft reanalyses. Added lines are at P=0.1; arguably a suitable level of
significance for an interaction test for which a trial was not
powered P value from daf analysis
P value from def analysis
0.0001
0.001
0.01
0.1
0.5
0.9
0.01
0.001
0.0001
0.1
0.5
0.9
Consistent direction of efect
Illustrative example (see fg 1)
Inconsistent direction of efect Consistent direction of efect
Illustrative example (see fg 1)
Inconsistent direction of efect P value from def analysis Nevertheless, we prefer that treatment effects by sub-
group (fig 2 , left panel) or the resulting interactions (fig 2,
right panel) are plotted within each trial, because this
corresponds more directly with a deft analysis. Disap-
pointingly, only 2% of reviews adopted such an
approachw19, w55 by presenting within-trial interactions
and meta-analyses of these interactions together in a for-
est plot (fig 2, right panel). Two further reviewsw54, w68 Fig 3 | Scatter plot (logit scale) of P values from 31 deft
reanalyses (see web appendix B) of treatment-covariate
interactions against the corresponding daft reanalyses. Added lines are at P=0.1; arguably a suitable level of
significance for an interaction test for which a trial was not
powered Research Methods and Reporting Shaded area=Bland-Altman 95% limits of
agreement14; solid line represents mean difference (bias);
dashed lines are 95% confidence intervals around the
mean difference Fig 4 | Bland-Altman14 plot showing level of agreement
between treatment-covariate interactions from deluded
and deft analyses. Thirty one interactions were reanalysed,
but only 26 with outcomes measured by hazard ratios or
odds ratios were plotted. The remaining five interactions,
including our illustrative example, could not be included
since their outcomes were measured by mean differences
and were hence incompatible. Treatment-covariate
interactions (measured on the log scale) might have a
positive or a negative sign, but in this plot they have all
been set to negative. Hence, differences in interaction
effects below the zero line represent cases where a
deluded analysis gives a result in the same direction as,
but more extreme than, the equivalent deft analysis, and
vice versa. Shaded area=Bland-Altman 95% limits of
agreement14; solid line represents mean difference (bias);
dashed lines are 95% confidence intervals around the
mean difference Although a forest plot of treatment effects by covari-
ate subgroup (eg, fig 1 , right panel) might be considered
clinically useful, the visual and statistical comparison
of such effects in the meta-analysis context remains
deluded. This could invite claims regarding the efficacy
of treatments for particular participant subgroups with-
out appropriate regard to a test for interaction.19 Many
reviewers continue to use deluded analysis methods—
possibly because they have been widely used by well
respected groups for many years10—which risks mis-
leading conclusions and potentially inappropriate clin-
ical recommendations. i However, within-trial (deft) identification of interac-
tions is relatively rare,2 probably in part because of low
power. If the across-trial (daft) interaction provides
greater power,15 then both sources combined (deluded)
could substantially improve the power of the interac-
tion estimate over within-trial information alone, albeit
with an increased risk of ecological bias. This may be
particularly true where some trials, such as Montrealw87
in our illustrative example,5 only contribute data to one
subgroup and therefore cannot be included in a deft
analysis. Our reanalysis of the published data suggests
that ecological bias might be present in deluded analy-
ses even when based on a set of trials identical to that
used in the deft (data not shown). Hence, although a
deluded approach might have a role in exploratory
analyses or hypothesis generation, we strongly recom-
mend that this intention be made explicit. Research Methods and Reporting Moreover, in
such cases, within-trial, across-trial, and combined
interactions should be presented separately so that
readers will not be deluded. Rather, they can make their
own judgments about the usefulness or otherwise of the
daft estimate. although any individual analysis could differ from its
deft equivalent by up to 20% in either direction. There
seemed to be two distinct patterns of discrepancy. Firstly, the effect size as estimated from the deluded
analysis could be substantially larger than that from the
deft analysis, as also demonstrated by our illustrative
example (fig 2 ). This is likely a result of differences in
the distribution of participant characteristics across tri-
als,15 inducing a strong daft effect that confounded the
deluded result. Secondly, the effect size as estimated
from the deluded analysis could be comparable to that
from the deft analysis, except that the deft analysis
might not reach significance but the deluded analysis
does, by virtue of gaining power from the daft. Research Methods and Reporting Research Methods and Reporting Average efect size (hazard ratio or odds ratio)
% diference between deluded and def
-30
-10
0
10
20
30
-20
0.6
0.7
0.8
0.9
1.0
Pdeluded>0.1 and Pdef>0.1
Pdeluded<0.1 and Pdef<0.1
Pdeluded<0.1 and Pdef>0.1
Pdeluded<0.05 and Pdef>0.05 Average efect size (hazard ratio or odds ratio)
% diference between deluded and def
-30
-10
0
10
20
30
-20
0.6
0.7
0.8
0.9
1.0
Pdeluded>0.1 and Pdef>0.1
Pdeluded<0.1 and Pdef<0.1
Pdeluded<0.1 and Pdef>0.1
Pdeluded<0.05 and Pdef>0.05 Going forward, we recommend that trial investigators
routinely report all by-subgroup effect estimates gener-
ated by trial analyses.f Plotting treatment effects in each participant group
for each trial alongside a forest plot of the within-trial
interactions (fig 2 ) focuses attention on those effects
and their association with the interaction estimates. Use of circles instead of squares for the interaction esti-
mates2 (fig 2 , right panel) helps distinguish such plots
from those of main treatment effects. If space is limited,
the summary within-trial interaction effect2 for a series
of covariates can be displayed on one forest plot—for
example, figure 3 in reference 17 , which may be
accompanied by a more detailed plot for those analyses
meriting further exploration—for example, web figure 2
in reference 17 ). Further detail, to provide greater clar-
ity for what is currently a less familiar approach, could
be provided by a plot similar to the entirety of figure 2.f Average efect size (hazard ratio or odds ratio) Fig 4 | Bland-Altman14 plot showing level of agreement
between treatment-covariate interactions from deluded
and deft analyses. Thirty one interactions were reanalysed,
but only 26 with outcomes measured by hazard ratios or
odds ratios were plotted. The remaining five interactions,
including our illustrative example, could not be included
since their outcomes were measured by mean differences
and were hence incompatible. Treatment-covariate
interactions (measured on the log scale) might have a
positive or a negative sign, but in this plot they have all
been set to negative. Hence, differences in interaction
effects below the zero line represent cases where a
deluded analysis gives a result in the same direction as,
but more extreme than, the equivalent deft analysis, and
vice versa. doi: 10.1136/bmj.j573 | BMJ 2017;356:j573 | the bmj doi: 10.1136/bmj.j573 | BMJ 2017;356:j573 | the bmj Research Methods and Reporting doi:10.1016/S0140-6736(86)90837-8. 15
Simmonds MC, Higgins JP. Covariate heterogeneity in meta-analysis:
criteria for deciding between meta-regression and individual patient
data. Stat Med 2007;26:2982-99. doi:10.1002/sim.2768. 16
Fisher DJ. Two-stage individual participant data meta-analysis and
generalized forest plots. Stata J 2015;15:369-96. 17
NSCLC Meta-analysis Collaborative Group. Preoperative
chemotherapy for non-small-cell lung cancer: a systematic review an
meta-analysis of individual participant data. Lancet 2014;383:1561-
71. doi:10.1016/S0140-6736(13)62159-5. 18
Vale CL, Tierney JF, Fisher D, et al. Does anti-EGFR therapy improve
outcome in advanced colorectal cancer? A systematic review and
meta-analysis. Cancer Treat Rev 2012;38:618-25. doi:10.1016/j. ctrv.2011.11.002. 19
Zhang S, Liang F, Li W, Hu X. Subgroup Analyses in Reporting of Phase
III Clinical Trials in Solid Tumors. J Clin Oncol 2015;33:1697-702. doi:10.1200/JCO.2014.59.8862. 20 Tierney JF, Vale C, Riley R, et al. Individual participant data (IPD)
meta-analyses of randomised controlled trials: Guidance on their use
PLoS Med 2015;12:e1001855. doi:10.1371/journal.pmed.1001855. Appendix: Supplementary material commercial use, provided the original work is properly cited. See:
http://creativecommons.org/licenses/by/4.0/ commercial use, provided the original work is properly cited. See:
http://creativecommons.org/licenses/by/4.0/ to judge whether models have been correctly specified
so as to accomplish this.13 Furthermore, it is not obvi-
ous how best to present graphically the results of a one
stage model. We would recommend that it be used pri-
marily for inference, while an additional two stage
model (which can produce only deft results) is used as
the basis of the forest plot. This approach has previ-
ously been suggested in the context of main treatment
effects.20 1
Stewart LA, Tierney JF. To IPD or not to IPD? Advantages and
disadvantages of systematic reviews using individual patient data. Eval Health Prof 2002;25:76-97. doi:10.1177/0163278702025001006. f
doi:10.1177/0163278702025001006. 2
Fisher DJ, Copas AJ, Tierney JF, Parmar MK. A critical review of methods
for the assessment of patient-level interactions in individual
participant data meta-analysis of randomized trials, and guidance for
practitioners. J Clin Epidemiol 2011;64:949-67. doi:10.1016/j. jclinepi.2010.11.016. 3
Riley RD, Lambert PC, Staessen JA, et al. Meta-analysis of continuous
outcomes combining individual patient data and aggregate data. Stat
Med 2008;27:1870-93. doi:10.1002/sim.3165. Our example (fig 1 ) shows how to proceed with a
binary covariate. Categorical participant level covari-
ates, such as disease severity, also featured prominently
in our literature review. Research Methods and Reporting If such covariates have a natural
ordering, a deft meta-analysis of within‑trial interac-
tions can be carried out assuming a linear trend across
categories.2 Continuous variables such as age should
not be categorised for statistical testing, because this
loses power; worse, the choice of categorisation might
affect the magnitude and statistical significance of the
results.12 In the case of categorical covariates where a
linear trend is not an appropriate assumption, it is pos-
sible to do a global test of interaction. This simply tests
for some variation in treatment effect across participant
subgroups without specifying its nature; but the risk of
ecological bias in this context is unclear. Recommendations for analysis and presentation of
interaction data Poor reporting and presentation, particularly when com-
bined with inappropriate methods, is a key shortcoming
of interaction analyses. Given that a deft analysis is at the
least risk of bias, and can be clearly presented and read-
ily interpreted, it should be the preferred approach for
assessing participant level interactions aimed at influ-
encing clinical practice. This can be achieved (eg, using
Stata16 ) with either IPD17 or aggregate data; although the
aggregate data requires treatment effects to be reported
by subgroup or similar.18 If these are not available, but
interaction analysis remains an important component of
the research project, we recommend requesting suitable
aggregate data, or the full IPD, from the trial investigators. The two stage approach we recommend here has
been criticised for being overly simple, inflexible, and
possibly underpowered. Certainly, one stage models
fitted to the entire dataset simultaneously allow for
greater complexity; but an assessment of their relative
power is confounded by their ability to produce either
deluded or deft results depending on the separation of
within-trial and across-trial effects.2 3 Unfortunately, we
have found that the details required are rarely provided 5 the bmj | BMJ 2017;356:j573 | doi: 10.1136/bmj.j573 Research Methods and Reporting Conclusions 10 10 Simmonds MC, Higgins JPT, Stewart LA, Tierney JF, Clarke MJ,
Thompson SG. Meta-analysis of individual patient data from
randomized trials: a review of methods used in practice. Clin Trials
2005;2:209-17. doi:10.1191/1740774505cn087oa. Investigating associations between the effects of treat-
ments or other interventions and participant level covari-
ates can help identify who is most likely to benefit, and
allow treatments to be targeted appropriately. In an era
when such investigations are increasingly common, deft
analysis and presentation should be the recommended
approach for reliably informing clinical practice. 11
Donegan S, Williams L, Dias S, Tudur-Smith C, Welton N. Exploring
treatment by covariate interactions using subgroup analysis and
meta-regression in cochrane reviews: a review of recent practice. PLoS One 2015;10:e0128804. doi:10.1371/journal.pone.0128804. 11
Donegan S, Williams L, Dias S, Tudur-Smith C, Welton N. Exploring
treatment by covariate interactions using subgroup analysis and
meta-regression in cochrane reviews: a review of recent practice. PLoS One 2015;10:e0128804. doi:10.1371/journal.pone.0128804. 12
Royston P, Ambler G, Sauerbrei W. The use of fractional polynomials to
model continuous risk variables in epidemiology. Int J Epidemiol
1999;28:964-74. doi:10.1093/ije/28.5.964. 12
Royston P, Ambler G, Sauerbrei W. The use of fractional polynomials to
model continuous risk variables in epidemiology. Int J Epidemiol
1999;28:964-74. doi:10.1093/ije/28.5.964. 12
Royston P, Ambler G, Sauerbrei W. The use of fractional polynomials to
model continuous risk variables in epidemiology. Int J Epidemiol
1999;28:964-74. doi:10.1093/ije/28.5.964. Contributors: JFT and DJF conceived the initial idea and drafted the
manuscript. DJF carried out the systematic literature review, performed
the reanalysis of published data, and created the figures. He is the
guarantor. JRC provided additional statistical expertise, and JRC and
JFT helped revise the manuscript structure. All authors contributed to
critical discussions of the ideas, commented on versions of the
manuscript, and approved the final submission. 13
Simmonds M, Stewart G, Stewart L. A decade of individual participant
data meta-analyses: A review of current practice. Contemp Clin Trials
2015;45(Pt A):76-83. doi:10.1016/j.cct.2015.06.012. j
14
Bland JM, Altman DG. Statistical methods for assessing agreement
between two methods of clinical measurement. Lancet 1986;1:307-
10. doi:10.1016/S0140-6736(86)90837-8. j
14
Bland JM, Altman DG. Statistical methods for assessing agreement
between two methods of clinical measurement. Lancet 1986;1:307-
10. doi:10.1016/S0140-6736(86)90837-8. 15
Simmonds MC, Higgins JP. Covariate heterogeneity in meta-analysis:
criteria for deciding between meta-regression and individual patient
data. Stat Med 2007;26:2982-99. doi:10.1002/sim.2768. 15
Simmonds MC, Higgins JP. Covariate heterogeneity in meta-analysis:
criteria for deciding between meta-regression and individual patient
data. See rights and reprints http://www.bmj.com/permissions Research Methods and Reporting commercial use, provided the original work is properly cited. See:
http://creativecommons.org/licenses/by/4.0/
1
Stewart LA, Tierney JF. To IPD or not to IPD? Advantages and
disadvantages of systematic reviews using individual patient data
Eval Health Prof 2002;25:76-97. doi:10.1177/0163278702025001006. 2
Fisher DJ, Copas AJ, Tierney JF, Parmar MK. A critical review of method
for the assessment of patient-level interactions in individual
participant data meta-analysis of randomized trials, and guidance fo
practitioners. J Clin Epidemiol 2011;64:949-67. doi:10.1016/j. jclinepi.2010.11.016. 3
Riley RD, Lambert PC, Staessen JA, et al. Meta-analysis of continuous
outcomes combining individual patient data and aggregate data. Sta
Med 2008;27:1870-93. doi:10.1002/sim.3165. 4
Berlin JA, Santanna J, Schmid CH, Szczech LA, Feldman HI. Anti-Lymphocyte Antibody Induction Therapy Study Group. Individua
patient- versus group-level data meta-regressions for the
investigation of treatment effect modifiers: ecological bias rears its
ugly head. Stat Med 2002;21:371-87. doi:10.1002/sim.1023. 5
Fearon P, Langhorne P. Early Supported Discharge Trialists. Services
for reducing duration of hospital care for acute stroke patients. Cochrane Database Syst Rev 2012;9:CD000443. 6
Thompson SG, Higgins JP. How should meta-regression analyses be
undertaken and interpreted?Stat Med 2002;21:1559-73. doi:10.1002
sim.1187. 7
Deeks JJ, Higgins JPT, Altman DG, et al. Analysing data and undertakin
meta-analyses. In: Higgins JPT, Green S, eds. Cochrane Handbook for
Systematic Reviews of Interventions. 2008: 243-
96doi:10.1002/9780470712184.ch9. 8
Ronellenfitsch U, Schwarzbach M, Hofheinz R, et al. GE
Adenocarcinoma Meta‐analysis Group. Perioperative chemo(radio)
therapy versus primary surgery for resectable adenocarcinoma of the
stomach, gastroesophageal junction, and lower esophagus. Cochran
Database Syst Rev 2013;5:CD008107. 9
Thompson SG, Higgins JP. Treating individuals 4: can meta-analysis
help target interventions at individuals most likely to benefit?Lancet
2005;365:341-6. doi:10.1016/S0140-6736(05)70200-2. 10 Simmonds MC, Higgins JPT, Stewart LA, Tierney JF, Clarke MJ,
Thompson SG. Meta-analysis of individual patient data from
randomized trials: a review of methods used in practice. Clin Trials
2005;2:209-17. doi:10.1191/1740774505cn087oa. 11
Donegan S, Williams L, Dias S, Tudur-Smith C, Welton N. Exploring
treatment by covariate interactions using subgroup analysis and
meta-regression in cochrane reviews: a review of recent practice. PLoS One 2015;10:e0128804. doi:10.1371/journal.pone.0128804. 12
Royston P, Ambler G, Sauerbrei W. The use of fractional polynomials t
model continuous risk variables in epidemiology. Int J Epidemiol
1999;28:964-74. doi:10.1093/ije/28.5.964. 13
Simmonds M, Stewart G, Stewart L. A decade of individual participan
data meta-analyses: A review of current practice. Contemp Clin Trials
2015;45(Pt A):76-83. doi:10.1016/j.cct.2015.06.012. 14
Bland JM, Altman DG. Statistical methods for assessing agreement
between two methods of clinical measurement. Lancet 1986;1:307-
10. Conclusions Stat Med 2007;26:2982-99. doi:10.1002/sim.2768. Funding: This work was supported by the UK Medical Research
Council (MRC) via core funding for the MRC Clinical Trials Unit at
University College London, and grant funding for the MRC London Hub
for Trials Methodology Research (MC_EX_G0800814). The funders had
no role in study design, data collection and analysis, decision to
publish, or preparation of the manuscript. 16
Fisher DJ. Two-stage individual participant data meta-analysis and
generalized forest plots. Stata J 2015;15:369-96. 16
Fisher DJ. Two-stage individual participant data meta-analysis and
generalized forest plots. Stata J 2015;15:369-96. 17
NSCLC Meta-analysis Collaborative Group. Preoperative
chemotherapy for non-small-cell lung cancer: a systematic review and
meta-analysis of individual participant data. Lancet 2014;383:1561-
71. doi:10.1016/S0140-6736(13)62159-5. Competing interests: All authors have completed the ICMJE uniform
disclosure form at www.icmje.org/coi_disclosure.pdf and declare: no
support from any organisation for the submitted work; no financial
relationships with any organisations that might have an interest in the
submitted work in the previous three years; no other relationships or
activities that could appear to have influenced the submitted work. 18
Vale CL, Tierney JF, Fisher D, et al. Does anti-EGFR therapy improve
outcome in advanced colorectal cancer? A systematic review and
meta-analysis. Cancer Treat Rev 2012;38:618-25. doi:10.1016/j. ctrv.2011.11.002. 19
Zhang S, Liang F, Li W, Hu X. Subgroup Analyses in Reporting of Phase
III Clinical Trials in Solid Tumors. J Clin Oncol 2015;33:1697-702. doi:10.1200/JCO.2014.59.8862. 19
Zhang S, Liang F, Li W, Hu X. Subgroup Analyses in Reporting of Phase
III Clinical Trials in Solid Tumors. J Clin Oncol 2015;33:1697-702. doi:10.1200/JCO.2014.59.8862. Provenance and peer review: Not commissioned; externally peer
reviewed. 20 Tierney JF, Vale C, Riley R, et al. Individual participant data (IPD)
meta-analyses of randomised controlled trials: Guidance on their use. PLoS Med 2015;12:e1001855. doi:10.1371/journal.pmed.1001855. This is an Open Access article distributed in accordance with the terms
of the Creative Commons Attribution (CC BY 4.0) license, which
permits others to distribute, remix, adapt and build upon this work, for Appendix: Supplementary material Subscribe: http://www.bmj.com/subscribe See rights and reprints http://www.bmj.com/permissions
|
https://openalex.org/W4225641624
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https://digibug.ugr.es/bitstream/10481/74358/1/8%20The%20productive%20vocabulary%20of%20multimodal%20and%20unimodal%20English%20as.pdf
|
English
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The productive vocabulary of multimodal and unimodal English as a Foreign Language learners
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Porta linguarum
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cc-by
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The productive vocabulary of multimodal and
unimodal English as a foreign language learners Alejandra Montero-SaizAja
Universidad de La Rioja Received: 30 May / Accepted: 7 January
DOI: 10.30827/portalin.vi.21389
ISSN paper edition: 1697-7467, ISSN digital edition: 2695-8244 Received: 30 May / Accepted: 7 January
DOI: 10.30827/portalin.vi.21389
ISSN paper edition: 1697-7467, ISSN digital edition: 2695-8244 ABSTRACT: This study investigated the productive vocabulary of EFL learners divided
into two groups: multimodal (preference for two or three perceptual learning styles) and
unimodal (preference for one perceptual learning style). The objectives of this research were
twofold: (1) to identify the productive vocabulary of multimodal and unimodal EFL learners;
and (2) to ascertain whether there were statistically significant differences between product-
ive vocabulary and the preferences for learning (multimodality or unimodality). The sample
consisted of 60 Spanish EFL learners (24 multimodal and 36 unimodal) in the 12th grade. The data collection instruments were the Learning Style Survey (Cohen et al., 2009) to
divide the informants into multimodal and unimodal learners, and the 2,000-word version
of the Productive Vocabulary Levels Test (Laufer & Nation, 1995, 1999) to measure their
productive vocabulary. Then, data were coded and subjected to quantitative analyses. The
findings indicated that multimodal learners had more productive vocabulary (1,186 words)
than their unimodal peers (948 words). However, there were not statistically significant dif-
ferences between multimodal and unimodal learners in their productive vocabulary. How-
ever, both the effect size and the strength of association were large. Therefore, the results
suggested that EFL learners employed different sensory modalities to learn vocabulary. Key words: multimodality, unimodality, productive vocabulary, perceptual learning style
preferences, English as a Foreign Language. Key words: multimodality, unimodality, productive vocabulary, perceptual learning style
preferences, English as a Foreign Language. 139-153 139-153 Monograph IV, 2022 139-153 Vocabulario productivo de estudiantes multimodales y unimodales aprendices de inglés
como lengua extranjera RESUMEN: Este estudio investigó el vocabulario productivo de aprendices de inglés como
lengua extranjera multimodales (preferencia por dos o tres estilos de aprendizaje) y uni-
modales (preferencia por un estilo de aprendizaje). Los objetivos fueron: (1) identificar el
vocabulario productivo de los estudiantes multimodales y unimodales; y (2) determinar si se
encontraron diferencias estadísticamente significativas entre el vocabulario productivo y las
preferencias en el aprendizaje (multimodalidad o unimodalidad). La muestra la formaron 24
alumnos multimodales y 46 unimodales, aprendices de inglés como lengua extranjera de 2º
de Bachillerato. Los instrumentos utilizados fueron el Learning Style Survey (Cohen et al.,
2009), para dividir a los alumnos en multimodales y unimodales, y el Productive Vocabulary
Levels Test (Laufer & Nation, 1995, 1999) para medir el vocabulario productivo. A conti-
nuación, los datos fueron codificados y sometidos a análisis cuantitativos. Los resultados in-
dicaron que los alumnos multimodales presentaron un mayor vocabulario productivo (1.186
palabras) que los unimodales (948 palabras). No había diferencias estadísticamente signifi-
cativas en el vocabulario productivo de los alumnos multimodales y unimodales, aunque el 139 Monograph IV January 2022 January 2022 tamaño del efecto y la fuerza de asociación fueron grandes. Estos resultados sugieren que
los aprendices de inglés como lengua extranjera utilizan diferentes modalidades sensoriales
para aprender vocabulario. Palabras clave: multimodalidad, unimodalidad, vocabulario productivo, estilos de apren-
dizaje de percepción, inglés como lengua extranjera. 1. Introduction Vocabulary acquisition is a crucial element of learning a foreign language (FL) because,
as Meara (1996) observed, “all other things being equal, learners with big vocabularies are
more proficient in a wide range of language skills than learners with smaller vocabularies”
(p. 37). It was not until the 1980s when L2 vocabulary acquisition research started to gradu-
ally acquire relevance and when investigations began to proliferate (Meara, 1980). However,
productive vocabulary knowledge has not been thoroughly investigated (e.g., Castro García,
2017; Laufer & Nation, 1999; Meara & Miralpeix, 2021). In an FL classroom, L2 vocabulary
learning might be affected by learners’ individual differences. Language learners use different
sensory modalities (visual, auditory, or tactile/kinesthetic), also called perceptual learning
styles, to process information and learn vocabulary. These learners might use a specific sensory
modality (unimodal learners), or a combination of sensory modalities in balance (multimodal
learners). Although the relationship between L2 vocabulary and perceptual learning styles
has been investigated (e.g., Hatami, 2018; Pouwels, 1992; Tight, 2010), to the best of the
author’s knowledge, no study has examined the influence of perceptual learning styles on
productive vocabulary, considering learners’ multimodal and unimodal learning preferences. The present study explores the productive vocabulary knowledge of EFL learners in
the last course of Spanish post-secondary education (2nd of Baccalaureate, equivalent to the
12th grade), based on their multimodal and unimodal learning preferences. This research is
of paramount importance for FL education, since it reveals the number of words available
for communication, and it unveils whether the preference for one or several perceptual
learning styles contributes to the development of productive vocabulary. EFL teachers could
acknowledge their students’ learning preferences and whether more instruction on vocabulary
is required. In this regard, teachers could plan their classes and teaching materials according
to their students’ needs. 2.1. Vocabulary Vocabulary is a fundamental aspect in foreign language acquisition (FLA) (Laufer, 1998;
Meara, 1990; Nation, 1990), since the knowledge of the vocabulary of a language would allow
learners to communicate effectively. Researchers have investigated the number of words that
are necessary to understand both written and spoken texts in a foreign language. However,
a consensus has not been reached regarding the exact vocabulary size. For example, 3,000 140 Alejandra Montero-SaizAja
The productive vocabulary of multimodal and unimodal English as... Alejandra Montero-SaizAja
The productive vocabulary of multimodal and unimodal English as... word families are required to comprehend a text, 5,000 word families to read for pleasure,
8,000 to 9,000 word families to understand a written text and 6,000 to 7,000 word families
for a spoken text (Laufer & Aviad-Levitzky, 2017; Nation, 2006; van Zeeland & Schmitt,
2013). Research on word frequency has indicated that the knowledge of the 2,000-3,000
most frequent words would allow FL learners to communicate both orally and in written
form (Nation & Waring, 1997; Schmitt & Schmitt, 2014; van Zeeland & Schmitt, 2013). Therefore, investigations on the vocabulary size of EFL learners would allow teachers and
researchers to acknowledge their threshold vocabulary level and whether more instruction
is necessary to read and comprehend texts (Laufer, 1998; Laufer & Aviad-Levitzky, 2017). It would also be beneficial for learners to know their most challenging aspects to be able
to address them and enhance their learning. Two types of vocabulary can be distinguished: receptive and productive. Receptive
vocabulary concerns the perception of a linguistic form and the understanding of its meaning
in listening and reading (Meara, 1990). Productive vocabulary, on the other hand, involves
the production of words in speaking and writing to convey meaning (Nation, 2001). Product-
ive vocabulary can be classified into two types: controlled and free. Controlled productive
vocabulary pertains to the production of words when they are triggered by a task (see Sec-
tion 3.2.2.). In contrast, free productive vocabulary refers to the use of words at one’s free
will (Laufer & Nation, 1999). In this regard, words are not prompted but used by learners
by choice, such as in a writing task. It is widely acknowledged that receptive vocabulary
precedes productive vocabulary and it is larger (e.g., Cheng & Matthews, 2018; Nation,
1990; Webb, 2008). Productive vocabulary has been underinvestigated, and few assessment
methods exist to estimate it. 2.1. Vocabulary Among them, the Lexical Frequency Profile (Laufer & Nation,
1995) measures free productive vocabulary through a composition task, whilst the Productive
Vocabulary Levels Test (PVLT) (Laufer & Nation, 1995, 1999) assesses controlled product-
ive vocabulary. On the other hand, Webb (2008) used translation tests. Another method has
been to use a word association task, in which prompts related to daily life situations act
as cues so that test takers can write the words that first come to their minds (e.g., Jiménez
Catalán, 2014; Jiménez Catalán & Montero-SaizAja, 2020). The present study is devoted to
controlled productive vocabulary, since our aim is to ascertain the amount of words learners
are ready to use for effective communication. Research on productive vocabulary is essential
to acknowledge the vocabulary size of FL learners in a given educational level and context,
and to tackle any issues that might arise in the acquisition of vocabulary. 2.2. Perceptual learning styles Learning styles are also fundamental elements in FLA, since they allow teachers and
researchers to identify the different learning preferences that learners have. They can be
defined as “an individual’s natural, habitual, and preferred way(s) of absorbing, processing,
and retaining new information and skills” (Reid, 1995, p. viii). However, learning styles
have been sharply criticized. Supporters (e.g., Barbe et al., 1979; Lovelace, 2005) advocate
the matching of teaching and learning styles for effective learning. Other researchers (e.g.,
Pashler et al., 2009; Willingham et al., 2015) are against this idea because no conclusive
evidence has been found. We agree with the latter viewpoint in that matching both styles will
not ensure successful learning. Notwithstanding, we support a balanced instruction in which 141 Monograph IV January 2022 January 2022 teachers consider all learning styles in the classroom (not all at the same time as proponents
argue) so that students can get the most out of their learning (e.g., Natividad & Batang,
2018; Payaprom & Payaprom, 2020). From the large number of models and classifications
that have been proposed (e.g., Briggs Myers, 1962; Coffield et al., 2004; McCarthy, 1990),
perceptual learning styles were selected because they are the most significant perceptual
modalities that can be found in an FL classroom (Barbe et al., 1979; Tight, 2010). Perceptual learning styles, also referred to as modality preferences or learning preferences,
are “the variations among learners in using one or more senses to understand, organize and
retain experience” (Reid, 1987, p. 89). The senses of sight, hearing, and touch are thought
to be the most relevant modalities found in an FL classroom (Barbe et al., 1979; Tight,
2010). Therefore, this study will be dedicated to the visual, auditory, and tactile/kinesthetic
perceptual learning styles, as they make teachers aware of how their students prefer to
learn. Visual learners like to receive information through the sense of sight. They enjoy
reading, seeing charts, images, and taking detailed notes. Auditory learners like to receive
information through hearing. They prefer listening to lectures, oral instructions, participating
in discussions, and role-play activities. Tactile and kinesthetic styles are usually grouped
together because, although they are not the same, they are somehow related. Tactile learners
prefer to learn through the sense of touch, whereas kinesthetic learners like learning through
movement. These learners like moving, doing experiments, or building things (Dörnyei, 2005;
Dörnyei & Ryan, 2015; Oxford, 2003). All in all, FL learners can have a unique preference
for learning (unimodal learners), or they can have a mixed-modality preference (multimodal
learners) and use two or three styles in balance. Research on perceptual learning styles is
crucial because it indicates the general preferences for learning a FL, and it sheds some light
on the FL learning process. It also makes learners cognizant of their learning preferences,
as well as their strengths and weaknesses. 2.3. Review of studies Few studies have examined the relationship between L2 vocabulary learning and percep-
tual learning styles. For example, Shen (2010) investigated the effect of perceptual learning
style preferences on L2 lexical inferencing with EFL university students in Taiwan. Before
inferencing strategy instruction, results suggested that group learners achieved the best out-
comes in the lexical inferencing test, followed by individual, kinesthetic, tactile, auditory,
and visual learners. In the lexical inferencing posttest, auditory and visual learners outper-
formed the other participants. Similarly, Tight (2010) researched the relationship between
perceptual learning style matching and the acquisition and retention of L2 Spanish nouns
with American university students. Regarding unimodal learners, visual was reported to be
their most favored modality (38%), followed by auditory (16%), and tactile/kinesthetic (9
%) modalities. Visual was also the preferred modality of multimodal learners (15%), fol-
lowed by auditory (12%), and tactile/kinesthetic (5%) modalities. In fact, the rest (4%) were
multimodal learners who had a tie between their two highest modalities. Findings indicated
that mixed modality instruction was the most beneficial for the acquisition and retention of
L2 vocabulary. Moreover, style matching seemed to result in a greater retention than style
mismatching. Other studies found that the relationship between L2 vocabulary learning and perceptual
learning styles was not effective. Yeh and Wang (2003) studied whether Taiwanese EFL 142 Alejandra Montero-SaizAja
The productive vocabulary of multimodal and unimodal English as... Alejandra Montero-SaizAja
The productive vocabulary of multimodal and unimodal English as... university students’ perceptual learning styles influenced the effectiveness of three types
of vocabulary annotations (text annotation only, text plus picture, and text plus picture and
sound). Results suggested that the text plus picture vocabulary annotation was the most
effective. However, perceptual learning styles did not appear to influence the effectiveness
of vocabulary annotations. They tended to prefer visual to auditory annotations. Likewise,
Kassaian (2007) examined whether matching the instructional method (visual or aural) with
Iranian EFL university students’ perceptual learning styles enhanced their vocabulary acquis-
ition and retention. Findings indicated that the words which were presented visually were
acquired and retained better than auditory ones, despite being visual or auditory learners. Results also showed that perceptual learning styles did not have an effect on the retention
of the material instructed. 2.3. Review of studies In the same vein, Hatami (2018) explored whether there was a
relationship between Iranian EFL university students’ perceptual learning styles and L2 in-
cidental vocabulary acquisition and retention through reading, when matched to their input
mode. Most of the participants were visual learners (47%) followed by mixed-modality
preference (33%), tactile/kinesthetic (11%), and auditory (9%) learners. Significant differ-
ences between the reading group and incidental vocabulary acquisition and retention were
not found. Findings also revealed that perceptual learning style matching did not influence
incidental word learning through reading. g
g
g
On the other hand, Pouwels’ (1992) research showed mixed results. He investigated
the impact of perceptual learning styles on a vocabulary test using pictorial, verbal and
pictorial-verbal aids in L2 university students in the United States. Most informants were
visual learners (41.77%), followed by auditory (29.11%) and parity (29.11%) learners. Res-
ults confirmed that parity learners obtained better results in the vocabulary test, followed
by visual and auditory learners. Findings also indicated a statistically significant positive
correlation between visual learners and the combination of picture and verbal aids, but the
correlation was negative with auditory learners. As it can be inferred from this review of studies, no concluding evidence has been found
to support the relationship between perceptual learning styles and L2 vocabulary learning. Furthermore, these studies only investigated intentional (Kassaian, 2007; Pouwels, 1992;
Tight, 2010), and incidental (Hatami, 2018) L2 vocabulary acquisition, lexical inferencing
(Shen, 2010), or vocabulary annotations (Yeh & Wang, 2003). However, investigations into
the productive vocabulary size of multimodal (mixed-modality preference) and unimodal
(single modality preference) EFL learners are lacking in the literature. The current study
aims at contributing to fill this gap in L2 vocabulary and perceptual learning style studies
by examining the productive vocabulary size of multimodal and unimodal EFL learners
and identifying whether perceptual learning style preferences influence the knowledge of
productive vocabulary. This investigation would determine whether the preference for one
or several modalities when learning EFL vocabulary contributes to a higher productive
vocabulary knowledge. It would make EFL teachers aware of their students’ vocabulary size
and learning preferences, and it would indicate whether new instructional approaches are
needed. Therefore, this study addresses the following research questions: 1. What is the productive vocabulary knowledge of multimodal and unimodal EFL
learners?i 1. What is the productive vocabulary knowledge of multimodal and unimodal EFL
learners?i 2. Monograph IV Monograph IV January 2022 January 2022 3. Methodology This study is a quantitative, cross-sectional, descriptive, and correlational research This study is a quantitative, cross-sectional, descriptive, and correlational research. 3.1. Participants A group of 60 EFL learners participated in this investigation. This group comprised
24 multimodal (mixed-modality preference) and 36 unimodal (single modality preference)
students. They attended the last course of Spanish post-secondary education (equivalent to
the 12th grade) in a state school in La Rioja, a monolingual autonomous community in the
north of Spain. Their mean age was 17.1 years old, and all of them were learning English
as a Foreign Language, which was taught as a curricular subject. Their instructional level
was B1, which was the level assigned to this course by the educational board of this com-
munity. Respondents differed in their mother tongue. The majority of them (78.33%) had
Spanish as their L1, but the rest (21.67%) had other languages as their mother tongue, which
were only spoken at home. Their L1 was Arabic (10 %), Bulgarian (1.67%), Macedonian
(3.33%), and Romanian (6.6 %). 3.2. Data collection instruments 3.2.1. Learning Style Survey (LSS) 3.2.1. Learning Style Survey (LSS) The Learning Style Survey (LSS) was developed by Cohen et al. (2009) to determine
eleven learning style preferences. However, only the first part of this questionnaire “How
I use my physical senses” was selected for this study. This part pertains to the perceptual
learning styles (visual, auditory, and tactile/kinesthetic), which are the styles we use to
divide learners into multimodal and unimodal. It is composed of 30 behavioral statements:
10 each correspond to the visual, auditory, and tactile/kinesthetic modalities. Reflecting on
their behavior in learning, the participants had to circle their answer based on a five-point
Likert scale (ranging from 0 = never to 4 = always). For example, item one reads as follows:
“I remember something better if I write it down.” This questionnaire was selected for four
reasons. Firstly, it is appropriate for language learning. Secondly, items are more L2 specific
than in the Perceptual Learning Style Preference Questionnaire (Reid, 1987) and the Style
Analysis Survey (SAS) (Oxford, 1995), since “it contains some L2-learning specific items,
mixed with non-subject-specific ones” (Dörnyei, 2005, p. 146). Thirdly, it includes one part
which examines perceptual learning styles specifically, it is based on Oxford’s SAS (1995)
and it is an improved version (Cohen & Weaver, 2005). And finally, the test re-test reliab-
ility of the first part of this survey is reported to have a correlation of .74 (Tight, 2010). 2.3. Review of studies Are there any statistically significant differences between productive vocabulary
and the preferences for learning of EFL learners? 143 Monograph IV 3.2.2. Productive Vocabulary Levels Test (PVLT) The Productive Vocabulary Levels Test (PVLT), designed by Laufer and Nation (1995,
1999), was used to determine the controlled productive vocabulary knowledge of the inform-
ants. It is a quantitative measure which examines vocabulary growth by analyzing discrete,
selective, and context dependent vocabulary (Moreno Espinosa, 2010). Particularly, the 144 Alejandra Montero-SaizAja
The productive vocabulary of multimodal and unimodal English as... Alejandra Montero-SaizAja
The productive vocabulary of multimodal and unimodal English as... 2,000-word parallel version (version A + version C) was selected, since the knowledge of
the 2,000 most frequent words seems to allow learners to communicate both orally and in
written form in a foreign language (Nation & Waring, 1997; Schmitt & Schmitt, 2014; van
Zeeland & Schmitt, 2014). This version consists of 30 different sentence contexts where
students have to complete the word that fits in each particular sentence. The first letters are
provided in each sentence in order to trigger the target word. It is considered to be a reliable
and valid measure of productive vocabulary size (Laufer & Nation, 1999). For example,
the first item reads as follows: “They will restore the house to its orig_______ state.” We
decided to choose this instrument because our objective was to measure controlled productive
vocabulary, specifically the 2,000-word version. These are high-frequency words which belong
to the basic vocabulary of the language (Nation, 2006). Knowing those words would imply
that learners would be able to use them effectively in different communicative contexts. Monograph IV Monograph IV January 2022 January 2022 the PVLT, zero was the lowest score and 30 was the highest. Following Nation (1990, p. 78), the productive vocabulary knowledge was calculated as the number of correct answers
multiplied by the total number of words of the test (2,000) and divided by the number of
items (30). We decided that a word was correct if it was well-written both grammatically and
orthographically. The first letters of the target word and context are given as a clue, so it is
easier to find out to which word it refers. Besides, knowing a productive word entails the
knowledge of its form (pronunciation, writing, spelling, word parts), meaning (word form,
concepts, references, associations), and use (grammatical function, collocations, constraints
on use) (Nation, 2001; Qian & Sun, 2019). The sample was analyzed using RStudio version 1.2.5019 to perform descriptive and
inferential statistics. The Kolmogorov-Smirnov test was run to determine the normality of
the sample, and the Levene Test was conducted to identify whether there was equality of
variances. The Wilcoxon Rank Sum Test was also performed to ascertain statistically signi-
ficant differences between productive vocabulary and the perceptual preferences for learning. Finally, the effect size was calculated using Becker’s (1998) Effect Size Calculators. 3.3. Procedure and analysis Data were collected in one session during school time. Participants were presented
with a background questionnaire, the LSS and the PVLT tests. The headmaster of the par-
ticipating school signed a written consent for the administration of these questionnaires to
participants. Students, their parents, and tutors were informed of the research purpose of
these tasks and its voluntary basis. The background questionnaire included questions to obtain
information on learners’ age, gender, nationality, mother tongue, other languages spoken at
home, their instruction in EFL, and their previous experience with English. Part one of the
LSS was distributed in Spanish after being granted the permission to use the questionnaire
and translate it into Spanish by The Center for Advanced Research on Language Acquisition
(CARLA), University of Minnesota. It was translated into Spanish because this was the L1
of the majority of the respondents (78.33%) and the L2 of the rest (21.67%), who both
spoke and used Spanish in their daily life with a native-like fluency. It was thought that as
they did not have the same command in the English language, their better understanding of
this test would imply more accurate responses. They had 10 minutes to complete the LSS. In contrast, the PVLT test was administered in English, since our aim was to determine the
informants’ productive vocabulary knowledge in EFL. The time allotted to complete this
test was 10 minutes as well. At the beginning of the tests, written instructions were given
in English or Spanish, depending on the test, and they were also given orally in Spanish to
clarify what students were being asked to do. Once data were collected, responses were coded and entered into a Microsoft Excel
file. Afterwards, all the tests were corrected and marked. Regarding the LSS, scores for
each perceptual learning style were obtained by summing the points of each item: zero was
the lowest point per item and four was the highest. As there were 10 items per modality,
40 was the maximum score in each. The modality which had the highest overall score was
established as informants’ perceptual learning style preference, and these types of learners
were regarded as unimodal. Following Tight (2010), if there was not a difference of at
least three points between the highest and the following highest modality, informants were
considered to have a mixed-modality preference, that is, multimodal learners. Concerning 145 4. Results The first research question aimed to identify the productive vocabulary knowledge of EFL
multimodal and unimodal learners. Table 1 presents the descriptive statistics for multimodal
and unimodal learners in the study of their productive vocabulary knowledge, particularly
their word estimates. Out of the 2,000 most frequent words that the PVLT measured, mul-
timodal learners obtained a mean of 1,186 words, whilst their unimodal peers’ mean was
948 words. Table 1 also shows that both multimodal and unimodal EFL learners reached a
maximum of 1,733.33 words. However, the minimum of word estimates was different. It
was of 400 words for multimodal learners and 200 for the unimodal group. Therefore, the
overall productive vocabulary knowledge of this sample was lower than 1,000 words in the
case of unimodal students, and a little higher in multimodal learners. Table 1. Descriptive statistics for multimodal and unimodal learners’ productive vocabulary
Learning preferences
N
Mean
SD
MIn. Max. Multimodal
24
1,186.11
394.64
400
1,733.33
Unimodal
36
948.15
469.5452
200
1,733.33 Table 1. Descriptive statistics for multimodal and unimodal learners’ productive vocabulary Table 2 shows multimodal and unimodal learners’ productive vocabulary classified by
each perceptual modality preference. Regarding multimodals, visual, auditory, and tactile/
kinesthetic learners appeared to have the highest productive vocabulary available, since their
mean was 1,400 words. They were followed by visual and tactile/kinesthetic (1,224 words),
auditory and tactile/kinesthetic (947 words), and visual and auditory (933 words) learners. In contrast, findings suggested that visual learners had the highest productive vocabulary
of the unimodal group, since they were reported to have a vocabulary size of 1,009 words. They were followed by tactile/kinesthetic (872 words), and auditory (822 words) learners. 146 Alejandra Montero-SaizAja
The productive vocabulary of multimodal and unimodal English as... Table 2. Productive vocabulary of multimodal and unimodal learners according to their perceptual
learning styles (T/K stands for tactile/kinesthetic)
Multimodal learners
Unimodal learners
Perceptual
styles
N
Mean
SD
Perceptual
styles
N
Mean
SD
Visual and
auditory
2
933.33
94.281
Visual
21
1,009.52
479.484
Visual and
T/K
11
1,224.24
389.042
Auditory
3
822.22
214.303
Auditory and
T/K
5
946.67
512.944
T/K
12
872.22
507.287
Visual, audi-
tory, and T/K
6
1,400
245.855 le 2. Productive vocabulary of multimodal and unimodal learners according to their perceptua
learning styles (T/K stands for tactile/kinesthetic) The second research question aimed to ascertain whether there were statistically sig-
nificant differences between productive vocabulary knowledge and EFL learners’ learning
preferences. 5. Discussion The first research question aimed to identify the productive vocabulary of multimodal
and unimodal EFL learners in the 12th grade. Our results revealed that the overall productive
vocabulary of multimodal learners (1,186 words) was higher than that of unimodal learners
(948 words). However, neither of the two groups of learners had a productive vocabulary size
of 2,000 words, so they might have issues communicating in English orally and in written
form (Nation & Waring, 1997; Schmitt & Schmitt, 2014; van Zeeland & Schmitt, 2013). These findings seem to be consistent with the study conducted by Pouwels (1992), which
showed that the parity group outperformed visual and auditory learners in a vocabulary test. The difference lies in that Pouwels (1992) investigated intentional L2 vocabulary acquisition,
whilst the present study focused on EFL productive vocabulary knowledge. Likewise, Fadel
and Lemke (2012) also claimed that multimodal learners achieved better results in learning
than unimodal learners. Based on their perceptual learning styles, those multimodal learners who used the
visual, auditory, and tactile/kinesthetic modalities in balance appeared to have the highest
productive vocabulary size (1,400 words). An interpretation of this finding might be that if
in a particular case these learners find it difficult to learn vocabulary with a specific style
(e.g., visual), as they can use the three of them equally well, they can resort to the other
two styles (e.g., auditory, and tactile/kinesthetic). In this regard, they seem to have better
opportunities of success in vocabulary learning than unimodal learners, who depend on a
single modality. Brain-related evidence has confirmed our interpretation: “A word network
consisting of many components, i.e., visual, aural, kinetic, olfactory, etc. […] stores and
retrieves information more efficiently than a small network” (Macedonia, 2015, p. 2). Our
results also indicated that visual and auditory learners had the lowest productive vocabulary
size of the multimodal group. This finding might be related to the conclusion Mansourzadeh
(2014) reached, which pointed to the ineffectiveness of learning English vocabulary through
audio-visual aids. On the other hand, visual unimodal learners seemed to have the highest
vocabulary size (1,009 words). This might be because textbooks, apart from being the main
medium of instruction in EFL learning (e.g., Gibbons, 2015; Hutchinson & Torres, 1994), are
also the major source of vocabulary input (e.g., Jiménez Catalán & Mancebo Francisco, 2008;
Nordlund & Norberg, 2020). Monograph IV Monograph IV January 2022 4. Results The data were normally distributed in the multimodal group (p= .7128), but
not in the unimodal group (p = .074) according to the Kolmogorov-Smirnov test. A Levene
Test confirmed the homogeneity of variance, as the Pr(>F) was higher than 0.05 (0.07417). The Wilcoxon Rank Sum Test was then implemented to identify whether there were
statistically significant differences between productive vocabulary and learning preferences
(multimodality and unimodality). Findings indicated that there were not statistically significant
differences in the productive vocabulary of multimodal and unimodal learners (see Table 3). Table 3. Wilcoxon Rank Sum Test
Wilcoxon Rank Sum Test
W
p-value
558.5
.05677 Table 3. Wilcoxon Rank Sum Test Regarding the effect size for the comparison between two means, results suggested that
there was a large effect size, as Cohen’s d was 1.057 (see Table 4). Similarly, the strength
of association was both positive and large. Table 4. Effect size
Cohen’s d
Effect-size r
1.057
.467 147 Monograph IV 5. Discussion EFL textbooks usually include readings which introduce the
vocabulary to be learnt in the unit and then exercises to practice that vocabulary. Therefore,
EFL students primarily learn vocabulary from visual materials, which might explain why
visual learners had a higher productive vocabulary. Our results also suggested that audit-
ory learners had the lowest productive vocabulary size (822 words). This finding supports
the studies conducted by Brown et al. (2008) and van Zeeland and Schmitt (2013) which
reported the difficulty EFL learners have to recognize the meaning and recall vocabulary
learnt through listening. Another plausible explanation might be that listening is thought to
be the most difficult skill in EFL learning (e.g., Goh, 2002; Nushi & Orouji, 2020), what
might also hinder vocabulary acquisition. The second research question aimed to ascertain whether there were statistically sig-
nificant differences between productive vocabulary and learning preferences (multimodality
and unimodality). The results of the present study indicated that there were not statistically
significant differences. However, the effect size and the strength of association were large. 148 Alejandra Montero-SaizAja
The productive vocabulary of multimodal and unimodal English as... Alejandra Montero-SaizAja
The productive vocabulary of multimodal and unimodal English as... In this respect, this finding corroborates the results obtained by Yeh and Wang (2003),
Kassaian (2007), and Hatami (2018), since they confirmed that perceptual learning styles
did not influence L2 vocabulary learning. These studies differed from ours because they
investigated the relationship between perceptual learning styles and vocabulary annotation,
intentional and incidental vocabulary acquisition, respectively. They did not research the
impact of learning preferences (multimodality and unimodality) on the productive vocabulary
knowledge of EFL learners. This outcome implies that learning preferences, that is, being
multimodal or unimodal, do not influence the learning of vocabulary. An interpretation of
this finding might be that 12th grade multimodal and unimodal informants have been ex-
posed to the same method of vocabulary instruction in EFL since they started the Spanish
education system. This vocabulary input predominantly comes from the activities found in the
textbooks (e.g., reading, listening, role-play) (Jiménez Catalán & Mancebo Francisco, 2008;
Nordlund & Norberg, 2020). Although there were not significant differences, the productive
vocabulary size of Spanish 12th graders was very low (around 1,000 words), after studying
English for at least 11 years. 6. Conclusions This study investigated the productive vocabulary knowledge of EFL learners in the last
course of Spanish post-secondary education in La Rioja (Spain), based on their multimodal
and unimodal learning preferences. The results indicated that the productive vocabulary of
multimodal learners was slightly higher than that of unimodal learners, although both had a
knowledge of around 1,000 words. Accordingly, these 12th grade Spanish EFL learners would
not be able to use the language effectively for communicative purposes. Considering their
perceptual learning styles, those multimodal students who used the three modalities in balance
seemed to have the highest vocabulary knowledge, whereas visual and auditory learners had
the lowest. Thus, learning EFL vocabulary through the three modalities appeared to result in a
higher vocabulary size. In the case of unimodal students, visual learners appeared to have the
highest productive vocabulary available, whilst auditory students had the lowest. This result
might be explained by the predominance of textbooks in Spanish EFL education (Jiménez
Catalán & Mancebo Francisco, 2008). Finally, no statistically significant differences were
observed in the productive vocabulary knowledge of both groups (multimodal and unimodal
learners) regarding their learning preferences. In fact, the findings showed that there was a
large effect size and a positive and large strength of association. Therefore, this implies that
12th grade multimodal and unimodal EFL learners’ productive vocabulary knowledge did not
differ significantly, regardless of their different learning preferences (similar to Hatami, 2018;
Kassaian, 2007, see Section 2.3.). However, this might only be the case of our multimodal
and unimodal informants, who have been exposed to similar EFL vocabulary input in the
Spanish educational system. More research is needed to determine whether this is the norm
for Spanish EFL learners. The present study presents several limitations. Firstly, it is limited by its small sample
size, as only 60 students participated in this research. The second limitation of this study 149 Monograph IV January 2022 January 2022 was that it was only conducted in one state school of post-secondary education. Accordingly,
the findings reported cannot be taken as representative of either the population of 12th grade
students, or the autonomous community of La Rioja. Another constraint was that the division
into multimodal and unimodal learners was made only considering the results obtained in
the LSS questionnaire. 6. Conclusions We did not contrast these results with other tests that also identified
perceptual learning styles, or with oral interviews with the students to compare whether
the learning preferences they believed to have are the ones they actually use in the process
of learning. Likewise, their productive vocabulary knowledge was only measured with one
instrument. It was not contrasted with other productive vocabulary tests or tasks, so this
might have affected the findings.i Several implications for EFL instruction arise from this investigation. Our findings
indicated that the productive vocabulary of 12th grade Spanish EFL learners was around
1,000 words. Therefore, more instruction on EFL vocabulary would be necessary so that
learners would be able to communicate in the English language, since the knowledge of at
least 2,000-3,000 words is required for that (Nation & Waring, 1997; Schmitt & Schmitt,
2014; van Zeeland & Schmitt, 2013). Furthermore, the instruction of EFL vocabulary could
also include tasks based on authentic input to practice and strengthen the vocabulary learnt
from the textbooks and curricular materials (e.g., Rajendran, 2020). Although Spanish EFL
students’ learning preferences did not seem to influence their productive vocabulary know-
ledge, teachers could accommodate their teaching materials to their learners’ perceptual
learning styles to improve their learning (balanced instruction). In this regard, students
would become more positive and motivated, since the instruction would be more learner-
centered and inclusive of all learning preferences, not favoring one particular learning style
(e.g., Natividad & Batang, 2018; Payaprom & Payaprom, 2020). All in all, new teaching
methodologies and a more learner-centered approach would be beneficial for Spanish EFL
learners in their language learning in general and in vocabulary learning specifically. Some interesting areas of future research could be to conduct a longitudinal study at
the beginning and at the end of the academic year in the 12th grade. At the beginning,
PVLT and LSS questionnaires could be distributed to determine EFL learners’ productive
vocabulary and perceptual learning styles, respectively. Then, teachers and learners could
be instructed in perceptual teaching and learning styles respectively to become familiar with
other ways of teaching and learning and enhance it. After knowing their learners’ learning
styles, teachers could teach them vocabulary not only from textbooks but also from authentic
exposures. They could design vocabulary exercises that cater for all the different learning
styles (e.g., readings, videos, role-plays) to increase their EFL vocabulary. 7. Acknowledgements This work is framed under a research project grant number PGC2018-095260-B-100,
financed by the Spanish Ministry of Science, Innovation and Universities. We would like to
thank the students who agreed to collaborate in this study, as well as the headmaster and
teachers of the high-school, who granted permission to collect the data. 8. References Barbe, W.B., Swassing, R.H., & Milone, M.N. (1979). Teaching through modality strengths:
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Políticas públicas relacionadas ao transporte individual e coletivo e seus impactos sobre indicadores de saúde e ambiente em Uberlândia, Minas Gerais
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Endereço para correspondência: Endereço para correspondência:
Boscolli Barbosa Pereira – Avenida
João Naves de Ávila, 2121, Bloco 3E,
Laboratório de Vigilância em
Saúde Ambiental – Santa Mônica –
38400‑902 – Uberlândia (MG),
Brasil – E‑mail: boscolli@ufu.br DOI: 10.5327/Z2176-947820160027 DOI: 10.5327/Z2176-947820160027 RESUMO Paolla Brandão da Cunha
Curso de Gestão em Saúde
Ambiental pela Universidade
Federal de Uberlândia (UFU) –
Uberlândia (MG), Brasil. Paolla Brandão da Cunha
Curso de Gestão em Saúde
Ambiental pela Universidade
Federal de Uberlândia (UFU) –
Uberlândia (MG), Brasil. O trânsito na área urbana de Uberlândia torna‑se a cada dia mais desorganizado
e inseguro, comprometendo a qualidade de vida da população e afetando a
segurança e a saúde das pessoas devido aos diversos conflitos e às emissões
de poluentes oriundos do elevado tráfego de automóveis. O presente trabalho
objetivou habilitar o Modelo FPEEEA (OMS) como instrumento de análise
dos impactos das políticas públicas relacionadas direta e/ou indiretamente
aos sistemas de transporte coletivo e individual na saúde da população de
Uberlândia, MG. Os dados para elaboração da matriz foram levantados em
bases de dados da literatura científica e de domínio público virtual. Foram
selecionados indicadores para a identificação das forças motrizes (FM) e
pressões (P). Para cada nível da matriz foram identificadas e relacionadas
ações (A) de atenção e vigilância em saúde ambiental, que podem contribuir
para as decisões e gerenciamento de riscos associados à vigilância em
saúde ambiental. Guilherme Gomes Silva Curso de Enfermagem pela
Universidade Federal de Uberlândia
(UFU) – Uberlândia (MG), Brasil. Boscolli Barbosa Pereira
Programa de Pós‑graduação
em Genética e Bioquímica pela
Universidade Federal de Uberlândia
(UFU) – Uberlândia (MG), Brasil. Palavras‑chave: vigilância em saúde ambiental; indicadores de contaminação;
qualidade do ar; políticas públicas. INTRODUÇÃO Uberlândia é considerada a capital da logística por pos‑
suir o maior centro atacadista da América Latina. A lo‑
calização geográfica da cidade contribui para isso, pois
sua malha rodoviária faz com que os maiores centros
econômicos do Brasil (São Paulo, Rio de Janeiro, Belo
Horizonte, Goiânia e Brasília) contem com Uberlândia
como ponto de intersecção (PEREIRA et al., 2014). Como os estudos experimentais são geralmente limita‑
dos por questões éticas, dificuldades de financiamento
e metodologias que não conseguem isolar os efeitos
específicos dos poluentes, investigações observacio‑
nais têm sido amplamente incentivadas e utilizadas
(CASTRO; GOUVEIA; ESCAMILLA‑CEJUDO, 2003). Nesse tipo de estudo, os resultados da avaliação dos
efeitos da poluição na saúde da população são avalia‑
dos de maneira generalizada, ou seja, o grupo de indi‑
víduos investigado pode ser definido em bairros, cida‑
des, regiões ou países. A rápida urbanização de Uberlândia trouxe como con‑
sequência um crescimento significativo no número
de veículos que trafegam na cidade nos últimos anos. Na realidade, a frota veicular praticamente dobrou no
município. De acordo com dados fornecidos pela Se‑
cretaria de Trânsito e Transportes (SETTRAN, 2012),
enquanto em 2001 circulavam pela cidade 171.829 veí‑
culos, em 2011, o número de veículos em Uberlândia
atingiu 341.364 unidades. Contudo, a maior parte dos estudos dessa natureza
tende a concentrar seu foco de investigação no eixo ex‑
posição‑efeito, desconsiderando fatores determinan‑
tes e condicionantes da situação de saúde da popula‑
ção avaliada, como condição socioeconômica, acesso
aos serviços de saúde e outras situações que poderiam
aumentar o impacto das contribuições desses estudos
para gestores dos setores ambiental e da saúde, para a
tomada de decisões e implementação de políticas pú‑
blicas racionalizadas (TEIXEIRA, 2005). Diante desse cenário, o trânsito na área urbana de
Uberlândia torna‑se a cada dia mais desorganizado e
inseguro, comprometendo a qualidade de vida da po‑
pulação e afetando a segurança e a saúde das pessoas,
devido aos diversos conflitos e às emissões de poluen‑
tes oriundos do elevado tráfego de automóveis. Pensando nessa relação complexa entre meio ambien‑
te e saúde humana, no início da década de 1990, a Or‑
ganização Mundial de Saúde (OMS) criou um modelo
para caracterizar e avaliar os problemas ocasionados
por essas inter‑relações, com o objetivo de propor
ações de prevenção e identificação de indicadores
(KJELLSTRÖM & CORVALÁN, 1995). ABSTRACT Traffic in the urban area of Uberlândia becomes increasingly disorganized and
unsure, compromising the population’s quality of life and affecting the safety
and health of people, due to various conflicts and the emissions of pollutants
coming from high automobile traffic. This study aimed to enable the Model
DPSEEA (WHO) as an analytical tool of the impacts of direct related public
policies and/or indirectly to the collective and individual transport systems in
the health of the population of Uberlândia, MG. The data for the preparation
of the matrix were collected in databases of scientific literature and virtual
public domain. Indicators were selected to identify the Driving Forces (FM)
and Pressures (P). For each level of the matrix, have been identified and
related actions (A) to provide care and environmental health surveillance,
which can contribute to decisions and managing risks associated with
environmental health surveillance. Keywords: environmental health surveillance; pollution indicators;
air quality; public policies. 16 RBCIAMB | n.40 | jun 2016 | 16-26 Políticas públicas relacionadas ao transporte individual e coletivo
e seus impactos sobre indicadores de saúde e ambiente em Uberlândia, Minas Gerais Políticas públicas relacionadas ao transporte individual e coletivo
e seus impactos sobre indicadores de saúde e ambiente em Uberlândia, Minas Gerais INTRODUÇÃO Embora a qualidade do ar seja avaliada por meio de
medições físico‑químicas, que aferem com precisão a
concentração dos poluentes, os resultados dessas me‑
dições não permitem conclusões a respeito do impac‑
to desses contaminantes sobre seres vivos (PEREIRA;
CAMPOS JÚNIOR; MORELLI, 2013) De fato, os efeitos simultâneos da associação de outros
poluentes que caracterizam a mistura complexa que
constitui o ar das grandes cidades sobre a biota não po‑
dem ser conhecidos a partir de informações baseadas
somente na concentração de cada um desses poluentes. Esse modelo foi chamado de quadro de força motriz –
pressão – estado – exposição – efeito – ação (FPEEEA),
o qual tem a finalidade de identificar e organizar os dados
para construção de indicadores sugeridos para a vigilân‑
cia em saúde de populações e ambientes, que permitem
inferir sobre os diferentes processos que determinam e
condicionam a saúde, podendo desencadear possíveis
efeitos danosos ao bem‑estar físico e mental da popula‑
ção (ARAUJO‑PINTO; PERES; MOREIRA, 2012). Diversas abordagens metodológicas e conceituais têm
sido empregadas em estudos epidemiológicos brasilei‑
ros que visam analisar a associação entre poluição at‑
mosférica e desfechos na saúde humana (WHO, 2006). Os estudos realizados com esse fim têm sido delineados
a partir de enfoques observacionais e experimentais
(AMANCIO et al., 2012; ANDRADE FILHO et al., 2013;
ARBEX et al., 2009; BRAGA et al., 2007; IGNOTTI et al.,
2010; JUNGER; PONCE DE LEON, 2007; MASCARENHAS
et al., 2008; MOURA et al., 2011; NASCIMENTO, 2011;
OLIVEIRA et al., 2011). De acordo com esse modelo, as forças motrizes propi‑
ciam uma visão macro sobre os problemas que podem
gerar algum dano a saúde e ao ambiente (MINISTÉRIO
DA SAÚDE, 2011). As pressões são decorrentes dos elementos de for‑
ça motriz, ou seja, por meio dessa pressão originada 17 RBCIAMB | n.40 | jun 2016 | 16-26 Cunha, P.B.; Silva, G.G.; Pereira, B.B. te, as ações são os indicativos de possibilidade de in‑
tervenção, que podem atuar em quaisquer dos demais
eixos (MINISTÉRIO DA SAÚDE, 2011). da força motriz é que o ambiente será alterado. Já o
Estado está relacionado às possibilidades de um im‑
pacto no ambiente, resultado das diversas alterações
produzidas nesse ambiente pelos dois primeiros níveis
(MINISTÉRIO DA SAÚDE, 2011). METODOLOGIA METODOLOGIA Tipo de estudo metodologia utilizada, este estudo pode ser caracteri‑
zado como descritivo‑exploratório. A presente investigação configura‑se como estudo de
caso e utiliza abordagem quanti‑qualitativa. Segundo a OBJETIVOS Fornecer subsídios para ações e tomadas de deci‑
sões relacionadas aos serviços de vigilância em saú‑
de ambiental. Habilitar o Modelo FPEEEA (OMS) como instrumento de
análise dos impactos das políticas públicas relacionadas di‑
reta e/ou indiretamente aos sistemas de transporte coleti‑
vo e individual na saúde da população de Uberlândia, MG. Identificar, por meio da análise de determinantes de
forças motrizes e de pressão, quais indicadores estão
disponíveis e em condições de contribuir para o pro‑
cesso decisório e de gerenciamento de riscos associa‑
do à vigilância em saúde ambiental. Estruturar sistemas de indicadores que permitam ana‑
lisar os efeitos e impactos, positivos ou não, de políticas
públicas propostas aos sistemas de transporte coletivo
e individual na saúde da população de Uberlândia, MG. INTRODUÇÃO Nessa direção, a realização da pesquisa é justificada
pela necessidade de estudos que proponham a estru‑
turação de sistemas de indicadores que permitam ana‑
lisar os efeitos e impactos, positivos ou não, de políticas
públicas propostas para os diversos setores da adminis‑
tração pública sobre as condições de saúde da popula‑
ção contribuindo para o fortalecimento das ações de
Saúde Pública no Brasil (CARNEIRO et al., 2006). Esses
estudos permitem inferir sobre os diferentes processos
que determinam e condicionam a saúde e fornecem
informações que podem subsidiar o planejamento de
ações de prevenção de possíveis efeitos danosos ao
bem‑estar físico e mental da população. Em decorrência disso, a exposição humana é a condi‑
ção necessária para o processo de adoecimento. Desse
modo, a exposição significa o contato do homem com
os agentes nocivos (poluentes atmosféricos no caso
da análise da qualidade do ar) à saúde, resultantes do
Estado, das pressões e das forças motrizes. Os efeitos
relacionam‑se diretamente com a saúde dos indiví‑
duos, que estão vinculados ao bem‑estar e ao padrão
de morbimortalidade de uma população. Estes efeitos
dependerão do local, da duração, da exposição, da sus‑
cetibilidade individual, entre outros fatores. Finalmen‑ Levantamento e organização dos dados no modelo FPEEEA O modelo FPEEEA foi empregado para análise dos im‑
pactos das políticas públicas envolvidas nos setores de
transporte individual e coletivo na cidade de Uberlân‑
dia (MG) sobre indicadores de qualidade de saúde e
ambiente. fia e Estatística (IBGE), o Departamento de Informáti‑
ca do Sistema Único de Saúde (DATASUS), Instituto de
Pesquisa Econômica Aplicada (IPEA), Departamento
Nacional de Trânsito (DENATRAN) e Prefeitura Munici‑
pal de Uberlândia. Os elementos para elaboração da matriz analítica do
modelo FPEEEA foram levantados em bases de dados
de literatura científica, incluindo as bases de indexação
PubMed, LILACS, MEDLINE e SCIELO e de domínio pú‑
blico virtual, incluindo o Instituto Brasileiro de Geogra‑ Os dados foram analisados com base na organização
dos determinantes e indicadores associados a cada
eixo na matriz FPEEEA. Também foram identificadas e
relacionadas ações (A) de atenção e vigilância em saú‑
de ambiental. 18 RBCIAMB | n.40 | jun 2016 | 16-26 Políticas públicas relacionadas ao transporte individual e coletivo e seus impactos sobre indicadores de saúde e ambiente em Uberlândia, Minas Gerais e seus impactos sobre indicadores de saúde e ambiente em Uberlândia, Minas Gerais Como critérios de inclusão foram adotados: Como critérios de inclusão foram adotados: Os indicadores definidos para os eixos “força motriz” e
“pressão”, que compõem a matriz do modelo FPEEEA
produzida, foram listados e avaliados. Esses índices
analisados são restritos à cidade de Uberlândia e o
período avaliado está compreendido entre janeiro de
2003 e dezembro de 2013. • disponibilidade de dados para o município
de Uberlândia, • disponibilidade de dados para organização e dis‑
tribuição nos níveis de complexidade, conforme o
modelo FPEEEA. e seus impactos sobre indicadores de saúde e ambiente em Uberlândia, Minas Gerais RESULTADOS A partir do levantamento dos dados e informações,
foi possível elencar possíveis indicadores para a matriz
FPEEEA (Tabela 1), enfatizando os eixos de forças motrizes
e pressões (Tabela 2). Análise de determinantes, indicadores e ações relacionados
aos problemas de mobilidade urbana do município de Uberlâ Análise de determinantes, indicadores e ações relacionados
aos problemas de mobilidade urbana do município de Uberlândia, Minas Gerais usuários do transporte coletivo, alto crescimento do
interesse pelo transporte individual motorizado; as‑
pectos socioeconômicos; fatores ambientais, culturais
e de saúde. A análise de dados e informações disponíveis na Se‑
cretaria de Trânsito e Transporte da Prefeitura Muni‑
cipal de Uberlândia e nas bases do DENATRAN permi‑
tiu acessar uma série de possíveis indicadores para o
período de 2003 a 2013. Conforme mostra a Tabela 1,
os determinantes considerados incluem políticas eco‑
nômicas, como a redução do Imposto sobre Produtos
Industrializados (IPI) e o aumento da tarifa para trans‑
porte público; políticas específicas para a mobilidade
urbana, como criação de ciclovias, corredores de ôni‑
bus, aumento da taxa de motorização, diminuição da
taxa de ocupação, baixo crescimento do número de As emissões de poluentes e seus respectivos efeitos
sobre a saúde humana vêm trazendo diversos desafios
para a gestão e a tomada de decisão na formulação e
implementação de políticas públicas e ações (A). Assim, para cada nível da matriz, foram identificadas
as ações, tais como medidas de intervenção na po‑ Nível
Determinantes
Ações
Indicadores
Forças
motrizes
Redução do IPI para
carros novos
Revisão das políticas econômicas
para o setor automotivo
Emplacamentos
Aumento da tarifa
(transporte público)
Melhoria da qualidade do transporte;
Subsídios fiscais para o transporte
Variação do valor da tarifa
Aumento da Urbanização
Políticas e ações de
planejamento urbano
Ruas e Avenidas
Crescimento populacional
Criação de ciclovias
Estímulo ao transporte individual
não motorizado
Quilômetros de ciclovias
Sistema integrado de
transporte – corredores
de ônibus
Estímulo ao transporte público coletivo
Quilômetros de corredores
Tabela 1 – Determinantes, indicadores e ações para vigilância em saúde ambiental
do município de Uberlândia em relação aos problemas associados à mobilidade urbana. Continua... Tabela 1 – Determinantes, indicadores e ações para vigilância em saúde ambiental
do município de Uberlândia em relação aos problemas associados à mobilidade urbana 19 RBCIAMB | n.40 | jun 2016 | 16-26 Cunha, P.B.; Silva, G.G.; Pereira, B.B. Tabela 1 – Continuação. RESULTADOS Determinantes
Ações
Indicadores
Aumento da frota
de automóveis
Fiscalização sobre emissões veiculares
Frota de automóveis
Aumento da taxa
de motorização
Fiscalização sobre emissões veiculares
Taxa de motorização
Diminuição da taxa
de ocupação
Estímulo ao transporte público coletivo
Taxa de ocupação
Redução do número de
usuários do transporte
coletivo
Estímulo ao transporte público coletivo
Usuários do transporte
Crescimento do interesse
pelo transporte individual
motorizado
Estímulo ao transporte individual
não motorizado;
Estímulo ao transporte
público coletivo
Número de CNHs emitidas
Ineficiente cobertura do
serviço de transporte coletivo
Estímulo ao transporte público coletivo
Quilometragem realizada
Aumento da frota de veículos
do transporte coletivo
Estímulo ao transporte público coletivo
Frota
Deterioração da qualidade
do ar
Estudos de
biomonitoramento ambiental;
Monitoramento ambiental de
parâmetros físico‑químicos para
qualidade do ar
Indicadores
físico‑químicos
Indicadores biológicos
Aumento dos
congestionamentos
Estudos de
biomonitoramento ambiental;
Estímulo ao transporte individual
não motorizado;
Estímulo ao transporte público coletivo
Número de
congestionamentos
Tempo de viagem
o
Aumento do número de
habitações em áreas de risco
Políticas e ações de planejamento
urbano; Manejo ambiental;
Estímulo à percepção de riscos
Habitações em áreas
de risco
Aumento do número
de trabalhadores expostos à
atmosfera contaminada
Avaliação clínica dos trabalhadores;
Atividades educativas;
Estímulo à percepção de riscos
Número de
trabalhadores expostos
Aumento da
morbimortalidade associada
à poluição atmosférica
Inquéritos epidemiológicos
considerando DSS
Indicadores
epidemiológicos
Aumento do número de
acidentes de trânsito
Fiscalização sobre emissões veiculares
Acidentes de trânsito Tabela 1 – Continuação. RESULTADOS Aumento dos
congestionamentos 20 RBCIAMB | n.40 | jun 2016 | 16-26 Políticas públicas relacionadas ao transporte individual e coletivo e seus impactos sobre indicadores de saúde e ambiente em Uberlândia, Minas Gerais e seus
pactos sob e
d cado es de saúde e a b e te e
Ube â d a,
as Ge a s
21
Indicadores
Ano
2003
2004
2005
2006
2007
2008
2009
2010
2011
2012
2013
Emplacamentos
10.426
13.092
13.981
16.017
20.953
26.089
22.695
26.971
27.518
23.254
19.751
Variação do valor da
tarifa
1,50
1,50
1,90
1,90
1,90
1,90
2,20
2,25
2,40
2,60
2,85
Ruas
3.547
3.555
3.585
3.585
3.610
3.636
3.745
3.809
3.850
3.874
‑
Avenidas
382
424
424
424
424
422
431
434
441
451
‑
Crescimento
populacional
529.061
538.690
548.496
558.478
568.648
579.000
589.548
604.013
611.904
619.536
646.673
km de ciclovias
0
0
0
0
0
0
31,95
31,95
31,95
31,95
‑
km de corredores
0
0
0
15,0
15
15
15
15
15
15
15
Frota de automóveis
118.668
123.549
129.554
134.539
140.837
153.933
171.243
190.670
210.778
229.947
247.941
Taxa de motorização
automotiva*
0,22
0,23
0,24
0,24
0,25
0,27
0,29
0,32
0,34
0,37
0,38
Taxa de motorização
veicular**
0,34
0,35
0,36
0,38
0,40
0,44
0,47
0,52
0,56
0,59
0,60
Taxa de ocupação
automotiva***
4,46
4,36
4,23
4,15
4,04
3,76
3,44
3,17
2,90
2,69
2,61
Taxa de ocupação
veicular****
2,96
2,87
2,75
2,64
2,50
2,28
2,11
1,94
1,79
1,68
1,65
Passageiros
transportados
55.694.462 54.733.131 53.317.611 54.708.315 57.759.575 60.228.871 60.308.127 62.972.458 64.311.682 64.323.916 64.517.470
Número de CNHs
emitidas
6.470
7.376
9.562
12.852
13.026
14.743
18.957
16.851
17.166
15.083
15.653
Quilometragem
realizada pelo
transporte público
coletivo
28.801.213 27.081.635 28.782.310 29.657.418 30.010.301 30.032.834 30.331.313 30.268.592 30.625.643 30.409.557 30.063.250
Frota de ônibus para
o transporte público
coletivo
351
355
353
329
332
337
352
362
368
365
361
Tabela 2. Indicadores e informações disponíveis em condições de contribuir para o processo decisório e de gerenciamento
de riscos associado à vigilância em saúde ambiental do município de Uberlândia em relação aos problemas referentes à mobilidade urbana. – Dados não disponíveis. * É a relação entre o número de automóveis por habitantes; ** É a relação entre o número de veículos por habitantes; *** É a relação entre o número de habitantes por automóvel
(caminhonete, camioneta e utilitário); **** É a relação entre o número de habitantes por veículo. Análise e seleção dos indicadores para os eixos “for os indicadores para os eixos “força motriz” e “pressão”, segundo o modelo FPEEEA Análise e seleção dos indicadores para os eixos “força motriz” e “pressão”, segundo o modelo FPEEEA “força motriz” e “pressão”. A Tabela 2 apresenta o
rol de indicadores selecionados que serão detalha‑
dos a seguir. A partir do levantamento e da organização das in‑
formações obtidas, foi possível selecionar, propor
e analisar indicadores e informações para os eixos Forças motrizes Os dados levantados com base nos emplacamentos
de veículos revelam que houve aumento no número
de automóveis adquiridos ao longo de todo período
avaliado, sendo que a partir de 2006 essa elevação foi
notavelmente maior. população do município, uma vez que, segundo a es‑
timativa do ano de 2003, a população de Uberlândia
era de 529.061 habitantes, e, em 2013, houve um
aumento para 646.673 habitantes, representando
um crescimento de 22,2% da população residente
no município. Em relação à variação do valor da tarifa para o trans‑
porte coletivo é notória a elevação do preço da passa‑
gem, com aumento de 1,35 reais de 2003 a 2013. Em relação aos dados levantados sobre o indicador de
quilômetros (km) de ciclovias, revela‑se que somente
em 2009 foram implementadas ciclovias, com exten‑
são total de 31,95 km, sendo que nos últimos quatro
anos esse cenário não sofreu alteração. Quanto ao terceiro indicador (Ruas e Avenidas), foi
possível observar crescimento durante os últimos
10 anos, segundo o qual, em 2003, o município apre‑
sentava 3.547 ruas construídas e 382 avenidas e, em
2013, este número cresceu, apresentando 3.874 ruas e
451 avenidas construídas no município de Uberlândia,
segundo dados disponibilizados pela SETRAN (2014). Por fim, o último indicador analisado refere‑se aos qui‑
lômetros de corredores exclusivos para o transporte pú‑
blico coletivo que, segundo os dados do SETRAN (2014),
somente no ano de 2006 foram implementadas 13 es‑
tações ao longo da Avenida João Naves com extensão
total de 15 km, sendo 7,5 km no sentido Bairro‑Centro e
7,5 km no sentido Centro‑Bairro. Com base no indicador de crescimento populacional,
é possível notar uma forte tendência de aumento da RESULTADOS e veículos por habitantes; *** É a relação entre o número de habitantes por automóvel
eículo Indicad
Emplaca
Variação
tarifa
Ruas
Avenida
Crescim
populac
km de c
km de c
Frota de
Taxa de
automo
Taxa de
veicular
Taxa de
automo
Taxa de
veicular
Passage
transpo
Número
emitida
Quilom
realizad
transpo
coletivo
Frota d
o trans
coletivo
– Dados
* É a rela
(caminho 21 RBCIAMB | n.40 | jun 2016 | 16-26 Cunha, P.B.; Silva, G.G.; Pereira, B.B. Cunha, P.B.; Silva, G.G.; Pereira, B.B. e ações de planejamento urbano adequados ao cres‑
cimento populacional. lítica econômica, considerando, inclusive, a revisão
dessas políticas para o setor automotivo; interven‑
ções na mobilidade urbana como estímulo ao uso do
transporte público coletivo; melhoria da qualidade
do transporte público e subsídios fiscais para o se‑
tor; estímulo ao transporte individual não motoriza‑
do; fiscalização sobre emissões veiculares; políticas lítica econômica, considerando, inclusive, a revisão
dessas políticas para o setor automotivo; interven‑
ções na mobilidade urbana como estímulo ao uso do
transporte público coletivo; melhoria da qualidade
do transporte público e subsídios fiscais para o se‑
tor; estímulo ao transporte individual não motoriza‑
do; fiscalização sobre emissões veiculares; políticas Para os eixos estado, exposição e efeito, as principais
ações elencadas se concentram em estudos de biomo‑
nitoramento ambiental para avaliação de parâmetros
físico‑químicos para qualidade do ar; ações de manejo
ambiental e atividades educativas. Análise e seleção dos indicadores para os eixos “força motriz” e “pressão”, segundo o modelo FPEEEA Análise e seleção dos indicadores para os eixos “força motriz” e “pressão”, segu DISCUSSÃO Por meio da organização e análise dos dados existentes,
foi possível observar diferentes situações e cenários
que podem contribuir para o aumento da exposição da
população de Uberlândia aos poluentes atmosféricos,
aumentando o risco de comprometimento da saúde
desses indivíduos expostos. Desta forma, segundo Lemes (2005), as cidades de mé‑
dio a grande porte do Brasil vêm lidando com inúmeros
problemas devido ao seu crescimento acelerado e sem
planejamento. Assim, com a rápida urbanização, pro‑
blemas como poluição, congestionamentos, a falta de
transporte público de qualidade capacitado para aten‑
der a alta demanda são consequências ou mesmo ine‑
xistência de um planejamento urbano eficaz e de trans‑
portes integrados. Como foi possível perceber, em relação às forças motri‑
zes (FM), as políticas públicas têm um papel significati‑
vo no quadro da qualidade do ar no município pesqui‑
sado. A redução dos IPIs, especialmente na indústria
automobilística, e o aumento no valor da tarifa do
transporte público serviram de incentivo para ampliar
a procura pelo transporte individual motorizado, como
foi mostrado nos indicadores de emplacamentos e da
variação do valor da tarifa. Em resposta, é necessário, segundo o mesmo autor,
que haja um planejamento eficiente dos sistemas de
transporte, capaz de analisar os fatores intervenientes,
tais como: o uso atual do solo, projeções para conhecer
o comportamento da demanda futura, entre outros. Deste modo, a partir dos estudos realizados é possível
coordenar o crescimento e o desenvolvimento das ci‑
dades com os investimentos necessários para atender
com qualidade a demanda exigida (LEMES, 2005). De acordo com o IPEA (2011), essa migração para o
transporte individual deu‑se pela abundante oferta de
crédito para aquisição de veículos e uma política tribu‑
tária (IPI) que reduziu impostos de veículos populares
que, como consequência disso, diminuiu o interesse da
população pelo uso do transporte coletivo, aumentan‑
do assim o uso do transporte individual motorizado. Em relação à proposta de criação de sistema integrado
de transporte, que tem como objetivo melhorar aces‑
so ao transporte público pela população, observamos
que além da construção dos terminais, a instalação dos
corredores exclusivos para o transporte coletivo e tam‑
bém a criação de ciclovias, em tese, poderiam atuar no
desestímulo do uso do transporte individual não mo‑
torizado, mas avançaram muito pouco e ainda não são
suficientes para atender à grande e crescente popula‑
ção de Uberlândia. Pressão A partir dos dados levantados sobre a frota de automó‑
veis (automóvel, camioneta, caminhonete e utilitário),
observa‑se que, nos 10 anos avaliados, houve um au‑
mento de 129.273 automóveis na cidade de Uberlândia. geral, incluindo automóveis, motocicletas, caminhões,
ônibus e outros assemelhados. Para esse indicador,
foi possível observar um aumento de 0,26 ao longo do
período avaliado. Quanto à taxa de motorização auto‑
motiva, caracterizada pelos automóveis, camionetas,
caminhonetes e utilitários, também houve uma eleva‑
ção de 0,16 entre 2003 e 2013. A taxa de motorização, que estabelece o número de
meios de transporte por habitantes, neste estudo,
foi avaliada de forma a considerar separadamente a
taxa de motorização veicular e a taxa de motorização
automotiva. A taxa de motorização veicular foi, des‑
se modo, caracterizada por meios de locomoção em Em relação à taxa de ocupação, a qual estabelece o nú‑
mero de habitantes em relação aos meios de transpor‑
te, também foram consideradas separadamente a taxa 22 RBCIAMB | n.40 | jun 2016 | 16-26 Políticas públicas relacionadas ao transporte individual e coletivo
e seus impactos sobre indicadores de saúde e ambiente em Uberlândia, Minas Gerais Políticas públicas relacionadas ao transporte individual e coletivo
s impactos sobre indicadores de saúde e ambiente em Uberlândia Minas Gerais Políticas públicas relacionadas ao transporte individual e coletivo p
p
e seus impactos sobre indicadores de saúde e ambiente em Uberlândia, Minas Gerais vo no período de 2003 a 2009, sendo que somente de
2010 a 2013 foi possível observar uma redução na pro‑
cura para emissão de novas CNHs. de ocupação veicular e a taxa de ocupação automotiva. De acordo com a análise desse indicador, a taxa de ocu‑
pação veicular mostrou uma redução de 1,31 ao longo
dos anos avaliados, enquanto a taxa de ocupação auto‑
motiva reduziu 1,85 no período avaliado. de ocupação veicular e a taxa de ocupação automotiva. De acordo com a análise desse indicador, a taxa de ocu‑
pação veicular mostrou uma redução de 1,31 ao longo
dos anos avaliados, enquanto a taxa de ocupação auto‑
motiva reduziu 1,85 no período avaliado. Em relação ao indicador de quilometragem realizado
pelo transporte público coletivo, foi possível observar
um baixo crescimento de oferta desse serviço ao longo
dos anos analisados. Pressão Sobre o indicador de passageiros transportados no ser‑
viço público de transporte coletivo, foi possível obser‑
var baixo crescimento de interesse/utilização desses
usuários para o uso do transporte público no município
de Uberlândia no período avaliado. Por fim, a partir dos dados sobre a frota do transporte
coletivo, observa‑se que houve um baixo crescimento
dessa frota nos últimos 10 anos, sendo que nos anos de
2005, 2006, 2012 e 2013 a frota de ônibus foi reduzida. Em contrapartida, os dados levantados sobre o número
de CNHs emitidas mostraram um aumento significati‑ DISCUSSÃO É possível observar também que o município de Uber‑
lândia apresenta um contínuo aumento da urbanização,
conforme revelam os indicadores de ruas, avenidas e o
crescimento populacional, fazendo com que haja a ne‑
cessidade de políticas e ações de planejamento urbano
na cidade que racionalizem o crescimento da malha ur‑
bana e reduzam impactos na qualidade do ar. É importante destacar, no que se refere às pressões (P),
que com o crescimento da frota de veículos, simulta‑ 23 RBCIAMB | n.40 | jun 2016 | 16-26 neamente ocorreu aumento na taxa de m
e ocupação veicular, revelando, consequen
baixo interesse pelo transporte coletivo, pr
te pela falta de qualidade e superlotação d
Segundo Rodrigues e Sorratini (2005), o
coletivo possui uma grande importância
de deslocamento urbano entre os meio
moção, uma vez que este consegue ame
problemas, tais como: diminuir as viagen
automóveis, colaborando na redução dos
namentos, da poluição ambiental, dos a
trânsito, entre outros. Entretanto, várias
cias fazem a população preferir o uso do
individual em vez do transporte coletiv
que este gera muita insatisfação em vár
assim como lotação, tempo de viagem,
vias, segurança, características dos veícu
de parada. Sendo assim, fazem‑se necessários estudos
tema operacional que atendam às expecta
A análise dos dados que foram apresentad
dos direciona para o promissor uso do mod
(OMS) como instrumento de trabalho para a
principalmente para a vigilância em saúde a
cidade de Uberlândia, em particular na sua
a qualidade do ar. Uma vez que esse model
olhar para as diversas situações problemas e
tintos, com destaques para os determinante
res e as ações apresentadas, representa um
te ferramenta de subsídio à elaboração e pl
das ações de vigilância que envolvem ambie Cunha, P.B.; Silva, G.G.; Pereira, B.B. pulação com o propósito de melhorar o nível de serviço
do transporte coletivo (RODRIGUES & SORRATINI, 2005). neamente ocorreu aumento na taxa de motorização
e ocupação veicular, revelando, consequentemente, o
baixo interesse pelo transporte coletivo, principalmen‑
te pela falta de qualidade e superlotação desse modal. A análise da matriz de indicadores disponíveis possibili‑
tou uma visão mais detalhada sobre a situação atual da
qualidade da mobilidade urbana em Uberlândia que,
conforme o exposto, traz prejuízos à locomoção e de‑
teriora a atmosfera do município. CONCLUSÕESi Associada a essa situação, foi possível observar
que ainda não existem indicadores, nem ações exe‑
cutadas em relação ao monitoramento da qualidade
do ar de Uberlândia. Buscam‑se, portanto, estimu‑
lar, a partir do modelo apresentado e discutido ao
longo do presente estudo, novas experiências rela‑
cionadas à sua aplicação, como subsídio a ações de
vigilância em saúde ambiental, para que possa ga‑
rantir melhor qualidade de vida para a população e
maior conservação do ambiente. A análise dos dados que foram apresentados e discuti‑
dos direciona para o promissor uso do modelo FPEEEA
(OMS) como instrumento de trabalho para as vigilâncias,
principalmente para a vigilância em saúde ambiental da
cidade de Uberlândia, em particular na sua relação com
a qualidade do ar. Uma vez que esse modelo favorece o
olhar para as diversas situações problemas em níveis dis‑
tintos, com destaques para os determinantes, indicado‑
res e as ações apresentadas, representa uma importan‑
te ferramenta de subsídio à elaboração e planejamento
das ações de vigilância que envolvem ambiente e saúde. DISCUSSÃO Com isso, para cada
nível da matriz foi proposto um conjunto de ações para
prevenção e mitigação dos danos associados aos po‑
luentes atmosféricos, destacando‑se alguns dos prin‑
cipais indicadores para possível uso nas atividades da
vigilância em saúde ambiental. Segundo Rodrigues e Sorratini (2005), o transporte
coletivo possui uma grande importância no cenário
de deslocamento urbano entre os meios de loco‑
moção, uma vez que este consegue amenizar vários
problemas, tais como: diminuir as viagens feitas por
automóveis, colaborando na redução dos congestio‑
namentos, da poluição ambiental, dos acidentes de
trânsito, entre outros. Entretanto, várias circunstân‑
cias fazem a população preferir o uso do transporte
individual em vez do transporte coletivo, uma vez
que este gera muita insatisfação em vários fatores,
assim como lotação, tempo de viagem, estado das
vias, segurança, características dos veículos e locais
de parada. No âmbito das políticas públicas (FM), é relevante des‑
tacar a necessidade de estímulo e subsídios fiscais para
melhoria do transporte público; incentivo ao transpor‑
te não motorizado, com a criação de ciclovias e revi‑
são das políticas econômicas para o setor automotivo. Para o nível de pressão, são necessárias ações de fis‑
calização sobre as emissões veiculares e melhoria nos
serviços de planejamento urbano do município. Sendo assim, fazem‑se necessários estudos em seu sis‑
tema operacional que atendam às expectativas da po‑ REFERÊNCIAS REFERÊNCIAS
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in Uberlândia, Brazil, using a Tradescantia micronucleus assay. Ecotoxicology and Environmental Safety, v. 87, n. 1,
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in Uberlândia, Brazil, using a Tradescantia micronucleus assay. Ecotoxicology and Environmental Safety, v. 87, n. 1,
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de Engenharia Civil, Universidade Federal de Uberlândia, Uberlândia. SETTRAN – Secretaria de Trânsito e Transportes. Prefeitura Municipal de Uberlândia. Dados estatísticos – 2012. Disponível em: <http://www.uberlandia.mg.gov.br/uploads/cms_b_arquivos/1536.pdf>. Acesso em: 29 out. 2013. ______. (org.). Prefeitura Municipal de Uberlândia. Disponível em: <http://www.uberlandia.mg.gov.br/2014/
secretaria‑pagina/78/573/secretaria.html>. Acesso em: 20 ago. 2014. TEIXEIRA, M. G. IV Plano Diretor para o Desenvolvimento da Epidemiologia no Brasil. Revista Brasileira de Epidemiologia,
v. 8, n. 3, p. 231‑233, 2005. WHO – World Health Organization. Who air quality guidelines for particulate matter, ozone, nitrogen dioxide and sulfur
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eng.pdf>. Acesso em: 1º nov. 2013. 26 RBCIAMB | n.40 | jun 2016 | 16-26
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An accurate approach based on the orthonormal shifted discrete Legendre polynomials for variable-order fractional Sobolev equation
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Advances in difference equations
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© The Author(s) 2021. 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
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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/. An accurate approach based on the
orthonormal shifted discrete Legendre
polynomials for variable-order fractional
Sobolev equation M.H. Heydari1*
and A. Atangana2,3 *Correspondence:
heydari@sutech.ac.ir
1Department of Mathematics,
Shiraz University of Technology,
Shiraz, Iran
Full list of author information is
available at the end of the article Abstract This paper applies the Heydari–Hosseininia nonsingular fractional derivative for
defining a variable-order fractional version of the Sobolev equation. The orthonormal
shifted discrete Legendre polynomials, as an appropriate family of basis functions, are
employed to generate an operational matrix method for this equation. A new
fractional operational matrix related to these polynomials is extracted and employed
to construct the presented method. Using this approach, an algebraic system of
equations is obtained instead of the original variable-order equation. The numerical
solution of this system can be found easily. Some numerical examples are provided
for verifying the accuracy of the generated approach. Keywords: Variable-order time fractional Sobolev equation; Orthonormal shifted
discrete Legendre polynomials; Nonsingular variable-order fractional derivative ( 2021) 2021:272 ( 2021) 2021:272 Heydari and Atangana Advances in Difference Equations
https://doi.org/10.1186/s13662-021-03429-2 1 Introduction Over the past decades, the subject of fractional calculus (as a generalization of the classical
calculus) has been widely studied [1–3]. In fact, fractional derivative and integral opera-
tors, due to higher degree of freedom in comparison to the classical operators as well as
their memory and nonlocal properties, have received many applications in various prob-
lems [4]. For instance, some important works related to recent developments in fractional
calculus and its applications can be found in [5–10]. The reader should note that the most
important issue about problems involving such operators is finding their exact solutions,
which is often very difficult and may even be impossible. This fact has led to the use of
numerical methods as a convenient alternative to solve this drawback. Some numerical
methods that have recently been applied to solve such problems can be found in [11–18]. Given that the order of fractional operators is permissible to take any value, a more
general generalization is that the order of fractional operators be a definite function of
the variables in the problem [19]. In fact, fractional operators of variable order (VO) can
be utilized for more accurate modeling of real-world phenomena [20, 21]. The remark-
able point about such operators is that their memory property is more evident [22]. Some Heydari and Atangana Advances in Difference Equations ( 2021) 2021:272 Page 2 of 12 Heydari and Atangana Advances in Difference Equations ( 2021) 2021:272 ( 2021) 2021:272 problems that have recently been modeled by such operators can be found in [23, 24]. However, similar to constant-order fractional equations, the major challenge in dealing
with VO fractional equations is finding their analytical solutions, which is often impossi-
ble. For this reason, in recent years, many numerical approaches have been constructed
to solve this category of problems. For instances, see [25–29]. The Sobolev equation is a well-studied partial differential equation which has been fre-
quently utilized in the fluid dynamics to express the fluid motion through rock or soil,
and other media [30]. This equation is a special form of the Benjamin–Bona–Mahony–
Burgers problem, where the coefficients of nonlinear term and both first-order derivatives
are zero [31]. Many applications of the Sobolev equation have been reported in moisture
migration in soil [32], thermodynamics [33], and fluid motion [33]. There are many ap-
proaches that have been applied to solve various types of the Sobolev equation in recent
years. 1 Introduction For instances, see [30, 31, 34–37]. Recently, the author of [38] introduced a new nonsingular VO fractional derivative,
where the Mittag-Leffler function is its kernel. As far as we know, there is no previous
VO fractional version of the Sobolev problem. This motivates us to pursue the following
goals: • Defining a VO fractional prescription of the Sobolev equation using the nonsingular • Defining a VO fractional prescription of the Sobolev equation using the nonsingular
fractional derivative expressed in [38]. fractional derivative expressed in [38]. • Constructing a highly accurate method based upon the orthonormal shifted discrete • Constructing a highly accurate method based upon the orthonormal shifted discrete
Legendre polynomials (DLPs) for this equation g
g y
p
Legendre polynomials (DLPs) for this equation. So, we concentrate on the problem Legendre polynomials (DLPs) for this equation. Legendre polynomials (DLPs) for this equation. So, we concentrate on the problem HH
0 ∂ζ(τ)
τ
θ(y,τ) – μHH
0 ∂ζ(τ)
τ
θyy(y,τ) – νθyy(y,τ) = ϕ(y,τ),
ζ(τ) ∈(0,1),(y,τ) ∈[0,yb] × [0,τb],
(1.1) (1.1) under the initial and boundary conditions under the initial and boundary conditions θ(y,0) = ˆθ(y),
θ(0,τ) = ˜θ0(τ),
θ(yb,τ) = ˜θ1(τ),
(1.2) (1.2) where θ(·,·) is the undetermined solution, μ and ν are positive constants, ζ(·) is a con-
tinuous function in its domain, and ϕ(·,·), ˆθ(·), ˜θ0(·), and ˜θ1(·) are given functions. Also,
HH
0 ∂ζ(τ)
τ
θ(y,τ) is the VO fractional derivative of order ζ(τ) with respect to τ in the Heydari–
Hosseininia (HH) sense of the functions θ(y,τ) [38]. This equation can have useful appli-
cations in many applied problems, such as the transport phenomena of humidity in soil,
the heat conduction phenomena in different media, and the porous theories concerned
with percolation into rocks with cracks. Note that in the case of ζ(τ) = 1, this problem
reduces to the classical Sobolev problem. One good idea for solving fractional functional equations is employing polynomials as
basis functions to construct numerical methods. This is important for two reasons: First,
the computation of the fractional derivative and integral of these functions is easy; and
second, if the solution of the problem under study is sufficiently smooth, high-precision
solutions can be achieved. Basis orthogonal polynomials are classified into discrete and
continuous kinds regarding the method of calculating their expansion coefficients [39]. 2 Preliminaries Here, we review the definition of the VO fractional differentiation used in this study. First
of all, we express the definition of the Mittag-Leffler function that is given in [4] by Ea,b(τ) =
∞
j=0
τ j
(ja + b),
a,b ∈R+,τ ∈C. (2.1) (2.1) Please remember that for b = 1 it is considered as Ea(τ) = Ea,1(τ). The VO fractional
derivative of order ζ(τ) ∈(0,1) (where ζ(τ) is a continuous function on its domain) in
the HH sense of the function θ(τ) is given in [38] as follows: HH
0 Dζ(τ)
τ
θ(τ) =
1
1 – ζ(τ)
τ
0
E1
–ζ(τ)(τ – s)
1 – ζ(τ)
θ′(s)ds,
τ > 0. (2.2) (2.2) The above definition results in The above definition results in he above definition results in HH
0 Dζ(τ)
τ
τ r =
⎧
⎪⎨
⎪⎩
0,
r = 0,
r! 1 – ζ(τ)trE1,r+1(– τζ(τ)
1 – ζ(τ)),
r ≥1,
(2.3) (2.3) where r ∈Z+
{0}. where r ∈Z+
{0}. where r ∈Z+
{0}. 1 Introduction Unlike continuous polynomials, the expansion coefficients of which are calculated by in-
tegrating (in most cases numerically), the expansion coefficients of discrete polynomials Heydari and Atangana Advances in Difference Equations ( 2021) 2021:272 Heydari and Atangana Advances in Difference Equations Page 3 of 12 ( 2021) 2021:272 ( 2021) 2021:272 are calculated accurately using a finite summation. In recent years, discrete polynomials
have been extensively applied for solving diverse problems. For instances, see [39–47]. This study applies the orthonormal shifted DLPs for solving the Sobolev equation (1.1)
subject to conditions (1.2). To this end, a new fractional matrix related to the VO fractional
differentiation of these polynomials is obtained and applied for generating a numerical
technique for this problem. The intended approach is constructed using these polynomi-
als expansion and the tau technique. This technique converts the VO fractional problem
into an algebraic system of equations that readily can be handled. Note that since it is eas-
ier to obtain the operation matrix of VO fractional derivative of the orthonormal shifted
DLPs than continuous polynomials, we have considered these discrete polynomials as ba-
sis functions for solving this VO fractional problem. Organization of this article is as follows: The VO fractional derivative in the HH sense is
reviewed in Sect. 2. The orthonormal shifted DLPs are reviewed in Sect. 3. Some matrix
equalities are obtained in Sect. 4. The computational approach is explicated in Sect. 5. Numerical examples are given in Sect. 6. Conclusion of this study is provided in Sect. 7. 3 Orthonormal shifted discrete Legendre polynomials (3.8) 3 Orthonormal shifted discrete Legendre polynomials The orthonormal shifted DLPs are defined over [0,τb] as follows [44]: Lτb,i(τ;N) =
1
√σ(i,N)
i
k=0
k
m=0
(–1)k
i
k
i + k
k
N
τb
m S(m)
k
N(k) τ m,
i = 0,1,...,N, (3.1) where σ(i,N) = (N + i + 1)(i+1)
(2i + 1)N(i) , σ(i,N) = (N + i + 1)(i+1)
(2i + 1)N(i) ,
(3.2) (3.2) Heydari and Atangana Advances in Difference Equations ( 2021) 2021:272 Heydari and Atangana Advances in Difference Equations ( 2021) 2021:272 ( 2021) 2021:272 Page 4 of 12 Heydari and Atangana Advances in Difference Equations S(m)
k s are the first type Stirling numbers, S(m)
k s are the first type Stirling numbers, S(m)
k s are the first type Stirling numbers, N(k) =
⎧
⎨
⎩
1,
k = 0,
N(N – 1)(N – 2)...(N – k + 1),
k ≥1,
(3.3) (3.3) and
i
k
is the binomial coefficient. These polynomials can be utilized for approximating
any continuous function θ(τ) over [0,τb] as follows: θ(τ) ≃
N
i=0
eiLτb,i(τ;N) ≜ET
τb,N(τ),
(3.4) (3.4) where E = [e0 e1 ... eN]T, E = [e0 e1 ... eN]T, in which ei =
N
r=0
θ
τb
N r
Lτb,i
τb
N r;N
, ei =
N
r=0
θ
τb
N r
Lτb,i
τb
N r;N
,
(3.5) (3.5) and τb,N(τ) =
Lτb,0(τ;N) Lτb,1(τ;N) ... Lτb,N(τ;N)
T. (3.6) (3.6) Likely, a continuous function θ(y,τ) defined over [0,yb] × [0,τb] can be approximated by
the orthonormal shifted DLPs as Likely, a continuous function θ(y,τ) defined over [0,yb] × [0,τb] can be approximated by
the orthonormal shifted DLPs as θ(y,τ) ≃
M
i=0
N
j=0
θijLyb,i(y;M)Lτb,j(τ;N) ≜
yb,M(y)T
τb,N(τ),
(3.7) (3.7) in which = [θ(i–1)(j–1)] is a matrix with (M + 1) × (N + 1) entries as in which = [θ(i–1)(j–1)] is a matrix with (M + 1) × (N + 1) entries as θ(i–1)(j–1) =
M
r=0
N
l=0
θ
yb
Mr, τb
N l
Lyb,i
yb
Mr;M
Lτb,j
τb
N l;N
, θ(i–1)(j–1) =
M
r=0
N
l=0
θ
yb
Mr, τb
N l
Lyb,i
yb
Mr;M
Lτb,j
τb
N l;N
, 1 ≤i ≤M + 1,1 ≤j ≤N + 1. (3.8) 1 ≤i ≤M + 1,1 ≤j ≤N + 1. 4 Matrix relationships Here and in what follows, we give some matrix relationships related to the orthonormal
shifted DLPs. Theorem 4.1 ([44]) Differentiation of the vector
τb,N(τ) introduced in (3.6) satisfies the
relation d
τb,N(τ)
dτ
= D(1,τb)
N
τb,N(τ), τb,N(τ)
dτ
= D(1,τb)
N
τb,N(τ),
(4.1) (4.1) uations ( 2021) 2021:272
Page 5 of 12 Heydari and Atangana Advances in Difference Equations ( 2021) 2021:272 Heydari and Atangana Advances in Difference Equations ( 2021) 2021:272 Page 5 of 12 ( 2021) 2021:272 Heydari and Atangana Advances in Difference Equations where D(1,τb)
N
= [d(1,τb)
ij
] is a matrix of order (N + 1) with entries where D(1,τb)
N
= [d(1,τb)
ij
] is a matrix of order (N + 1) with entries d(1,τb)
ij
=
⎧
⎪⎪⎪⎪⎪⎪⎪⎪⎨
⎪⎪⎪⎪⎪⎪⎪⎪⎩
1
√σ(i – 1,N)
N
l=0
i–1
k=1
k
r=1
(–1)k
i – 1
k
i + k – 1
k
× N
τb
S(r)
k
N(k) rlr–1Lτb,j–1
τb
N l;N
,
2 ≤i ≤N + 1,
1 ≤j ≤i – 1,
0,
otherwise. Moreover, for any integer n, we have Moreover, for any integer n, we have dn
τb,N(τ)
dτ n
= D(1,τb)
N
× D(1,τb)
N
× ··· × D(1,τb)
N
n times
τb,N(τ) ≜D(n,τb)
N
τb,N(τ). (4.2) (4.2) Theorem 4.2 Suppose that ζ : [0,τb] −→(0,1) is a given continuous function and
τb,N(τ)
is the vector expressed in (3.7). Then we have HH
0 Dζ(τ)
τ
τb,N(τ) ≃Q(ζ,τb)
N
τb,N(τ),
(4.3) HH
0 Dζ(τ)
τ
τb,N(τ) ≃Q(ζ,τb)
N
τb,N(τ), (4.3) where Q(ζ,τb)
N
= [q(ζ,τb)
ij
] is a matrix of order (N + 1) with entries where Q(ζ,τb)
N
= [q(ζ,τb)
ij
] is a matrix of order (N + 1) with entries q(ζ,τb)
ij
=
⎧
⎨
⎩
a(ζ,τb)
ij
,
2 ≤i ≤N + 1,1 ≤j ≤N + 1,
0,
otherwise, q(ζ,τb)
ij
=
⎧
⎨a(ζ,τb)
ij
,
2 ≤i ≤N + 1,1 ≤j ≤N + 1, otherwise, in which in which a(ζ,τb)
ij
=
1
√σ(i – 1,N)
N
l=0
i–1
k=1
k
m=1
(–1)k
i – 1
k
i + k – 1
k
× S(m)
k
N(k)
m!lm
1 – ζ( τb
N l)E1,m+1
–( τb
N l)ζ( τb
N l)
1 – ζ( τb
N l)
Lτb,j–1
τb
N l;N
. For example, whenever ζ(τ) = 0.5 + 0.25sin(τ), we obtain Q(ζ,2)
5
=
⎡
⎢⎢⎢⎢⎢⎢⎢⎣
0.0
0.0
0.0
0.0
0.0
0.0
–1.45297090
0.61950634
0.34505555
0.10604946
–0.02074431
–0.01425841
–0.07721547
–1.86890658
1.68369319
0.62293619
0.00763093
–0.05902572
–0.63012499
0.20031328
–1.56749609
2.41761593
0.51704726
–0.09569810
0.16799373
–0.53602371
0.52366685
–1.58744491
2.84614045
0.31438495
–0.10105451
0.93727364
–1.13652072
0.69242364
–1.92755571
3.29194139
⎤
⎥⎥⎥⎥⎥⎥⎥⎦
. The above result can be approximated as The above result can be approximated as The above result can be approximated as HH
0 Dζ(τ)
τ
Lτb,ˆi(τ;N) ≃
N
ˆj=0
ˆq(ζ,τb)
ˆiˆj
Lτb,ˆj(τ;N),
(4.4) HH
0 Dζ(τ)
τ
Lτb,ˆi(τ;N) ≃
N
ˆj=0
ˆq(ζ,τb)
ˆiˆj
Lτb,ˆj(τ;N), (4.4) where, regarding (3.5), we have where, regarding (3.5), we have ˆq(ζ,τb)
ˆiˆj
=
N
l=0
HH
0 Dζ(τ)
τ
Lτb,ˆi(τ;N)
Lτb,ˆj(τ;N)|τ= τb
N l =
1
σ(ˆi,N)
N
l=0
ˆi
k=1
k
m=1
(–1)k
ˆi
k
ˆi + k
k
S(m)
k
N(k)
lmm! 1 – ζ( τb
N l)
× E1,m+1
–( τb
N l)ζ( τb
N l)
1 – ζ( τb
N l)
Lτb,ˆj
τb
N l;N
. Eventually, via the change of indices ˆi = i – 1 and ˆj = j – 1, and considering q(ζ,τb)
ij
instead of
ˆq(ζ,τb)
i–1j–1, we obtain q(ζ,τb)
ij
=
1
√σ(i – 1,N)
N
l=0
i–1
k=1
k
m=1
(–1)k
i – 1
k
i + k – 1
k
S(m)
k
N(k)
m!lm
1 – ζ( τb
N l)
× E1,m+1
–( τb
N l)ζ( τb
N l)
1 – ζ( τb
N l)
Lτb,j–1
τb
N l;N
for 2 ≤i ≤N + 1 and 1 ≤j ≤N + 1. Thus, the expressed claim is proved. □ for 2 ≤i ≤N + 1 and 1 ≤j ≤N + 1. Thus, the expressed claim is proved. □ □ For example, whenever ζ(τ) = 0.5 + 0.25sin(τ), we obtain 4 Matrix relationships Proof Regarding (2.3), we have HH
0 Dζ(τ)
τ
Lτb,0(τ;N) = 0. So, in the matrix Q(ζ,τb)
N
, the first
row should be zero. Assume ˆi ≥1 and ζ : [0,τb] −→(0,1) be a continuous function. From
(2.3) and (3.1), we get HH
0 Dζ(τ)
τ
Lτb,ˆi(τ;N) =
1
σ(ˆi,N)
ˆi
k=0
k
m=0
(–1)k
ˆi
k
ˆi + k
k
N
τb
m S(m)
k
N(k)
HH
0 Dζ(τ)
τ
τ m HH
0 Dζ(τ)
τ
Lτb,ˆi(τ;N) =
1
σ(ˆi,N)
ˆi
k=0
k
m=0
(–1)k
ˆi
k
ˆi + k
k
N
τb
m S(m)
k
N(k)
HH
0 Dζ(τ)
τ
τ m
=
1
σ(ˆi,N)
ˆi
k=1
k
m=1
(–1)k
ˆi
k
ˆi + k
k
N
τb
m S(m)
k
N(k)
m! 1 – ζ(τ)
× τ mE1,m+1
– τζ(τ)
1 – ζ(τ)
. Heydari and Atangana Advances in Difference Equations ( 2021) 2021:272 Page 6 of 12 Heydari and Atangana Advances in Difference Equations ( 2021) 2021:272 Heydari and Atangana Advances in Difference Equations ( 2021) 2021:272 5 Computational method In order to use the orthonormal shifted DLPs for problem (1.1) with initial and boundary
conditions (1.2), we express the unknown solution as In order to use the orthonormal shifted DLPs for problem (1.1) with initial and boundary
conditions (1.2), we express the unknown solution as θ(y,τ) ≃
yb,M(y)T
τb,N(τ),
(5.1) (5.1) where is an (M + 1) × (N + 1) matrix, and its elements are undetermined. Theorem 4.1
results in where is an (M + 1) × (N + 1) matrix, and its elements are undetermined. Theorem 4.1
results in θyy(y,τ) ≃
yb,M(y)T
D(2,yb)
M
T
τb,N(τ). (5.2) Besides, Theorem 4.2 together with the above relations yields Besides, Theorem 4.2 together with the above relations yields Besides, Theorem 4.2 together with the above relations yields ides, Theorem 4.2 together with the above relations yields HH
0 ∂ζ(τ)
τ
θ(y,τ) ≃
yb,M(y)TQ(ζ,τb)
N
τb,N(τ)
(5.3) HH
0 ∂ζ(τ)
τ
θ(y,τ) ≃
yb,M(y)TQ(ζ,τb)
N
τb,N(τ) (5.3) ence Equations ( 2021) 2021:272
Page 7 of 12 Heydari and Atangana Advances in Difference Equations ( 2021) 2021:272 ( 2021) 2021:272 Heydari and Atangana Advances in Difference Equations ( 2021) 2021:272 Page 7 of 12 and
HH∂ζ(τ)θ (y τ) ≃
M(y)T
D(2,yb)TQ(ζ,τb)
N(τ)
(5 4) and and and HH
0 ∂ζ(τ)
τ
θyy(y,τ) ≃
yb,M(y)T
D(2,yb)
M
TQ(ζ,τb)
N
τb,N(τ). (5.4) (5.4) In addition, we represent ϕ(y,τ) using the orthonormal shifted DLPs as follows: ϕ(y,τ) ≃
yb,M(y)TΦ
τb,N(τ),
(5.5) (5.5) where Φ is an (M + 1) × (N + 1) given matrix, and its elements are evaluated like in (3.8). By inserting (5.2)–(5.5) into (1.1), we obtain where Φ is an (M + 1) × (N + 1) given matrix, and its elements are evaluated like in (3.8). By inserting (5.2)–(5.5) into (1.1), we obtain yb,M(y)T
Q(ζ,τb)
N
– μ
D(2,yb)
M
TQ(ζ,τb)
N
– ν
D(2,yb)
M
T – Φ
τb,N(τ) ≃0. 5 Computational method (5.6) (5.6) The functions given in (1.2) can also be approximated via the orthonormal shifted DLPs
as The functions given in (1.2) can also be approximated via the orthonormal shifted DLPs
as The functions given in (1.2) can also be approximated via the orthonormal shifted DLPs
as as ˆθ(y) ≃
yb,M(y)T ˆ,
(5.7)
nd ˆθ(y) ≃
yb,M(y)T ˆ,
(5.7) ˆθ(y) ≃
yb,M(y)T ˆ, (5.7) and ˜θ0(τ) ≃˜
T
0
τb,N(τ),
˜θ1(τ) ≃˜
T
1
τb,N(τ),
(5.8) (5.8) in which ˆ is an (M + 1)-order column vector, ˜0 and ˜1 are (N + 1)-order column vec-
tors, and their elements are evaluated like in (3.5). Now, from (1.2), (5.1), (5.7), and (5.8),
we obtain yb,M(y)T
τb,N(0) – ˆ
1
≃0
(5.9) (5.9)
1 and yb,M(0)T – ˜
T
0
2
τb,N(τ) ≃0,
yb,M(yb)T – ˜
T
1
3
τb,N(τ) ≃0. (5.10) (5.10) Utilizing (5.6), (5.9), and (5.10), we generate the following system: ⎧
⎪⎪⎨
⎪⎪⎩
[]ij = 0,
i = 1,2,...,M – 1,j = 2,3,...,N + 1,
(1)i = 0,
i = 1,2,...,M + 1,
(2)j = 0,
(3)j = 0,
j = 2,3,...,N + 1. (5.11) (5.11) Finally, by solving (5.11) and finding the elements of the matrix , we find a numerical
solution for the primary VO fractional problem by inserting into (5.1). Finally, by solving (5.11) and finding the elements of the matrix , we find a numerical
solution for the primary VO fractional problem by inserting into (5.1). Page 8 of 12 ( 2021) 2021:272 Heydari and Atangana Advances in Difference Equations ( 2021) 2021:272 Heydari and Atangana Advances in Difference Equations 6 Numerical examples The approach generated using the orthonormal shifted DLPs is applied in this section for
solving some numerical examples. The L2-error of the numerical results is measured as eθ =
τb
0
yb
0
θ(y,τ) – ˜θ(y,τ)
2 dydτ
1/2
, eθ =
τb
0
yb
0
θ(y,τ) – ˜θ(y,τ)
2 dydτ
1/2
, where θ and ˜θ are the analytic and numerical solutions, respectively. The convergence
order (CO) of this approach is computed as follows: where θ and ˜θ are the analytic and numerical solutions, respectively. The convergence
order (CO) of this approach is computed as follows: CO = log ¯N1
¯N2
ε2
ε1
, CO = log ¯N1
¯N2
ε2
ε1
, where εi and ε2 are the first and second L2-error values, respectively. Furthermore, ¯Ni =
(Mi + 1) × (Ni + 1) for i = 1,2 is the number of the orthonormal shifted DLPs utilized in
the ith implementation. In addition, we have applied Maple 18 (with 15 digits precision)
for obtaining the results. Meanwhile, the series generating the Mittag-Leffler function is
applied for 25 terms. Example 1 Consider problem (1.1) on [0,3] × [0,1] with μ = ν = 1 and Example 1 Consider problem (1.1) on [0,3] × [0,1] with μ = ν = 1 and ϕ(y,τ) = sin(τ)sinh(y – 3). This example has the analytic solution This example has the analytic solution θ(y,τ) = sin(τ)sinh(3 – y). So, we have θ(y,0) = 0,
θ(0,τ) = sin(τ)sinh(3),
θ(3,τ) = 0. We have applied the expressed method for this example with three choices of ζ(τ). The ex-
tracted results are listed in Table 1. This table shows the high-precision of the proposed ap-
proach in solving this example. It also confirms that the results have a high degree of con-
vergence. The last column of this table confirms the low computational works of the pre-
sented algorithm. Graphical behaviors of the extracted results for ζ(τ) = 0.50 + 0.25sin(τ)
where (M = 9,N = 8) are illustrated in Fig. 1. This figure shows the high accuracy of the
presented method for obtaining a smooth solution for this example. This example has the analytic solution Table 1 Results extracted via the presented approach for Example 1 with three choices of ζ(τ)
M
N
ζ(τ) = 0.50 + 0.25sin(τ)
ζ(τ) = 0.85 – 0.25e–τ
ζ(τ) = 0.65 + 0.25τ 3 cos(τ)
CPU time
eθ
CO
eθ
CO
eθ
CO
5
4
4.8716E-03
–
4.8703E-03
–
4.8704E-03
–
02.54
6
5
4.3022E-04
07.2127
4.3018E-04
07.2122
4.3018E-04
07.2122
05.29
7
6
3.2230E-05
09.0078
3.2171E-05
09.0139
3.2179E-05
09.0130
12.71
8
7
2.6413E-06
09.9541
2.6412E-06
09.9470
2.6379E-06
09.9529
31.04
9
8
1.9235E-07
11.7400
2.1424E-07
11.2568
2.1424E-07
11.2512
64.64 Table 1 Results extracted via the presented approach for Example 1 with three choices of ζ(τ) Heydari and Atangana Advances in Difference Equations ( 2021) 2021:272 ( 2021) 2021:272 Page 9 of 12 Heydari and Atangana Advances in Difference Equations Figure 1 Achieved results for θ(y,t) whenever ζ(τ) = 0.50 + 0.25sin(τ) with (M = 9,N = 8) in Example 1 Figure 1 Achieved results for θ(y,t) whenever ζ(τ) = 0.50 + 0.25sin(τ) with (M = 9,N = 8) in Example 1 Table 2 Results extracted via the presented approach for Example 2 with three choices of ζ(τ)
M
N
ζ(τ) = 0.50 + 0.25sin(τ)
ζ(τ) = 0.85 – 0.25e–τ
ζ(τ) = 0.65 + 0.25τ 3 cos(τ)
CPU time
eθ
CO
eθ
CO
eθ
CO
4
4
1.6710E-03
–
1.6731E-03
–
1.6713E-03
–
05.70
5
5
1.6538E-04
06.3430
1.6555E-04
06.3436
1.6540E-04
06.3431
12.96
6
6
6.7121E-06
10.3935
6.7288E-06
10.3887
6.7221E-06
10.3890
23.78
7
7
6.8627E-07
08.5388
6.8598E-07
08.5496
6.8298E-07
08.5623
51.53
8
8
1.5974E-08
15.9628
1.5855E-08
15.9928
1.5414E-08
16.0939
92.15
Figure 2 Achieved results for θ(y,t) whenever ζ(τ) = 0.65 + 0.25τ 3 cos(τ) with (M = N = 8) in Example 1 Table 2 Results extracted via the presented approach for Example 2 with three choices of ζ(τ)
M
N
ζ(τ) = 0.50 + 0.25sin(τ)
ζ(τ) = 0.85 – 0.25e–τ
ζ(τ) = 0.65 + 0.25τ 3 cos(τ)
CPU time
eθ
CO
eθ
CO
eθ
CO
4
4
1.6710E-03
–
1.6731E-03
–
1.6713E-03
–
05.70
5
5
1.6538E-04
06.3430
1.6555E-04
06.3436
1.6540E-04
06.3431
12.96
6
6
6.7121E-06
10.3935
6.7288E-06
10.3887
6.7221E-06
10.3890
23.78
7
7
6.8627E-07
08.5388
6.8598E-07
08.5496
6.8298E-07
08.5623
51.53
8
8
1.5974E-08
15.9628
1.5855E-08
15.9928
1.5414E-08
16.0939
92.15
Figure 2 Achieved results for θ(y,t) whenever ζ(τ) = 0.65 + 0.25τ 3 cos(τ) with (M = N = 8) in Example 1 Table 2 Results extracted via the presented approach for Example 2 with three choices of ζ(τ) Figure 2 Achieved results for θ(y,t) whenever ζ(τ) = 0.65 + 0.25τ 3 cos(τ) with (M = N = 8) in Example 1 Example 2 Consider problem (1.1) on [0,1] × [0,2] with μ = 1
2, ν = 1 and Example 2 Consider problem (1.1) on [0,1] × [0,2] with μ = 1
2, ν = 1 and ϕ(y,τ) =
4e–τ –
1
1 – ζ(τ)
∞
l=0
(–τ)l+1E1,l+2
– τζ(τ)
1 – ζ(τ)
sin(2y). Author details 1Department of Mathematics, Shiraz University of Technology, Shiraz, Iran. 2Faculty of Natural and Agricultural Sciences,
University of the Free State, Bloemfontein, South Africa. 3Department of Medical Research China Medical University
Hospital, China Medical University, Taichung, Taiwan. Received: 21 April 2021 Accepted: 21 May 2021 eived: 21 April 2021 Accepted: 21 May 2021 This example has the analytic solution This example has the analytic solution This example has the analytic solution This example has the analytic solution θ(y,τ) = e–τ sin(2y). Thus, we have Thus, we have θ(y,0) = sin(2y),
θ(0,τ) = 0,
θ(1,τ) = e–τ sin(2). The technique established upon the orthonormal shifted DLPs is implemented for this ex-
ample. The gained results are provided in Table 2, and they confirm the high-precision and Heydari and Atangana Advances in Difference Equations ( 2021) 2021:272 Page 10 of 12 Heydari and Atangana Advances in Difference Equations ( 2021) 2021:272 ( 2021) 2021:272 low computations of the approach. It can also be seen that as the number of the orthonor-
mal shifted DLPs increases, the accuracy of the results increases rapidly. The obtained
results with (M = N = 8) whenever ζ(τ) = 0.65 + 0.25τ 3 cos(τ) are shown in Fig. 2. This
figure illustrates that the proposed method can provide a highly accurate solution for this
example across the domain. low computations of the approach. It can also be seen that as the number of the orthonor-
mal shifted DLPs increases, the accuracy of the results increases rapidly. The obtained
results with (M = N = 8) whenever ζ(τ) = 0.65 + 0.25τ 3 cos(τ) are shown in Fig. 2. This
figure illustrates that the proposed method can provide a highly accurate solution for this
example across the domain. Authors’ contributions All authors contributed equally to the writing of this paper. All authors read and approved the final manuscript. Funding Funding
The financial assistance is not applicable. Funding
The financial assistance is not applicable. Availability of data and materials
Data sharing is not applicable to this study. Competing interests
The authors declare that they have no competing interests. Competing interests
The authors declare that they have no competing interests. Publisher’s Note Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations. Springer Nature remains neutral with regard to jurisdictional claims in published maps and in Received: 21 April 2021 Accepted: 21 May 2021 References
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https://doi.org/10.1016/j.physa.2019.123982 7 Conclusion In this study, the Heydari–Hosseininia fractional differentiation as a kind of nonsingu-
lar variable-order (VO) fractional derivative was utilized for generating a VO fractional
version of the Sobolev equation. The orthonormal shifted discrete Legendre polynomials
(DLPs) as a convenient family of basis functions were employed to generate a numerical
algorithm for this equation. A new fractional operational matrix related to VO fractional
differentiation of these polynomials was obtained. The established scheme converts solv-
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validity of this technique was investigated by solving two numerical examples. The ob-
tained results confirmed that the established method is able to generate numerical so-
lutions with high accuracy for such problems even by applying a small number of the
orthonormal shifted DLPs. As future research direction, the VO fractional derivative ap-
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problems, such as Schrödinger equation and advection-diffusion equation. Acknowledgements
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The financial assistance is not applicable. Acknowledgements
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https://openalex.org/W1991718146
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https://europepmc.org/articles/pmc3543441?pdf=render
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English
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Structural Insight into DFMO Resistant Ornithine Decarboxylase from Entamoeba histolytica: An Inkling to Adaptive Evolution
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PloS one
| 2,013
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cc-by
| 10,766
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Abstract Background: Polyamine biosynthetic pathway is a validated therapeutic target for large number of infectious diseases
including cancer, giardiasis and African sleeping sickness, etc. a-Difluoromethylornithine (DFMO), a potent drug used for the
treatment of African sleeping sickness is an irreversible inhibitor of ornithine decarboxylase (ODC), the first rate limiting
enzyme of polyamine biosynthesis. The enzyme ODC of E. histolytica (EhODC) has been reported to exhibit resistance
towards DFMO. Methodology/Principal Finding: The basis for insensitivity towards DFMO was investigated by structural analysis of EhODC
and conformational modifications at the active site. Here, we report cloning, purification and crystal structure determination
of C-terminal truncated Entamoeba histolytica ornithine decarboxylase (EhODCD15). Structure was determined by molecular
replacement method and refined to 2.8 A˚ resolution. The orthorhombic crystal exhibits P212121 symmetry with unit cell
parameters a = 76.66, b = 119.28, c = 179.28 A˚. Functional as well as evolutionary relations of EhODC with other ODC
homologs were predicted on the basis of sequence analysis, phylogeny and structure. Conclusions/Significance: We determined the tetrameric crystal structure of EhODCD15, which exists as a dimer in solution. Insensitivity towards DFMO is due to substitution of key substrate binding residues in active site pocket. Additionally, a few
more substitutions similar to antizyme inhibitor (AZI), a non-functional homologue of ODCs, were identified in the active
site. Here, we establish the fact that EhODC sequence has conserved PLP binding residues; in contrast few substrate binding
residues are mutated similar to AZI. Further sequence analysis and structural studies revealed that EhODC may represent as
an evolutionary bridge between active decarboxylase and inactive AZI. Citation: Preeti, Tapas S, Kumar P, Madhubala R, Tomar S (2013) Structural Insight into DFMO Resistant Ornithine Decarboxylase from Entamoeba histolytica: An
Inkling to Adaptive Evolution. PLoS ONE 8(1): e53397. doi:10.1371/journal.pone.0053397 Editor: Dan Zilberstein, Technion-Israel Institute of Technology, Israel Editor: Dan Zilberstein, Technion-Israel Institute of Technology, Israel Received October 10, 2012; Accepted November 28, 2012; Published January 11, 2013 Received October 10, 2012; Accepted November 28, 2012; Published January 11, 2013 Copyright: 2013 Preeti et al. This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits
unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. Funding: Preeti thanks CSIR (Council of Scientific & Industrial Research), S. Abstract Tapas thanks DRDO (Defence Research and Development Organisation, Government
of India), PK thanks DST (Department of Science and Technology, Government of India), and S. Tomar thanks ICMR (Indian Council of Medical Research) for
financial support. The funders had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript. Competing Interests: The authors have declared that no competing interests exist. * E-mail: shailfbt@iitr.ernet.in Structural Insight into DFMO Resistant Ornithine
Decarboxylase from Entamoeba histolytica: An Inkling to
Adaptive Evolution Preeti1, Satya Tapas1, Pravindra Kumar1, Rentala Madhubala2, Shailly Tomar1*
1 Department of Biotechnology, Indian Institute of Technology Roorkee, Roorkee, Uttarakhand, India, 2 School of Life Sciences, Jawaharlal Nehru University, New Delhi,
India Preeti1, Satya Tapas1, Pravindra Kumar1, Rentala Madhubala2, Shailly Tomar1* Cloning of C-terminal truncated EhODC Polymerase Chain Reaction (PCR) amplification was carried
out
using
forward
primer
59-ATATCCATATGAAACAAA-
CATCTCTAGAAG-39 and reverse primer 59- GAACCTC-
GAGTCATTCAATTGACTTAGGGATTTGAAT-39 with NdeI
and XhoI restriction enzyme sites respectively to obtain DNA
fragment encoding the C-terminal 15 residues truncated EhODC
(EhODCD15). The previously cloned full-length EhODC was used
as a template in the PCR reaction [29,36]. PCR was performed in
a 50 ml reaction mixture containing 10 ml of 56HF phusion buffer
supplied with the enzyme, 300 mM of dNTP mix, 6.25 pmol of
each of forward and reverse primers, 10 ng of template DNA, 1 ml
of 2.5 U/ml phusion polymerase and water. The reaction was
performed with initial denaturation at 95uC for 30 s, followed by
30 PCR cycles of denaturation at 95uC for 30 s, annealing at 51uC
for 60 s and extension at 72uC for 1 min and 15 s. A final
extension was carried out at 72uC for 15 min. The resultant PCR
product was subcloned into NdeI and XhoI sites of pET-28c with
His6-tag preceding the N-terminal and tobacco etch virus (TEV)
protease
cleavage
site
to
allow the
removal of
tag
from
recombinant protein. Ligated product was transformed into
freshly prepared E. coli DH5a competent cells. Kanamycin
resistant transformants were selected and grown in LB broth
supplemented
with
50 mg/ml
kanamycin. The
pET28-
EhODCD15 plasmid was isolated and right size insert in the
construct was confirmed by DNA sequencing from TCGA, New
Delhi. Furthermore, in mammals, the activity of antizyme is negatively
regulated by a protein called antizyme inhibitor (AZI). AZI binds
to antizyme and blocks the binding of antizyme to ODC which
down regulates ODC degradation as well as leads to ODC
activation. AZI has higher binding affinity for antizyme as
compared to ODC which results in antizyme sequestration and
elevation of ODC levels [18,19,20,21,22,23]. Previously, it has
been reported that AZI is homologous to ODC and the major
residues involved in catalytic activity of ODC are conserved in
AZI [24]. However, AZI does not possess enzymatic activity due
to changes in the sequence that lead to protein inability to bind
cofactor PLP along with the failure in decarboxylation activity
[24,25,26]. In E. histolytica, ODC is the only enzyme of polyamine
biosynthetic pathway that has been reported to exist in the
organism [27]. The analysis of polyamine content shows that
considerable amount of putrescine is present in E. histolytica. Introduction which are involved in various cellular processes that govern cell
growth and proliferation [9]. Subsequently, the actively prolifer-
ating cells have higher concentrations of polyamines. The
intracellular concentrations of polyamines are tightly regulated
by different mechanisms including biosynthesis, inter-conversion,
degradation, and uptake from the surrounding through polyamine
transporter. The failure in regulation of polyamine levels in cells
has been linked to various cancers. Hence, polyamine metabolic
pathway is also a potential target for cancer treatment [10,11,12]. Consequently, not only the polyamine biosynthetic pathway but
also the key components of polyamine homeostasis are potential
therapeutic targets [8]. The two enzymes of polyamine biosyn-
thesis pathway, ornithine decarboxylase (ODC) and S-adenosyl-
methionine decarboxylase (SAMDC) are highly-regulated and
have a very short half-life by which cells quickly alter the levels of
polyamines [13]. Entamoeba histolytica is responsible for causing amoebiasis,
amoebic liver abscess and amoebic colitis in humans. It is the
third major and a dangerous public health problem in the world
[1,2]. Though a small number of drugs including metronidazole,
emetine, tinidazole, chloroquine and nitrazoxanide are used for
the treatment of the disease, most of them are associated with
numerous side effects. In some cases, frequent use of these drugs
has led to the development of clinical drug resistance in the
pathogen [3,4]. Thus, it is crucial to identify and elucidate a potent
metabolic pathway in E. histolytica which could be set as a
therapeutic target for development of new anti-amoebic drugs. In last few decades, the polyamine metabolic pathway in
protozoan
diseases
including
African
sleeping
sickness
[5],
giardiasis [6] and leishmaniasis [7] has emerged as a potential
therapeutic target [8]. The polyamines such as putrescine,
spermidine and spermine are essential polycationic compounds, Ornithine decarboxylase catalyzes the first and rate-limiting
step of polyamine biosynthetic pathway. L-ornithine is decarbox- January 2013 | Volume 8 | Issue 1 | e53397 PLOS ONE | www.plosone.org 1 January 2013 | Volume 8 | Issue 1 | e53397 Crystal Structure of ODC from E. histolytica ylated by ODC enzyme in the presence of cofactor pyridoxal-59-
phosphate (PLP) to produce putrescine. The enzymatic activity of
ODC is tightly regulated by a distinct mechanism in which
polyamines induce the expression of a regulatory protein called
antizyme (AZ) by +1 ribosomal frameshifting [14]. AZ inhibits
ODC enzyme activity by binding and disrupting active ODC
homodimers, and subsequently marks the enzyme for ubiquitin-
independent degradation by the 26S proteasome [15,16]. Expression and purification p
p
The pET28-EhODCD15 plasmid containing truncated EhODC
gene was transformed into E. coli BL21 (DE3) competent cells. For
protein expression, transformed BL21 (DE3) cells were grown at
37uC to an optical density of ,0.6 at 600 nm (OD600) and
induced with 0.5 mM isopropyl-ß-thiogalactopyranoside (IPTG). Induced cultures were transferred to 18uC and cells were grown
for ,14 h. Cells were harvested by centrifugation at 5,000 rpm at
4uC and cell pellets were stored at 220uC until further use. For
protein purification, cell pellets from 1 litre culture were re-
suspended in 20 ml of ice cold binding buffer containing 50 mM
Tris HCl (pH 7.5), 40 mM imidazole, 250 mM sodium chloride,
2 mM phenylmethylsuphonyl fluoride (PMSF) and 5% glycerol
(v/v). Lysozyme was added to a final concentration of 100 mg/ml
and kept on rocking platform at 4uC for 45 min. Cells were
disrupted by sonication on ice with 50% amplitude and a pulse of
20 sec on and 60 sec off for 15 min. The lysate was centrifuged at
18,000 rpm for 45 min at 4uC to separate supernatant from cell
debris. The supernatant was loaded onto 5 ml HisTrap HP affinity
column pre-equilibrated with the binding buffer. Protein was
eluted by running a linear gradient of 40–1000 mM imidazole in
60 ml of buffer A [50 mM Tris HCl (pH 7.5), 1 M imidazole,
250 mM sodium chloride and 5% glycerol (v/v)] at a flow rate of
1 ml/min. Eluted fractions were analyzed on sodium dodecyl
sulfate-polyacrylamide gel electrophoresis (SDS-PAGE) and frac-
tions containing pure protein were pooled together. To remove the
N-terminal His-tag, TEV protease was added to the sample with
protein to TEV ratio 1:20 and incubated for ,12 h at 4uC and
simultaneously dialyzed against buffer A without imidazole. To
remove uncleaved His-tag protein and His-tag TEV protease, the
sample was again loaded onto 5 ml HisTrap HP column. Flow-
through containing EhODCD15 without His-tag was collected and In this study, we have determined the crystal structure of
EhODC to elucidate the structural features responsible for DFMO
insensitivity and low substrate binding affinity. Furthermore,
detailed
comparative
sequence
and
structural
analysis
was
performed with functional ODCs and non-functional ODC
homologue i.e. AZI to investigate the evolutionary status of
EhODC. Introduction Addi-
tionally, AZ negatively regulates the uptake of polyamines by
repressing polyamine transporter [17]. Thus, polyamine homeo-
stasis is maintained in a cell through polyamines themselves via a
negative feedback system, by governing the synthesis of AZ
protein. screens were obtained from Hampton Research (Hampton
Research Inc. Aliso Viejo, CA). The plasmid pET30a containing
full length of EhODC was taken as template for sub-cloning [29]. Cloning of C-terminal truncated EhODC While,
very low levels of spermidine and no spermine is detected
supporting the absence of other genes of polyamine biosynthetic
pathway in E. histolytica genome [28,29]. Interestingly, the
comparison of EhODC kinetic parameters with other well
characterized ODCs indicates that it has low substrate affinity
and catalytic efficiency [29]. Moreover, DFMO, a suicide
substrate inhibitor of ODC is used for the treatment of African
sleeping sickness, a protozoan disease caused by Trypanosome brucei
gambiense [30,31]. Interestingly, DFMO being an effective drug
against T. brucei gambiense is reported to have relatively poor effect
on the more virulent strain T. brucei rhodesiense [32,33]. Further-
more, the ODC of E. histolytica, being a pathogenic strain from
protozoa kingdom, is insensitive to DFMO due to sequence
divergence in the substrate binding residues [29,34,35,36]. Natural
resistance to DFMO within the same Trypanosome species as well as
within the protozoa kingdom draws attention towards the
sequence and structural divergence for their evolutionary adap-
tation. Reagents Restriction enzymes NdeI, XhoI, T4-DNA ligase and phusion
polymerase were purchased from NEB. Primers were ordered
from Integrated DNA Technology. HisTrap HP Ni Sepharose
column and Hiload 16/60 Superdex 200 pg size exclusion column
were obtained from GE healthcare. For crystallization, PEG ION January 2013 | Volume 8 | Issue 1 | e53397 January 2013 | Volume 8 | Issue 1 | e53397 PLOS ONE | www.plosone.org 2 Crystal Structure of ODC from E. histolytica method using Molrep program of CCP4-6.0 suite [39]. The model
was generated using previously reported crystal structure of
human ODC (PDB ID: 2ON3) [40]. Non-crystallographic
symmetry restraints were applied throughout the refinement
stages using four EhODCD15 molecules in the asymmetric unit. Structure refinement was performed using CNS v.1.2, Phenix v
1.7.2-869, and REFMAC 5.2 refinement tools [41,42,43]. Rounds
of model building were carried out using program Coot v 0.6.2
[44]. The quality of the model was evaluated by PROCHECK
[45]. concentrated using a 10 kDa cut-off Amicon Ultra-15 concentra-
tor (Millipore, Bedford, Massachusetts, USA). The concentrated
protein was loaded onto HiLoad 16/60 prep grade Superdex 200
size-exclusion
chromatography
column
pre-equilibrated
with
buffer B containing 30 mM HEPES-Na (pH 7.5), 250 mM NaCl,
1 mM EDTA, 10% (v/v) glycerol and 1 mM DTT. The major
peak fractions containing pure protein were pooled and concen-
trated to 5 mg/ml. Homogeneity of purified EhODCD15 protein
was analysed on 12% SDS-PAGE. Protein concentration and yield
were determined using the Bio-Rad protein assay kit with bovine
serum albumin (BSA) as a standard. Gel filtration analysis The average molecular weight of EhODCD15 was determined
using size exclusion chromatography and compared with previ-
ously characterized full-length EhODC [36]. In brief, the purified
protein was concentrated to 5 mg/ml and was injected onto
HiLoad 16/60 Superdex 200 gel filtration chromatography
column using A¨ KTA purification system (GE Healthcare). Protein
was allowed to pass through the column at a rate of 0.5 ml/min. For the molecular weight estimation of EhODCD15, the elution
profile of the major peak containing purified protein was
compared with the elution profile of the standard Gel Filtration
HMW Calibration kit molecular weight markers (GE healthcare). Table 1. Statistical representation of data collection and
structure refinement parameters along with quality of the
model accessed by Ramachandran plot. Data collection
Space group
P212121
Unit cell parameters
a (A˚), b (A˚), c (A˚)
76.66, 119.28, 179.28
Resolution (A˚)
99.5–2.87 (2.92–2.87)a
Number of reflections
35570
Completeness (%)
92.1(59.0)a
Mean redundancy
3.4 (2.1)a
I/s
4.82 (2.0)a
Rmerge
b (%)
0.150 (0.670)a
Refinement
Resolution (A˚)
99.5–2.87 (2.92–2.87)a
Number of non-H atoms in asymmetric unit
Protein
10484
Water molecules
101
R-factor (%)
25.3
Rfree
c value (%)
29.9
Average B-factor (A˚2)
54.4
Rms deviations
bond lengths (A˚)
0.005
bond angles (u)
0.831
Ramachandran plot
Residues in favored region (%)
88.7
Residues in allowed region (%)
10
Residues in generously allowed region (%)
0.9
Residues in outlier region (%)
0.4
avalue in parentheses are for the highest resolution shell. bRmerge = S | I2I¯ |/S I | where I = observed intensity and I¯= average intensity. cRfree = S (|F|obs2|F|calc|)/S |F|obs where |F|obs are observed structure factor
amplitudes for a given reflection and |F|calc are calculated structure factor
amplitude. doi:10.1371/journal.pone.0053397.t001 Model generation for active site analysis In the crystal structure of EhODCD15, the flexible loops missing
in one subunit were present in the other subunits. Therefore,
coordinates for missing loops near active site in the structure were EhODCD15 enzymatic activity The sequence of EhODC, along with other functional ODCs
and AZI were retrieved from NCBI database [46]. Multiple
sequence alignment and phylogenetic tree of these sequences were
obtained using ClustalW [47] for evolutionary variation analysis. To confirm that the truncation of 15 residues from C-terminus
does not inactivate EhODC, ornithine decarboxylation activity of
purified protein and production of putrescine was spectrophoto-
metrically determined using the method developed by Badolo et al
[37]. Enzymatic activity of the purified EhODCD15 protein was
compared with full-length EhODC [36]. Crystallization For crystallization, purified EhODCD15 protein was concen-
trated to 12.5 mg/ml in 30 mM HEPES-NaOH buffer (pH 7.5)
containing 1 mM EDTA, 0.25 M NaCl, 1 mM DTT and 10%
(v/v) glycerol. Crystallization trials were performed using the
sitting drop vapour diffusion method in 96 well plates (Hampton
Research) at 20uC and 4uC. The drops were prepared by mixing
2 ml of protein solution with 1 ml of reservoir solution and
equilibrated against 80 ml reservoir solution. Hampton Research
crystallization screens Crystal screen, Crystal screen 2 and PEG/
ION screen (Hampton Research, USA) were used to explore the
initial crystallization conditions. Crystals were obtained in PEG
ION screen containing 20% PEG 3350 in 0.2 M LiCl solution
maintained at pH 6.8. Diamond shaped crystals of EhODCD15
appeared in four months at 20uC. Prior to data collection, crystal
was cryo-protected by bathing it in mother liquor containing 3%
(v/v) ethylene glycol for 10 s. The crystal was flash-frozen under
cryogenic conditions at 100 K using liquid nitrogen stream to
prevent radiation damage during data collection. C-terminal Truncation and Purification of EhODC C-terminal Truncation and Purification of EhODC
The ODC enzyme from E. histolytica belongs to fold type III
group IV decarboxylase of a B6-dependent family, having
eukaryotic ornithine decarboxylase characteristics [50,51]. Under
this classification, crystal structures are only available from three
different sources including human, mouse and Trypanosome brucei
ODC [52,53,54]. For crystal structure determination of EhODC,
full-length protein was purified using the previously established
protocol [36] and was used for crystallization experiments. However, extensive crystallization trials of full-length EhODC
were unsuccessful. In order to decrease the conformational
heterogeneity, it is a common practice to truncate the flexible N
and/or C-terminal residues to facilitate the crystallization process. Therefore, EhODC sequence was examined to identify disordered
regions
using
bioinformatics
tools
DisEMBL and GlobPlot
[55,56]. These programs predicted a fragment of approximately
13–17 residues at the C-terminus of EhODC to be flexible. Additionally, it has been reported that the truncation of 37
residues from the C-terminus of mouse ODC resulted in protein
stability and has been crystallized successfully for structure
determination [53,57,58]. The C-terminal sequence of EhODC
shows similarity with mouse ODC in having a PEST like sequence
[36]. Based on these observations, 15 residues were deleted from
the
C-terminus
of
EhODC. Expression
and
solubility
of
EhODCD15 construct was optimized by varying induction
temperature (37uC, 25uC, and 18uC). Maximum solubility was
observed at 18uC when induced with 0.5 mM IPTG for ,14 h. Recombinant EhODCD15 was purified in three sequential
purification steps, with yield of ,5 mg per liter of E. coli culture. Elution profiles from the gel filtration column demonstrated that
EhODCD15 exists in the dimeric form similar to full-length
EhODC [36]. The purified protein exhibited a single band of
approximately ,45 kDa in 12% SDS-PAGE gel (Figure 1). The
enzymatic activities of EhODCD15 and wild-type proteins were
compared
using
previously
established
protocol
[36]. The
comparative analysis of both the full-length and EhODCD15
forms didn’t show any notable difference in the activity indicating
that the truncation of 15 residues from the C-terminus of EhODC
does not affect its activity. In the tetrameric structure, residues Phe91 and Leu87 of chain
A interact with Ser388 of chain C through a water molecule. In
addition, Glu90 of chain A interacts to Ser388 of chain C through
polar interaction. Similarly, Asp88 of chain A is forming direct
interaction with residue Leu386 of chain C and vice versa. Overall structure and folding g
Each monomer consists of b/a barrel and b-sheet domain
which are arranged identical to previously known ODC structures
(Figure 4). However, the tetramer arrangement displays a number
of unusual features. Residues from barrel involved in contact and
dimer formation are located at the surface or in proximity to sheet
domain of opposite monomer. Interface residues of helices a5, a7,
a8 and a9 of chain A barrel form extensive contacts with sheet
domain S2 of chain B. All four chains in asymmetric unit showed
similar structures and are involved in similar interactions. The
analysis of dimer-dimer interactions exhibited large intermolecular
distances of ,4.0 A˚ . In a monomer, helix a1 is connected to sheet
b1 (Gly27-Phe31) through a loop and enters the barrel. The barrel
is composed of eight helices i.e. a2 (T33-N46), a3 (P62-L71), a4
(L80-L89), a5 (Y105-L114), a6 (I124-Y133), a7 (D163-K175), a8
(E194-F213) and a9 (F232-L246) followed by eight alternate b-
strands b2 (R51-A55), b3 (G74-C77), b4 (I96-Y98), b5 (H118-
V121), b6 (G138-R142), b7 (V182-F184), b8 (L219-D221) and b9
(R253-A256). The sheet domain comprises of eight randomly
arranged b-strands which can be further divided into S1 and S2 b-
sheets that are perpendicular to each other. Sheet S1 consisted of
four sheets b10 (F267-S271), b15 (L355-F357), b16 (I381-T383) in
addition to b1, which are roughly perpendicular to S2 containing
b11 (H274-Q281), b12 (K284-S291), b13 (Y325-Y330) and b14
(A341-L345) (Figure 4). However, both domains are connected by
two loops in between b1-a2 and a10-b10. The barrel and b-sheet
domains of the monomeric subunits are associated in head to tail
manner in the dimer. In addition, various polar interactions at the
dimer interface including salt bridges and hydrophobic interac-
tions are involved in the formation of dimer. The structure of
EhODC has several highly mobile loop moieties that are depicted
by dashed lines in Figure 4. Crystal Structure of ODC from E. histolytica Crystal Structure of ODC from E. histolytica generated by MODELLER 9.10 [48] using the solved crystal
structure of one subunit of EhODC as a template. Evaluation of
the steriochemical properties of obtained structure having built-in
loops was performed using PROCHECK [45]. All the figures of
structure and active sites were generated using PyMol [49]. The four monomers in the asymmetric unit of crystal are
arranged as two separate dimers (subunits A, B and subunits C, D)
facing each other at the convex surfaces. Each monomer in a
dimer makes side to side contacts with each other forming an
overall bent structure. Further, as the loops in a dimer interface
are disordered and clear density was not observed, the central part
of dimer forms a hollow structure. In the dimer, chain A and chain
B are arranged in head to tail manner at origin (0,0,0) of
orthorhombic unit cell (Figure 2). The b/a barrel of chain A and b
sheet of chain B pose at origin and their counterpart extends along
X-direction. Dimer of AB is situated along with X-axis by an angle
of 30u approximately; whereas other dimer CD is situated at
rotation angle of 180u with a screw distance of 19.1 A˚ that
occupies approximately one quarter of unit cell. The crystallized
structure of EhODCD15 consists of a tetramer. The asymmetric
unit contains two dimers comprising of chain A, B, C, D. The total
area of the molecule of EhODC containing four molecules was
estimated to be 61227.6 A˚ 2. Each dimer interacts with its
symmetry mate to form dimer-dimer interfaces as A–B dimer
interacts with C–D dimer (Figure 2). Interface area evaluated by
PISA web server was averaged to 1373.4 A˚ 2 which was 1599.8 A˚ 2
and 1147.0 A˚ 2 between B, A and D, C respectively [59]. C-terminal Truncation and Purification of EhODC Residues
Glu110 and His113 of chain B are at a distance of 3.1 A˚ and 3.3 A˚
from Lys84 and Asp88 of chain D showing polar interactions and
vice versa (Figure 3). Data Collection and structure determination The diffraction data of EhODCD15 were collected at 100 K
using Cu Ka radiation generated by a Bruker Microstar-H
rotating-anode generator assembled with MAR 345 imaging-plate
system. The data were collected at 1.54 A˚ with a crystal-to-
detector distance of 200 mm and 1u oscillation per image with
20 min exposure per frame. Crystal diffracted to 2.8 A˚ resolution. The data were indexed, integrated and scaled using HKL2000
program [38]. Table 1 summarizes data collection and processing
statistics. The structure was solved by molecular replacement January 2013 | Volume 8 | Issue 1 | e53397 PLOS ONE | www.plosone.org 3 January 2013 | Volume 8 | Issue 1 | e53397 Crystal packing Crystallization of purified EhODCD15 was performed using
sitting drop vapor diffusion method. Crystals were obtained at
20uC in Hampton PEG ion screen 4 containing 20% (v/v) PEG
3350, 0.2 M LiCl maintained at pH 6.8. Crystals belonged to the
orthorhombic space group exhibiting P212121 symmetry with unit
cell
parameters
a = 76.66,
b = 119.28,
c = 179.28 A˚
and
a = b = c = 90u. The crystal diffracted to 2.8 A˚ resolution, possess-
ing four molecules per asymmetric unit and the solvent content
was calculated to be 46.69% with a Matthews coefficient of
2.2 A˚ 3 Da21. Quality of the obtained structure was assessed with
the PROCHECK program showing 88.7% of the residues in the
favored region, whereas 10% in allowed, 0.9% in generously
allowed and only 0.4% residues are observed in the disallowed
region of Ramachandran Plot (Table 1). January 2013 | Volume 8 | Issue 1 | e53397 January 2013 | Volume 8 | Issue 1 | e53397 PLOS ONE | www.plosone.org 4 Crystal Structure of ODC from E. histolytica Figure 1. Purification and gel filtration profile of EhODCD15. A) 12% SDS-PAGE gel showing the affinity purified protein Lane 1: Molecular
weight markers shown in kDa. Lane 2–3: Protein purified by affinity chromatography. B) Elution profile of the EhODC1D15 protein. The protein was
eluted at a volume of 74 ml corresponding to molecule weight of ,87 kDa. Insert shows the purified protein in 12% SDS-PAGE after gel filtration
chromatography. doi:10.1371/journal.pone.0053397.g001
Crystal Structure of ODC from E. histolytica Figure 1. Purification and gel filtration profile of EhODCD15. A) 12% SDS-PAGE gel showing the affinity purified protein Lane 1: Molecular
weight markers shown in kDa. Lane 2–3: Protein purified by affinity chromatography. B) Elution profile of the EhODC1D15 protein. The protein was
eluted at a volume of 74 ml corresponding to molecule weight of ,87 kDa. Insert shows the purified protein in 12% SDS-PAGE after gel filtration
chromatography. doi:10.1371/journal.pone.0053397.g001 Figure 1. Purification and gel filtration profile of EhODCD15. A) 12% SDS-PAGE gel showing the affinity purified protein Lane 1: Molecular
weight markers shown in kDa. Lane 2–3: Protein purified by affinity chromatography. B) Elution profile of the EhODC1D15 protein. The protein was
eluted at a volume of 74 ml corresponding to molecule weight of ,87 kDa. Insert shows the purified protein in 12% SDS-PAGE after gel filtration
chromatography. doi:10.1371/journal.pone.0053397.g001 Figure 2. Crystal packing Schematic representation of overall structure of the model obtained after molecular replacement. A) Cartoon diagram of
tetrameric model of EhODC showing AB-CD, dimer-dimer interface; B) Active site of EhODC at the interface of dimer where (9) denotes the residues
from the other subunit. doi:10.1371/journal.pone.0053397.g002 Figure 2. Schematic representation of overall structure of the model obtained after molecular replacement. A) Cartoon diagram of
tetrameric model of EhODC showing AB-CD, dimer-dimer interface; B) Active site of EhODC at the interface of dimer where (9) denotes the residues
from the other subunit. doi:10.1371/journal.pone.0053397.g002 January 2013 | Volume 8 | Issue 1 | e53397 PLOS ONE | www.plosone.org PLOS ONE | www.plosone.org 5 Crystal Structure of ODC from E. histolytica Figure 3. Tetrameric structure with dimer-dimer interaction. A–C) shows the interaction between chain A and chain C. B–D) indicates the
interaction between chain B and chain D. Pink dashes shows the interaction of residues through water molecule and green dashes indicates the polar
interactions. Symbol (0) and (9) denotes the residues of chain C and chain D, respectively. doi:10.1371/journal.pone.0053397.g003 Figure 3. Tetrameric structure with dimer-dimer interaction. A–C) shows the interaction between chain A and chain C. B–D) indicates the
interaction between chain B and chain D. Pink dashes shows the interaction of residues through water molecule and green dashes indicates the polar
interactions. Symbol (0) and (9) denotes the residues of chain C and chain D, respectively. doi:10.1371/journal.pone.0053397.g003 Comparative analysis of active site architecture Furthermore, alpha-carbon backbone consisting residues Tyr331
and Asp332 in TbODC shows direct interactions with bound
DFMO and these interactions play a role in proper DFMO
molecule orientation in the active site pocket. However, these
residues are mutated to Phe305 and Glu306 respectively in
EhODC. Also, EhODC crystal structure reveals that the loop
consisting of Phe305 and Glu306 residues is not located close to
the active site thus may not contribute to DFMO binding. Moreover, residue Tyr’323 from other subunit of TbODC also
supports the favourable orientation of DFMO by side chain
hydroxyl
group
interaction
with
DFMO
through
a
water
molecule. Tyr’323 is replaced with His’296 in EhODC and the
loop containing His’296 residue is positioned away from the active
site (Figure 5). In contrast, the cofactor PLP and substrate L-
ornithine are accommodated in EhODC active site with polar
interactions to facilitate the catalysis (Figure 2) [29,35]. These
structural details indicate that amino acid substitutions in the
active site of EhODC create a novel architecture which not only
makes it resistant to DFMO but also lowers its catalytic efficiency
by weakening substrate binding, as the reported Km values for L-
ornithine for active but DFMO sensitive T. brucei and mouse ODC binding residues (His197, Gly276, Arg277 and Tyr389 respec-
tively) of TbODC (54, PDB ID: 2TOD). The side chains of these
conserved residues interacting with PLP through polar interactions
in TbODC are also expected to bind PLP and correctly orientation
it into the active site of EhODC. Interestingly, Ser200 of TbODC
is present in a loop and is seen interacting with PLP in TbODC
structure (54, PDB ID: 2TOD). However, this residue (Ser188) is
also conserved in EhODC, but shows small displacement from its
expected position and has opposite orientation in the crystal
structure of EhODC. Though, at this point it cannot be ruled out
that the flexible loop of EhODC possessing Ser188 may approach
the active site and may orient Ser188 in favourable position in the
presence of PLP, whereas apo-enzyme might not restrict its
position. Addition to this, Gly225 of EhODC shares exact position
of Gly237 of TbODC, whose backbone carbon chain contributes
to polar interactions. Apart from this, few residues interact with
PLP through water molecules which include residues Phe238,
Tyr278, Arg154 and Ala111 in TbODC. Comparative analysis of active site architecture In contrast, Cys’334 the conserved residue of
EhODC that is expected to form a covalent bond with DFMO is
slightly displaced from its position and has distinct orientation that
is structurally unfavourable for covalent linkage with DFMO. In
addition, the residue Asp’361 of TbODC is substituted by Asn’335
in EhODC, which is not expected to interact with DFMO. Furthermore, alpha-carbon backbone consisting residues Tyr331
and Asp332 in TbODC shows direct interactions with bound
DFMO and these interactions play a role in proper DFMO
molecule orientation in the active site pocket. However, these
residues are mutated to Phe305 and Glu306 respectively in
EhODC. Also, EhODC crystal structure reveals that the loop
consisting of Phe305 and Glu306 residues is not located close to
the active site thus may not contribute to DFMO binding. Moreover, residue Tyr’323 from other subunit of TbODC also
supports the favourable orientation of DFMO by side chain
hydroxyl
group
interaction
with
DFMO
through
a
water
molecule. Tyr’323 is replaced with His’296 in EhODC and the
loop containing His’296 residue is positioned away from the active
site (Figure 5). In contrast, the cofactor PLP and substrate L-
ornithine are accommodated in EhODC active site with polar
interactions to facilitate the catalysis (Figure 2) [29,35]. These
structural details indicate that amino acid substitutions in the
active site of EhODC create a novel architecture which not only
makes it resistant to DFMO but also lowers its catalytic efficiency
by weakening substrate binding, as the reported Km values for L-
ornithine for active but DFMO sensitive T. brucei and mouse ODC subunit plays the most critical role in DFMO binding by making a
permanent covalent bond with the enzyme. However, covalent
bond formation of Cys’360 with substrate L-ornithine has not
been reported for any ODC enzyme. In addition to this, the next
residue of TbODC Asp’361 helps to position the Cys’360 residue
in proper orientation and also interacts with DFMO through a
water molecule. In contrast, Cys’334 the conserved residue of
EhODC that is expected to form a covalent bond with DFMO is
slightly displaced from its position and has distinct orientation that
is structurally unfavourable for covalent linkage with DFMO. In
addition, the residue Asp’361 of TbODC is substituted by Asn’335
in EhODC, which is not expected to interact with DFMO. Comparative analysis of active site architecture both the subunits. For comparative analysis of active site, we
superimposed the EhODC structure over TbODC complexed with
DFMO. The super-imposition of monomers shows root mean
square deviation (rmsd) of 1.18 A˚ whereas super-imposition of
dimer shows rmsd of 1.7 A˚ . Active site superimposition of TbODC
and EhODC shows that most of the conserved residues in active
site of EhODC share same positions as in TbODC, however few
residues pose in different orientation (Figure 5). His185, Gly259,
Arg260 and Tyr363, the well conserved PLP binding residues of
EhODC share the position and have orientation similar to the PLP The ODC enzyme is an obligate homodimer with two
symmetry-related active sites located at the dimer interface. According to our previous report, EhODC enzyme is functionally
active in the dimeric form [36]. As expected, the crystal structure
of EhODC contains two equivalent active site pockets at the dimer
interface formed by residues that are contributed from both the
subunits (Figure 2). The proper orientation of active site formed by
two subunits is highly essential for functionality of the enzyme. The active site in EhODC is mainly contributed by loops from Figure 4. Crystal structure of EhODC monomeric subunit. A) Cartoon diagram of the monomer showing arrangement of barrel and sheet
domain. B) Topology diagram of monomer of EhODC where helices are represented with cylinder and sheets with the arrows connected with loops,
dashed line indicates the sequence missing in the structure. doi:10.1371/journal.pone.0053397.g004 Figure 4. Crystal structure of EhODC monomeric subunit. A) Cartoon diagram of the monomer showing arrangement of barrel and sheet
domain. B) Topology diagram of monomer of EhODC where helices are represented with cylinder and sheets with the arrows connected with loops,
dashed line indicates the sequence missing in the structure. doi:10.1371/journal.pone.0053397.g004 January 2013 | Volume 8 | Issue 1 | e53397 January 2013 | Volume 8 | Issue 1 | e53397 PLOS ONE | www.plosone.org 6 Crystal Structure of ODC from E. histolytica subunit plays the most critical role in DFMO binding by making a
permanent covalent bond with the enzyme. However, covalent
bond formation of Cys’360 with substrate L-ornithine has not
been reported for any ODC enzyme. In addition to this, the next
residue of TbODC Asp’361 helps to position the Cys’360 residue
in proper orientation and also interacts with DFMO through a
water molecule. EhODC sequence and structural comparison with ODC
homologs From various mutational studies, it is reported that a conserved
Lys (Lys57 in EhODC) is important as it forms Schiff base with
PLP which is later displaced by L-ornithine that undergoes
decarboxylation through nucleophilic attack via a conserved Cys
(Cys3349 in EhODC) [36,63,64,65]. However, both the residues
are well conserved in both functional ODCs and AZI (except in
few AZIs). In all functional ODCs including ODCs from T. brucei,
Homo sapiens (HsODC) and mouse, residue Ala111 and Arg154
(HsODC) are highly conserved and interact with PLP through
water. Interestingly, in EhODC, though Arg142 is conserved,
however Ala111 is uniquely substituted with Ser99. AZI possesses
substitution at both the positions with Ala to Thr/Ile/Ser and Arg
to His/Gln that make AZI incapable of binding to PLP. Out of
sixteen PLP binding residues, AZIs have major mutations in five
positions whereas EhODC possesses a single mutation at position
99 with substitution of Ala to Ser (Figure 7 and Figure 8). The novel active site architecture revealed from the crystal
structure of EhODC and previously reported low catalytic
efficiency of the enzyme hints towards possible adaptive evolution
which lead to DFMO insensitive. AZI is an inactive ODC
homolog that possesses a broader active site due to unusual
packing of AZI dimers [61]. The architecture of AZI active site
does not favour the accommodation of substrate as well as the co-
factor for enzyme catalysis, which makes it an inactive homolog of
ODC. Recently, it has been proposed that several homologs of
ODCs including putative antizyme inhibitors apparently arise
independently through evolution [46]. Robust sequence analysis
and active site structure comparisons were performed to explore
the evolutionary relationship of EhODC with respect to ODC
homologs including AZI and to uncover the possibility of
additional EhODC functions. Multiple sequence alignment was
done and phylogenetic tree was generated for ODC homologues
including functional ODC and nonfunctional AZI (Figure 6). In HsODC, five residues Tyr323, Tyr331, Asp332, Cys360 and
Asp361 are reported to be key active site residues which interact
with L-ornithine and these residues are highly conserved in all
functional ODCs (Figure 7). However, EhODC is an exception
where only Cys334 is conserved while both Tyr and both Asp
residues are substituted by His296, Phe305, Glu306 and Asn335
respectively. Crystal Structure of ODC from E. histolytica identified 27 residues from sequence alignment of ODCs from
different organisms responsible for the formation of active site
pocket and in ODC enzyme dimerization (Figure 7). Out of 27
residues, 16 residues contribute to the active site formation by
interacting with cofactor PLP, 5 residues for substrate binding, 3
residues for salt bridge formation, 3 residues as critical interface
residues and 1 residue for dimerization (Figure 7). enzymes are 0.24 mM and 0.09 mM respectively, whereas for
DFMO resistant EhODC it is 1.5 mM [29,60]. Not only
substituted residues, but also the displacement of loops (His’296
loop/Phe305 and Glu306 loop) away from EhODC active site
seems to contribute towards DFMO insensitivity. Comparative analysis of active site architecture These residues are
present at the same position in EhODC active site except Ala111
where it is substituted by Ser99 in EhODC. Overall, the
architecture of EhODC for binding to PLP is similar to that of
TbODC. DFMO, a substrate analogue makes a stable covalent bond with
conserved Cys residue in the active site of ODC enzyme and
inhibits its catalytic reaction. Binding of DFMO in the proper
orientation for covalent bond formation with its active site is also
supported by its interaction with other residues that are there in
the substrate binding pocket. To extricate the intricate structural
details of EhODC responsible for low substrate affinity and/or
DMFO insensitivity, structural comparison of EhODC active site
architecture for substrate/DFMO binding was done with the
active site of DFMO bound TbODC crystal structure (Figure 5)
(54, PDB ID: 2TOD). In TbODC, Cys’360 from counterpart Figure 5. Superimposition of active site of EhODC with TbODC bound to DFMO. Residues of active site at the dimer interface are
represented in sticks. TbODC residues are colored with green, EhODC residues are colored with orange. PLP and DFMO are colored with blue and
polar interactions were indicated by black dashes; water molecule in shown in red sphere. Residues with (9) symbol are of opposite monomer. doi:10.1371/journal.pone.0053397.g005 Figure 5. Superimposition of active site of EhODC with TbODC bound to DFMO. Residues of active site at the dimer interface are
represented in sticks. TbODC residues are colored with green, EhODC residues are colored with orange. PLP and DFMO are colored with blue and
polar interactions were indicated by black dashes; water molecule in shown in red sphere. Residues with (9) symbol are of opposite monomer. doi:10.1371/journal.pone.0053397.g005 January 2013 | Volume 8 | Issue 1 | e53397 January 2013 | Volume 8 | Issue 1 | e53397 PLOS ONE | www.plosone.org 7 Crystal Structure of ODC from E. histolytica EhODC sequence and structural comparison with ODC
homologs Colour indication: Violet columns signifies the mutation in AZI; Orange
columns signifies the mutated residues in E. histolytica ODC which are similar to AZI; Gray shows the unique mutations in EhODC which is neither
conserved in ODC nor in AZI; Blue indicate the mutation in EhODC which are rarely found in AZI and functional ODC; Olive color point out the
mutations in EhODC which are similar to some ODC. Sequence analysis and numbering has been done according to EhODC. Residues which are not
conserved are shown by single letter, the conserved residues are indicted by – and D indicates the deleted amino acids. % identity indicates the
identity of EhODC sequence with other homologous ODC sequences [46]. doi:10.1371/journal.pone.0053397.g007 Asn335 positions are unique to EhODC as these two residues are
found to be conserved as Tyr323 and Asp361 in both AZI as well
as in functional ODC. Interestingly, substitution at Glu306 instead
of Asp332 is similar to AZIs, the inactive homologs of ODCs. However, in AZIs only Asp332 is substituted by Glu, whereas
other four residues are mostly conserved (Figure 7). Asn335 positions are unique to EhODC as these two residues are
found to be conserved as Tyr323 and Asp361 in both AZI as well
as in functional ODC. Interestingly, substitution at Glu306 instead
of Asp332 is similar to AZIs, the inactive homologs of ODCs. However, in AZIs only Asp332 is substituted by Glu, whereas
other four residues are mostly conserved (Figure 7). of AZI as classified on the basis of conserved key amino acid
residues was found to be a functional ODC [67]. In contrast to
this, ODC from Aedes aegypti is found to be enzymatically non-
functional [46]. Thus, mutations in and around active site, ranging
from substitution of one residue to substitution of fourteen residues
in single polypeptide may cause enzyme inactivation. In T. nigroviridis, 11 residues are altered in the active site whereas in
mammals 4 residues are altered to convert a functional ODC to a
nonfunctional homolog [46]. However, in Drosophila melanogaster,
though all 18 key residues of active site are conserved, but a single
mutation of Asp332Tyr hinders dimer formation in ODC in
addition to cofactor and substrate binding, which makes it a
nonfunctional ODC. Furthermore, in case of TbODC and other functional ODCs,
Tyr331 contributes to form an aromatic zipper responsible for
complementary packing in two monomers [53,54]. EhODC sequence and structural comparison with ODC
homologs The substitution of active site residues at His296 and AZI is an inactive homolog of ODC which has lost decarbox-
ylation activity due to mutation of critical residues in the active site
[24,25,26,46,62]. However, they are important in mammals as
they are responsible for antizyme down regulations, thus regulate
the ODC activity in cell system [21]. In this study, we have Figure 6. Multiple sequence alignment of ornithine decarboxylase and its homologues antizyme inhibitor to determine the
conservation of sequence and mutation of active site and substrate binding residues. Circles indicate the residues important for
enzymatic activity. Numbering is according to EhODC. doi:10.1371/journal.pone.0053397.g006 Figure 6. Multiple sequence alignment of ornithine decarboxylase and its homologues antizyme inhibitor to determine the
conservation of sequence and mutation of active site and substrate binding residues. Circles indicate the residues important for
enzymatic activity. Numbering is according to EhODC. doi:10.1371/journal.pone.0053397.g006 January 2013 | Volume 8 | Issue 1 | e53397 PLOS ONE | www.plosone.org 8 Crystal Structure of ODC from E. histolytica Figure 7. Sequence analysis of ODC and antizyme inhibitor, comparing the active site residues of ODC/AZI from various organisms. Abbreviation denoted: Cf for cofactor binding; Bs salt bridge formation; S substrate binding residues; If dimer interface residues; Di important for
dimer formation. Species with the name of protein are shown on left side. Colour indication: Violet columns signifies the mutation in AZI; Orange
columns signifies the mutated residues in E. histolytica ODC which are similar to AZI; Gray shows the unique mutations in EhODC which is neither
conserved in ODC nor in AZI; Blue indicate the mutation in EhODC which are rarely found in AZI and functional ODC; Olive color point out the
mutations in EhODC which are similar to some ODC. Sequence analysis and numbering has been done according to EhODC. Residues which are not
conserved are shown by single letter, the conserved residues are indicted by – and D indicates the deleted amino acids. % identity indicates the
identity of EhODC sequence with other homologous ODC sequences [46]. doi:10.1371/journal.pone.0053397.g007 Figure 7. Sequence analysis of ODC and antizyme inhibitor, comparing the active site residues of ODC/AZI from various organisms. Abbreviation denoted: Cf for cofactor binding; Bs salt bridge formation; S substrate binding residues; If dimer interface residues; Di important for
dimer formation. Species with the name of protein are shown on left side. EhODC sequence and structural comparison with ODC
homologs In AZI, this is
mutated to Ser rendering a loose contact between monomers [61]. But in EhODC, same residue is substituted by aromatic amino
acid Phe305 that is expected to perform same job in aromatic
zipper. The mutation of Tyr to Phe is also reported in Plasmodium
falciparum, Leishmania donovani and Glycine max ODCs (Figure 7,
Figure 7) [46,66]. The evolutionary relationship of ODC and AZI can be
evaluated by considering the root of phylogenic tree which
connects the branch of both homologs. Evidences indicated that
both the homologs are from same subfamily and have evolved and AZI genes have accumulated mutations in key residues that are
important for ODC activity. In Petromyzon marinus, the homologue January 2013 | Volume 8 | Issue 1 | e53397 PLOS ONE | www.plosone.org January 2013 | Volume 8 | Issue 1 | e53397 9 Crystal Structure of ODC from E. histolytica Figure 8. Active sites comparison of functional ODC, antizyme inhibitor and EhODC. A) Human ODC active site residues colored in blue. B)
EhODC active site residues identical to human ODC colored blue, residues identical to AZI colored green and unique to EhODC colored red. C) AZI
interface region showing residues identical to human ODC in blue and those are mutated colored green. doi:10.1371/journal.pone.0053397.g008 Figure 8. Active sites comparison of functional ODC, antizyme inhibitor and EhODC. A) Human ODC active site residues colored in blue. B)
EhODC active site residues identical to human ODC colored blue, residues identical to AZI colored green and unique to EhODC colored red. C) AZI
interface region showing residues identical to human ODC in blue and those are mutated colored green. doi:10.1371/journal.pone.0053397.g008 that contributes to dimerization. Though, same residues i.e. Lys169, Asp364, Asp134, and Lys294 are conserved in AZI
(mouse), still residues do not approach to form the salt bridge [61]. Furthermore, AZI is inefficient to bind to PLP consequently
unable to carry out decarboxylation reaction. The structure of AZI
(mouse) reveals that the active site is too wide to make suitable
pocket for substrate and PLP binding. However, EhODC binds to
PLP and catalyzes decarboxylation of L-ornithine and relatively
less active as compared to other active ODCs. It is interesting to
note that though EhODC possesses similar property with other
ODC on the basis of structure and function, it shares some
similarity with AZI based on amino acid sequence. EhODC sequence and structural comparison with ODC
homologs Firstly, the
substrate binding residue Asp332 (HsODC) is conserved in
functional ODCs where in EhODC same residue is altered to
Glu306 and Glu is well conserved in AZI. Secondly, PLP binding
residue Ala is altered to Ser in EhODC and such alternation is
reported in AZI of Danio rerio, Tetraodon nigroviridis and Anolis
crolinensis. Thirdly, EhODC possesses unique mutations at His296
and Asn335 those are neither reported in any functional ODC or
AZI. Such alternation of critical residues particularly in protozoa
provides the evidences of adaptive evolution of ODC. AZI
dependent ODC regulation is only reported in higher organisms
and absent from lower organisms. Even such regulation is not
reported in protozoa till date. However, it can be hypothesized
that ODC in protozoa takes the modification towards AZI though
it functions less efficently as an active ODC and its function as AZI
needs to be investigated. diverged according to their function. In phylogenetic tree, the
group of AZI and ODC make different clusters according to the
sequence alignment. Interestingly, EhODC is clustering to the
ODC group just beneath the Aedes aegypti which is a nonfunctional
ODC due to His197Asn and Asp332Arg substitutions as shown in
Figure 7 and Figure 9. ODC of Aedes aezypti, being a non-
functional ODC, represents the border line of functional ODCs
and nonfunctional AZI. EhODC, the enzyme with low catalytic
efficiency is found to be more evolutionarily related to nonfunc-
tional ODC of Aedes aezypti and AZIs. These evidences from
sequence alignment and phylogeny profile of EhODC allow us to
establish the fact that during the course of evolution it gained
DFMO resistance by acquiring critical alternation in its sequence
similar to both functional ODCs and non-functional AZI. Though, the evolutionary changes in the sequence also influenced
its catalytic efficiency. However, the possibility of additional
biological role of EhODC such as antizyme inhibitory activity
needs to be investigated. References 9. Pegg AE (2006) Regulation of ornithine decarboxylase. J Biol Chem 281:
14529–14532. 1. Rosas-Arreguı´n P, Arteaga-Nieto P, Reynoso-Orozco R, Villago´mez-Castro JC,
Sabanero-Lo´pez M, et al. (2008) Bursera fagaroides, effect of an ethanolic extract
on ornithine decarboxylase (ODC) activity in vitro and on the growth of
Entamoeba histolytica. Exp Parasitol 119: 398–402. 10. Evageliou NF, Hogarty MD (2009) Disrupting polyamine homeostasis as a
therapeutic strategy for neuroblastoma. Clin Cancer Res 15: 5956–5961. 2. Lo´pez-Vallejo F, Castillo R, Ye´pez-Mulia L, Medina-Franco JL (2011)
Benzotriazoles and indazoles are scaffolds with biological activity against
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Benzotriazoles and indazoles are scaffolds with biological activity against
Entamoeba histolytica. J Biomol Screen 16: 862–868. 11. Oredsson SM (2003) Polyamine dependence of normal cell-cycle progression. Biochem Soc Trans 31: 366–370. 12. Fleidervish IA, Libman L, Katz E, Gutnick MJ (2008) Endogenous polyamines
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5. Heby O, Roberts SC, Ullman B (2003) Polyamine biosynthetic enzymes as drug
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by a-difluoromethylornithine, a specific inhibitor of polyamine biosynthesis. J Protozool 31: 161–163. 15. Conclusion In the present report, we successfully determined the 3D
structure of EhODC to elucidate its intricate active site architec-
ture that made it DFMO insensitive. Further on the basis of
sequence analysis, we unveiled many unique characteristics of
EhODC that show similarity with both functional ODC and non-
functional AZI. EhODC exists as a dimer like other functional
ODCs and in contrast AZI is monomer in solution due to weaker
interaction between two monomers. Interface of EhODC shows 45
contacts and 16 hydrogen bonds in addition to salt bridges which
stabilize the dimer. As studied in AZI structure (mouse AZI), only
43 contacts and 15 hydrogen bonds are reported which lack salt
bridge formation and make interface less interactive as compared
to ODC [61]. Structure of EhODC at 2.8 A˚ revealed two salt
bridges between Lys157-Asp238 at a distance 2.9 A˚ and Asp122-
Arg277 at 3.2 A˚ . Same salt bridges are also reported in HsODC Our study will facilitate to investigate the molecular evolution of
ODCs and AZI. It also suggests additional functional properties
for EhODC such as it may also play a role similar to that of AZI in
E. histolytica. Additionally, availability of EhODC crystal structure
will be helpful in development of structure based anti-amoebiasis
drugs. January 2013 | Volume 8 | Issue 1 | e53397 PLOS ONE | www.plosone.org 10 Crystal Structure of ODC from E. histolytica Figure 9. Phylogenetic relationship of EhODC with antizyme inhibitor and ODC. Sequence of ODC and their evolutionary related
homologous were retrieved from various sources. Antizyme inhibitor of Homo sapiens (BAA23593.1), Nomascus leucogenys (XP_003256127.1),
Macaca mulatta (XP_002805501.1), Mus musculus (AAB87464.1), Rattus norvegicus (BAA23594.1), Monodelphis domestica (XP_001369332.1), Xenopus
laevis (NP_001087584.1), Danio rerio (BAB84695.1), Tetraodon nigroviridis (ENSTNIT00000008148.1), Anolis carolinensis (XP_003219500.1), Gallus gallus
(NP_001008729.1), Ornithorhynchus anatinus (XP_001506230.1), Canis familiaris (XP_849306.1), Bos Taurus (NP_001076080.1), Loxodonta africana
(XP_003408472.1). Ornithine decarboxylase sequence from Aedes aegypti (EAT48998.1), Entamoeba histolytica (AAX35675.1), Plasmodium
falciparum (AAF14518.1), Leishmania donovani (AAA29259.1), Datura stramonium (CAA61121.1), Solanum lycopersicum (NP_001234616.1), Glycine max
(CAD91349.1), Chlamydomonas reinhardtii (CAE46409.1), Monodelphis domestica (XP_001371947.1), Bos Taurus (AAA92339.1), Macaca mulatta
(NP_001185615.1), Homo sapiens (NP_002530.1), Mus musculus (NP_038642.2), Anolis carolinensis (XP_003215471.1), Trypanosoma brucei
(AAA30219.1), Xenopus laevis (CAA39760.1). doi:10.1371/journal.pone.0053397.g009 Figure 9. Phylogenetic relationship of EhODC with antizyme inhibitor and ODC. Sequence of ODC and their evolutionary related
homologous were retrieved from various sources. Acknowledgments The authors thank Macromolecular Crystallographic Unit (MCU), IIC,
IIT Roorkee for providing protein expression, purification, data collection Accession number Structure factors and final refined atomic coordinates for
EhODC have been deposited in the Protein Data Bank (http://
www.rcsb.org) with accession number 4AIB. Author Contributions Conceived and designed the experiments: Preeti S. Tomar RM. Performed
the experiments: Preeti S. Tapas PK S. Tomar. Analyzed the data: Preeti
S. Tapas RM PK S. Tomar. Contributed reagents/materials/analysis
tools: S. Tomar RM PK. Wrote the paper: Preeti S. Tapas S. Tomar. Conclusion Antizyme inhibitor of Homo sapiens (BAA23593.1), Nomascus leucogenys (XP_003256127.1),
Macaca mulatta (XP_002805501.1), Mus musculus (AAB87464.1), Rattus norvegicus (BAA23594.1), Monodelphis domestica (XP_001369332.1), Xenopus
laevis (NP_001087584.1), Danio rerio (BAB84695.1), Tetraodon nigroviridis (ENSTNIT00000008148.1), Anolis carolinensis (XP_003219500.1), Gallus gallus
(NP_001008729.1), Ornithorhynchus anatinus (XP_001506230.1), Canis familiaris (XP_849306.1), Bos Taurus (NP_001076080.1), Loxodonta africana
(XP_003408472.1). Ornithine decarboxylase sequence from Aedes aegypti (EAT48998.1), Entamoeba histolytica (AAX35675.1), Plasmodium
falciparum (AAF14518.1), Leishmania donovani (AAA29259.1), Datura stramonium (CAA61121.1), Solanum lycopersicum (NP_001234616.1), Glycine max
(CAD91349.1), Chlamydomonas reinhardtii (CAE46409.1), Monodelphis domestica (XP_001371947.1), Bos Taurus (AAA92339.1), Macaca mulatta
(NP_001185615.1), Homo sapiens (NP_002530.1), Mus musculus (NP_038642.2), Anolis carolinensis (XP_003215471.1), Trypanosoma brucei
(AAA30219.1), Xenopus laevis (CAA39760.1). doi:10 1371/journal pone 0053397 g009 and computational facilities. We also thank Sonali Dhindwal for her help in
data collection and refinement. and computational facilities. We also thank Sonali Dhindwal for her help in
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English
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Gene expression profiles in Atlantic salmon adipose-derived stromo-vascular fraction during differentiation into adipocytes
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BMC genomics
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cc-by
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Abstract Background: Excessive fat deposition is one of the largest problems faced by salmon aquaculture industries,
leading to production losses due to high volume of adipose tissue offal. In addition, increased lipid accumulation
may impose considerable stress on adipocytes leading to adipocyte activation and production and secretion of
inflammatory mediators, as observed in mammals. Results: Microarray and qPCR analyses were performed to follow transcriptome changes during adipogenesis in
the primary culture of adipose stromo-vascular fraction (aSVF) of Atlantic salmon. Cellular heterogeneity decreased
by confluence as evidenced by the down-regulation of markers of osteo/chondrogenic, myogenic, immune and
vasculature lineages. Transgelin (TAGLN), a marker of the multipotent pericyte, was prominently expressed around
confluence while adipogenic PPARg was up-regulated already in subconfluent cells. Proliferative activity and
subsequent cell cycle arrest were reflected in the fluctuations of pro- and anti-mitotic regulators. Marked regulation
of genes involved in lipid and glucose metabolism and pathways producing NADPH and glycerol-3-phosphate
(G3P) was seen during the terminal differentiation, also characterised by diverse stress responses. Activation of the
glutathione and thioredoxin antioxidant systems and changes in the iron metabolism suggested the need for
protection against oxidative stress. Signs of endoplasmic reticulum (ER) stress and unfolded protein response (UPR)
occured in parallel with the increased lipid droplet (LD) formation and production of secretory proteins (adipsin,
visfatin). The UPR markers XBP1 and ATF6 were induced together with genes involved in ubiquitin-proteasome and
lysosomal proteolysis. Concurrently, translation was suppressed as evidenced by the down-regulation of genes
encoding elongation factors and components of the ribosomal machinery. Notably, expression changes of a panel
of genes that belong to different immune pathways were seen throughout adipogenesis. The induction of AP1
(Jun, Fos), which is a master regulator of stress responses, culminated by the end of adipogenesis, concurrent with
the maximal observed lipid deposition. Conclusions: Our data point to an intimate relationship between metabolic regulation and immune responses in
white adipocytes of a cold-blooded vertebrate. Stress imposed on adipocytes by LD formation and expansion is
prominently reflected in the ER compartment and the activated UPR response could have an important role at
visceral obesity in fish. however, known about the factors regulating develop-
ment and functions of adipose tissue in fish, and
whether increased fat deposition may lead to health pro-
blems. RESEARCH ARTICLE Open Access Open Access * Correspondence: marijana.todorcevic@nofima.no
† Contributed equally
1Nofima, Norwegian Institute of Food, Fisheries and Aquaculture Research, P.
O. Box 5010, Ås NO-1430, Norway Abstract Previously regarded principally as energy storage,
white adipose tissue (WAT) in mammals is now recog-
nized as a highly active endocrine tissue producing
numerous secretory proteins, including adipokines, a
suite of small signalling proteins specifically produced in
WAT [2,3]. Under normal conditions, adipocytes are Marijana Todorčević1,2*†, Stanko Škugor1,2†, Aleksei Krasnov1, Bente Ruyter1 Marijana Todorčević1,2*†, Stanko Škugor1,2†, Aleksei Krasnov1, Bente Ruyter1 © 2010 Todorčević 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. Todorčević et al. BMC Genomics 2010, 11:39
http://www.biomedcentral.com/1471-2164/11/39 Todorčević et al. BMC Genomics 2010, 11:39
http://www.biomedcentral.com/1471-2164/11/39 © 2010 Todorčević et al; licensee BioMed Central Ltd. This is an Open Access article distributed under the terms of the Creati
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. © 2010 Todorčević 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. Cell culture characterization A short summary of adipocyte development and cultiva-
tion conditions is presented in Fig. 1. In the subconflu-
ent stage during the first seven days of culture, aSVF
cells had the highest proliferative activity (Fig. 2A). Approximately at day 7, cells reached the confluent
stage. Two-day adipogenic hormonal induction was
applied at that time point. This was followed by the
terminal differentiation stage during which cells
acquired a more rounded shape. Morphological changes
observed by electron microscopy images at days 15 and
30 were characteristic of the terminally differentiating
phenotype of adipocytes, including a relatively low mito-
chondrial number, large size of LD and the nucleus
located between LDs and cell membrane (Fig. 3A, B). Oil red O staining also showed a high degree of lipid
accumulation in mature adipocytes at day 30 (Fig. 4A). A steady decrease in the extracellular superoxide dismu-
tase (SOD) activity was observed from day 1 to day 30
(Fig. 4B). In mammals, adipogenesis includes three distinct
stages. Following active proliferation and the phase of
determination, cells reach confluence, followed by hor-
monal induction and terminal differentiation. Re-entry
into the cell cycle of growth-arrested cells at confluence
involves several rounds of proliferation, referred to as
mitotic clonal expansion. Secondary growth arrest and
induction of the transcription factors CCAAT-enhancer-
binding protein (C/EBP) a and peroxisome proliferator-
activated receptor (PPAR) g mark the end of the mitotic
clonal expansion phase and entry into terminal differen-
tiation with transcriptional activation of genes defining
the mature adipocyte phenotype. Background Feeds used in modern Atlantic salmon aquaculture con-
tain large amounts of lipids, which provide rapid
growth, reduce environmental load from farms, but
increase visceral fat deposition [1]. Very little is, Todorčević et al. BMC Genomics 2010, 11:39
http://www.biomedcentral.com/1471-2164/11/39 Todorčević et al. BMC Genomics 2010, 11:39
http://www.biomedcentral.com/1471-2164/11/39 Todorčević et al. BMC Genomics 2010, 11:39
http://www.biomedcentral.com/1471-2164/11/39 Page 2 of 17 The aSVF primary culture enabled investigation of
early events involved in the adipogenic determination as
well as processes characteristic of the later terminal dif-
ferentiation phase. Particular emphasis was placed on
genes governing nutrient metabolism and stress and
inflammatory responses. involved in the regulation of a broad range of physiolo-
gical processes but at obesity increased production of
cytokines and adipokines lead to the chronic low-grade
inflammatory state. The extent of conservation of endo-
crine WAT functions in the cold-blooded vertebrate,
including its capacity to influence systemic inflammatory
responses and development of life style related disorders
has not been studied until now. Results In salmonid fish, precursor cells differentiate into adi-
pocytes continuously [4], however, the exact origin of
preadipocytes is not known. In mammals, development
of white adipocytes is thought to begin with progenitor
cells from the perivascular compartment (pericytes) in
WAT, characterised by expression of smooth muscle
actin 22a, also known as transgelin (TAGLN), and other
vascular markers. Isolated pericytes differentiate into
mesenchymal stem cells (MSCs), which in turn, give rise
to various cell types including osteoblasts, chondrocytes,
smooth muscle cells, fibroblasts, macrophages and adi-
pocytes [5-9]. Mammalian adipose stromal-vascular frac-
tion (aSVF) harbours a population of progenitor cells
that is also capable to differentiate ex vivo into cells and
tissues of mesodermal origin, thus suggesting their peri-
vascular origin. Atlantic salmon WAT contains a large
number of fibroblast-like precursor cells that can differ-
entiate to mature adipocytes in vitro [10,11], however,
their stem cell features have not been characterized yet. Subconfluence (days 1 and 4) Microarray analyses of aSVF in the first days of culture,
revealed concurrent expression of genes characteristic of
MSCs, immune cells and cells of perivascular origin
(Fig. 5). Platelet-derived growth factor A (PDGFA) is a
major regulator of proliferation and migration of mam-
malian adipose-derived MSCs [13]. Glomulin is essential
for normal development of the vasculature while the
lymphatic vessel endothelial hyaluronan receptor 1
(LYVE1) is a marker of lymph vessels and endothelial
cells in mammals. Chemokine receptor 4 (CXCR4) and
other chemokine/cytokine receptors are involved in cell
mobilisation and retention in several populations of
MSCs and in immune cells [14-16]. We have selected
eight co-expressed genes encoding proteins involved in
nucleotide metabolism, DNA replication and regulation
of cell cycle and their averaged profile, due to their
involvement in the similar cellular functions, was shown
in Fig. 2B. The lowest expression of genes from this
category was at day 1 (also see Fig. 5). The subsequent
increase was in concordance with the results of prolifer-
ating cell nuclear antigen (PCNA) assay that revealed
the highest proliferation rate at day 4 (Fig. 2A). In paral-
lel, microarray analyses showed a decreased expression
of non-adipogenic cell markers. These genes had high
levels at day 1 (Fig. 5). Tumour necrosis factor (TNF) a, The few performed studies indicate that adipogenesis
in fish bears many resemblances to that of terrestrial
vertebrates [10-12], though there certainly exist as yet
undiscovered species-specific differences. Atlantic sal-
mon precursor cells take longer than mammalian to
acquire the mature adipocyte phenotype in culture, due
to low incubating temperature, typical of salmonid fish
habitat. Further, mammalian cells are able to produce
lipid droplets (LDs) from glucose alone, while salmon
preadipocytes require lipids in order to achieve the
mature phenotype [10]. Hence it is to be expected that
white adipocytes and their precursors in a cold-blooded
vertebrate may have both evolutionarily conserved and
specific features. Todorčević et al. BMC Genomics 2010, 11:39
http://www.biomedcentral.com/1471-2164/11/39 Page 3 of 17 D1
D4 D5 D6 D7
D9 D10 D11 D12 D15 D20 D23 D30
Medium= Medium Medium
FBS (10%)
L-15 +Insulin +lipid mix
Antibiotics
L-glutamin
+Dex
+IBMX
Subconfluent Confluent
Terminal differentiation
Hormonal induction
+Biotin
+Pantoten
+T3
FBS..........Fetal Bovine Serum
Dex.......... Dexametasone
IBMX....... Isobutylmethylxanthine
T3.............Triiodothyronine
D1,D4,D7,D9,D15,D30 = Microarray & qPCR
D5,D6,D10,D11,D12,D20,D23,D30 = qPCR
Figure 1 Summary of procedures and the key stages. Figure 1 Summary of procedures and the key stages. Subconfluence (days 1 and 4) Confluence (day 7) and hormonal induction (day 9)
Cells reached confluence at day 7. Up-regulation of reti-
noblastoma-like protein 1 (RBL1) and p53-like protein
(Fig. 5) was in concordance with the temporary cell
cycle arrest at G0/G1, which is commonly observed at
this stage in most mammalian cell lines. After stimula-
tion with hormones, cells re-enter the cell cycle and
undergo mitotic clonal expansion before ultimate exit
from the cell cycle. At day 9, expression of RBL1 and
p53-like protein decreased while cyclins E1 and B2 were
stimulated. Two days after addition of the differentiation
media, cells changed to a more rounded shape. This
coincided with the up-regulation of a suite of motor
contractile proteins (Fig. 5). Interestingly, microarray
showed elevated expression of TAGLN at day 7 and day
9. TAGLN is a marker of pericytes, smooth muscle-like
cells surrounding vasculature, that are closely related to
the MSCs and fibroblasts [19]. Positive and negative reg-
ulators of myogenic differentiation showed opposite
changes: decrease in myogenic factor D (MyoD) and
increase in bone morphogenic protein 4 (BMP4) (Fig.7). We also observed up-regulation of several genes for Ca2
+ binding proteins (Fig. 5). Calcium is involved in the
control of the whole adipogenic process, from multipo-
tent stem cells to adipocytes [20,21]. Increases in cyto-
plasmic calcium during this phase inhibit adipogenesis
[21-24]. Days 7 and 9 were marked by the expression
changes of C/EBPs. The early adipogenic marker C/
EBPb, was up-regulated until confluence, whereas tran-
sient induction of C/EBPδ and consistent increase of C/
EBPa were observed after the addition of hormones at
day 9 (Fig. 7). Overall, C/EBPb and C/EBPδ work
sequentially and predate the expression of C/EBPa [12]. We observed different expression changes in a number
of genes encoding chemokines and cytokines. The leu-
kocyte cell-derived chemotaxin 2 (LECT2) was re-acti-
vated at day 9 and remained up-regulated until the end
of the study period (Fig. 6). LECT2 is a potent neutro-
phil chemoattractant, which also affects development of a proinflammatory cytokine and a potent negative regu-
lator of adipocyte differentiation in terrestrial verte-
brates, was up-regulated before confluence as well as a
panel of TNF-related genes and receptors (Fig. 5 and 6). We observed up-regulation of PPARg already at day 4
(Fig. 7). This is the master regulator that co-ordinately
activates transcription of adipocyte-specific genes
[17,18]. Figure 2 Cell division, DNA replication and nucleotide
metabolism. Subconfluence (days 1 and 4) A: cell proliferation was assessed by
immunocytochemical detection of proliferating cell nuclear antigen
(PCNA). Data (labeling index) are shown as mean ± SEM (n = 5). Different letters indicate significant differences (p ≤0.05). B:
expression changes (mean log-ER ± SE) of eight genes (Cdc45, cell
division control protein 42 homolog, anti-silencing function 1B,
ribonucleoside-diphosphate reductase large subunit, cold inducible
RNA binding protein-1 and 2, chromosome segregation 1-like
protein, chromosome-associated kinesin KIF4A) analyzed with
microarrays. Figure 2 Cell division, DNA replication and nucleotide
metabolism. A: cell proliferation was assessed by
immunocytochemical detection of proliferating cell nuclear antigen
(PCNA). Data (labeling index) are shown as mean ± SEM (n = 5). Different letters indicate significant differences (p ≤0.05). B:
expression changes (mean log-ER ± SE) of eight genes (Cdc45, cell
division control protein 42 homolog, anti-silencing function 1B,
ribonucleoside-diphosphate reductase large subunit, cold inducible
RNA binding protein-1 and 2, chromosome segregation 1-like
protein, chromosome-associated kinesin KIF4A) analyzed with
microarrays. Figure 2 Cell division, DNA replication and nucleotide
metabolism. A: cell proliferation was assessed by Figure 2 Cell division, DNA replication and nucleotide
metabolism. A: cell proliferation was assessed by
immunocytochemical detection of proliferating cell nuclear antigen
(PCNA). Data (labeling index) are shown as mean ± SEM (n = 5). Different letters indicate significant differences (p ≤0.05). B:
expression changes (mean log-ER ± SE) of eight genes (Cdc45, cell
division control protein 42 homolog, anti-silencing function 1B,
ribonucleoside-diphosphate reductase large subunit, cold inducible
RNA binding protein-1 and 2, chromosome segregation 1-like
protein, chromosome-associated kinesin KIF4A) analyzed with
microarrays. Todorčević et al. BMC Genomics 2010, 11:39
http://www.biomedcentral.com/1471-2164/11/39 Todorčević et al. BMC Genomics 2010, 11:39
http://www.biomedcentral.com/1471-2164/11/39 Page 4 of 17 Figure 3 Atlantic salmon aSVF primary cell culture. A, B: Electron micrographs of representative salmon adipocytes day 15 (A) and day 30
(B). Three weeks after induction of differentiation (day 30), a large portion of cytoplasmic space was filled with LDs, the number mitochondria
was reduced and the nuclei were located between LDs and cell membranes. Bars: 5 μm. Arrows points to mitochondria and arrowheads to lipid
droplets Figure 3 Atlantic salmon aSVF primary cell culture. A, B: Electron micrographs of representative salmon adipocytes day 15 (A) and day 30
(B). Three weeks after induction of differentiation (day 30), a large portion of cytoplasmic space was filled with LDs, the number mitochondria
was reduced and the nuclei were located between LDs and cell membranes. Subconfluence (days 1 and 4) Bars: 5 μm. Arrows points to mitochondria and arrowheads to lipid
droplets Figure 3 Atlantic salmon aSVF primary cell culture. A, B: Electron micrographs of representative salmon adipocytes day 15 (A) and day 30
(B). Three weeks after induction of differentiation (day 30), a large portion of cytoplasmic space was filled with LDs, the number mitochondria
was reduced and the nuclei were located between LDs and cell membranes. Bars: 5 μm. Arrows points to mitochondria and arrowheads to lipid
droplets chondrocytes and osteoblasts [25,26]. In contrast, TNFa
and related genes were down-regulated (Fig. 5 and 6). Terminal differentiation and the late phase of white
adipocyte maturation (days 12-30) phosphogluconate dehydrogenase (PGD) from the oxi-
dative pentose phosphate pathway (PPP) were up-regu-
lated
from
day
12
to
the
end
of
adipogenic
differentiation indicating increased need for NADPH
that is required for TAG biosynthesis. To synthesise
nucleotides, cells need large amounts of ribose-5-phos-
phate (R5P). The PPP uses glucose to provide R5P and
NADPH, however, the output can be modified accord-
ing to the cells’ current needs, towards the production
of either one of the products. The increase of phospho-
fructokinase (PFK) and pyruvate kinase (PK) expression
from day 15 could be an evidence for the importance of
glycolysis in TAG-accumulating adipocytes. In addition
to glycolysis and contrary to what was earlier believed, adipocyte maturation (days 12-30) The glutathione peroxidases (GPXs) (Fig. 5 and 9),
which are sensitive to lipid mediated peroxidation [36],
were similarly induced and a suite of genes coding for
proteins of glutathione metabolism also had high levels,
at the time when cells engaged in increased LD forma-
tion and expansion. The thioredoxin (TXN) antioxidant
system is also involved in the regulation of intracellular
ROS [37]. The production of ROS is catalyzed with iron
and hem, therefore, the up-regulation of ferritin (the
intracellular iron storage protein), and two key enzymes
in the metabolism of hem, aminolevulinate δ synthetase
and heme oxygenase 2 (HMOX2) suggest the induction
of mechanisms that protect against oxidative stress at
day 30. Figure 4 A: lipid content in adipocytes was quantified with Oil
Red O. Absorbance of extracted dye was measured at 500 nm. Data are shown as mean ± SEM (n = 5). Different letters indicate
significant differences (p ≤0.05). B: superoxide dismutase (SOD)
activity in culture media. Different letters indicate significant
differences (p ≤0.05). Data shown are mean ± SEM (n = 5). Figure 4 A: lipid content in adipocytes was quantified with Oil
Red O. Absorbance of extracted dye was measured at 500 nm. Data are shown as mean ± SEM (n = 5). Different letters indicate
significant differences (p ≤0.05). B: superoxide dismutase (SOD)
activity in culture media. Different letters indicate significant
differences (p ≤0.05). Data shown are mean ± SEM (n = 5). adipocytes seem to be able to use alternative means
(glyceroneogenesis) to produce glycerol-3-phosphate
(G3P) needed for TAG synthesis [28,29]. Two key gly-
ceroneogenic enzymes, cytoplasmic malate dehydrogen-
ase (MDHC) and cytosolic phosphoenolpyruvate
carboxykinase (PEPCKC) were also up-regulated during
terminal differentiation. These changes did not necessa-
rily mean a switch to anaerobic metabolism. Microarray
analyses revealed a decrease of hypoxia inducible factor
(HIF1a) while the negative regulator of HIF1a (HIF
prolyl hydroxylase) was induced (Fig. 5). Day 15 was marked with the expression changes of
genes involved in differentiation and cell cycle. Increase
was observed in the anti-osteogenic [30] growth arrest
specific protein 6 (GAS6) and adipogenic markers adip-
sin and visfatin (Fig. 5). The up-regulations of RBL1,
p53-like protein and growth arrest and DNA-damage-
inducible (GADD45) g were in concordance with the
marked attenuation of cell proliferation. Interestingly,
many immune-related genes exhibited sustained up-reg-
ulations, which began shortly before or at the onset of
terminal differentiation (Fig. 6). adipocyte maturation (days 12-30) The increase in intracellular lipid levels measured by Oil
Red O (Fig. 4A) was in line with the up-regulation of
genes for several proteins of lipid metabolism (Fig. 5),
including lipoprotein lipase (LPL) (Fig. 7). The expres-
sion of fatty acid synthase (FAS) was highest from day
15 to day 30 (Fig. 7) in agreement with the profile of
FAS observed in murine adipocytes [27]. Metabolic
alterations were also supported by the regulation of key
genes from major carbohydrate pathways (Fig. 8). Glu-
cose-6-phosphate dehydrogenase (G6PD) and 6- Todorčević et al. BMC Genomics 2010, 11:39
http://www.biomedcentral.com/1471-2164/11/39 Page 5 of 17 Figure 4 A: lipid content in adipocytes was quantified with Oil
Red O. Absorbance of extracted dye was measured at 500 nm. Data are shown as mean ± SEM (n = 5). Different letters indicate
significant differences (p ≤0.05). B: superoxide dismutase (SOD)
activity in culture media. Different letters indicate significant
differences (p ≤0.05). Data shown are mean ± SEM (n = 5). receptor signalling and biosynthesis of eicosanoids (lipid
mediators of inflammation). Galectins (Fig. 5) are carbo-
hydrate binding proteins involved in various immune
processes [33]. Notably, expression of a panel of
immune genes decreased by day 30. The most noticeable aspect of the last stage of adipo-
genesis was co-ordinated activation of genes involved in
various stress responses. Several components of the acti-
vator protein complex 1 (AP1) (c-Fos, c-Jun, JunB1,
JunB2, and JunD), which co-ordinates responses to
pathogens and stressors, showed highest expression
levels at day 30 (Fig. 5). The observed gene expression
changes clearly revealed the endoplasmic reticulum (ER)
stress in our culture at this stage. The up-regulated oxi-
dant stress-activated serine/threonine kinase 25 (YSK1,
Fig. 5) is a Golgi complex-associated regulator of trans-
port of proteins and lipids to plasma membrane [34]. The A-kinase anchor protein 9 (AKAP9) is an essential
mediator in lipolytic pathways and is necessary for the
maintenance of Golgi structure through interactions
with signalling proteins, including the protein kinase N
(PKN1); both AKAP9 and PKN1 showed strong down-
regulation at day 15 (Fig. 5). The ER stress response
involves a set of mechanisms referred to as unfolded
protein response (UPR) [35]. The classical UPR markers
X-box-binding protein 1 (XBP1) and activating tran-
scription factor 6 (ATF6) were up-regulated during the
lipid-loading phase of adipogenesis (Fig. 9). Our findings
point to the increased responses to oxidative stress with
time. adipocyte maturation (days 12-30) Programmed death
ligand 1 (PD-L1) is involved in the blockage of cell cycle
in T-cells [31]. The up-regulation of decoy receptor
interleukin (IL) 13 receptor alpha 2 (IL13Ra2) implies
suppression of the anti-inflammatory IL4/IL13 axis [32]. Janus kinase 1 (JAK1) and 5-lipoxygenase activating pro-
tein (FLAP) play pivotal roles in respectively, cytokine The massive down-regulation of components of the
translational machinery and translation initiation factors
suggested reduction of ribosomal biogenesis and
attenuation of protein translation while the highest
expression level of 18S at day 15 suggested profound
changes in the composition of ribosomes during term-
inal differentiation (Fig. 5, 9 and 10). Averaged expres-
sion profiles of thirty five highly co-expressed ribosomal
proteins, components of the 40S and 60S ribosomal sub-
units, were shown in Fig. 10. Interestingly, eukaryotic
initiation translation factor 5 (eIF5) involved in the Todorčević et al. BMC Genomics 2010, 11:39
http://www.biomedcentral.com/1471-2164/11/39 Page 6 of 17 Figure 5 Results of microarray analyses, selected genes with expression changes. Samples from days 1, 4, 7, 9, 15 and 30 (5 pooled flasks
per day) were compared to an equalised mixture from all time-points. Data are log-ER (expression ratios). Significantly up- and down-regulated
genes (p < 0.01, t-test, 12 spot replicates per gene) are highlighted with red and green scales. NS - not significant, ND - not detected. Figure 5 Results of microarray analyses, selected genes with expression changes. Samples from days 1, 4, 7, 9, 15 and 30 (5 pooled flasks
per day) were compared to an equalised mixture from all time-points. Data are log-ER (expression ratios). Significantly up- and down-regulated
genes (p < 0.01, t-test, 12 spot replicates per gene) are highlighted with red and green scales. NS - not significant, ND - not detected. observed at day 30 while up-regulation of lysosomal
proteases (cathepsins) was seen from day 15 (Fig. 5). joining of ribosomal subunits resulting in the formation
of a functional 80S initiation complex was up-regulated
at the last time point (Fig. 5). Discussion TNFa - tumour necrosis factor alpha, TNF decoy - tumour necrosis factor decoy receptor, FLAP -
5-lipoxygenase-activating protein, JAK1 - janus kinase 1, PD-L1 - programmed cell death ligand 1, IL-13 a2 - interleukin 13, LECT2 - leukocyte cell-
derived chemotaxin a2, C5 - complement component 5. Figure 6 Immune genes analyzed with real-time qPCR. In this and other panels data are shown as -ΔΔCt ± SE (n = 5). Significant difference
from day 1 (t-test, p < 0.05) is indicated with *. TNFa - tumour necrosis factor alpha, TNF decoy - tumour necrosis factor decoy receptor, FLAP -
5-lipoxygenase-activating protein, JAK1 - janus kinase 1, PD-L1 - programmed cell death ligand 1, IL-13 a2 - interleukin 13, LECT2 - leukocyte cell-
derived chemotaxin a2, C5 - complement component 5. Figure 6 Immune genes analyzed with real-time qPCR. In this and other panels data are shown as -ΔΔCt ± SE (n = 5). Significant difference
from day 1 (t-test, p < 0.05) is indicated with *. TNFa - tumour necrosis factor alpha, TNF decoy - tumour necrosis factor decoy receptor, FLAP -
5-lipoxygenase-activating protein, JAK1 - janus kinase 1, PD-L1 - programmed cell death ligand 1, IL-13 a2 - interleukin 13, LECT2 - leukocyte cell-
derived chemotaxin a2, C5 - complement component 5. stages of the culture. Decrease in gene expression of
markers of osteo/chondrogenic, myogenic, immune and
vasculature cell lineages (Fig. 5) and increase in adipo-
genic markers indicate that the preadipocyte precursors,
probably due to their active proliferation, become the
preponderant cell type at confluence. WAT population of stem cells and early events in the
determination phase are much less studied than the
terminal differentiation phase of adipogenesis. The
breakthrough in the understanding of elusive origins of
the adipogenic MSCs was made only recently in a study
of Tang et al. [9], which demonstrated that pericytes
surrounding blood vessel walls in WAT are precursor
cells of preadipocytes. Gradual attenuation of the vascu-
lature specific genes glomulin and LIVE1 and increase
of the pericytic marker TAGLN at days 7 and 9 support
perivascular origin of salmon preadipocytes as well. Early PPARg expression could represent an additional Recent studies in mammals showed that tissue-resi-
dent MSCs originate from the smooth-muscle-like peri-
cytes [39,40], which are laid over junctions of
endothelial cells in blood vessel walls [41]. Discussion The increase of several protein folding heat shock pro-
teins and genes involved in protein degradation was evi-
dent during this period (Fig. 5 and 10). The components
of the 26S proteasome, ubiquitin and several enzymes
involved in the ubiquitin conjugation to target proteins
were up-regulated at day 15 and even more markedly at
the end of the study period. High levels of 26S protea-
some non-ATPase regulatory subunit 14 (POH1), were Our transcriptomic analyses suggest, as expected, that
early salmon aSVF culture contains a number of cell
types, including vascular cells, macrophages and lym-
phocytes, in addition to preadipocytes. Similar cell com-
position of aSVF was reported in mammals [38]. The
gene expression profiles at days 1 and 4 implied reten-
tion of multipotency of aSVF cells during the early Todorčević et al. BMC Genomics 2010, 11:39
http://www.biomedcentral.com/1471-2164/11/39 Page 7 of 17 Figure 6 Immune genes analyzed with real-time qPCR. In this and other panels data are shown as -ΔΔCt ± SE (n = 5). Significant difference
from day 1 (t-test, p < 0.05) is indicated with *. TNFa - tumour necrosis factor alpha, TNF decoy - tumour necrosis factor decoy receptor, FLAP -
5-lipoxygenase-activating protein, JAK1 - janus kinase 1, PD-L1 - programmed cell death ligand 1, IL-13 a2 - interleukin 13, LECT2 - leukocyte cell-
derived chemotaxin a2, C5 - complement component 5. stages of the culture. Decrease in gene expression of
markers of osteo/chondrogenic myogenic immune and
WAT population of stem cells and early events in th
determination phase are much less studied than th
Figure 6 Immune genes analyzed with real-time qPCR. In this and other panels data are shown as -ΔΔCt ± SE (n = 5). Significant difference
from day 1 (t-test, p < 0.05) is indicated with *. TNFa - tumour necrosis factor alpha, TNF decoy - tumour necrosis factor decoy receptor, FLAP -
5-lipoxygenase-activating protein, JAK1 - janus kinase 1, PD-L1 - programmed cell death ligand 1, IL-13 a2 - interleukin 13, LECT2 - leukocyte cell-
derived chemotaxin a2, C5 - complement component 5. Figure 6 Immune genes analyzed with real-time qPCR. In this and other panels data are shown as -ΔΔCt ± SE (n = 5). Significant difference
from day 1 (t-test, p < 0.05) is indicated with *. Discussion Once liber-
ated from the endothelial cell, pericyte is activated and
can be considered a stem cell [42]. Characterisics of the Todorčević et al. BMC Genomics 2010, 11:39
http://www.biomedcentral.com/1471-2164/11/39 Page 8 of 17 Figure 7 Cell lineage markers analyzed with real-time qPCR. PPARg - peroxisome proliferator-activated receptor g, MyoD - myogenic factor
D, BMP4 - bone morphogenic protein 4, 1C. C/EBP - CCAAT/enhancer-binding proteins a, b and δ, LPL - lipoprotein lipase, FAS - fatty acid
synthase. Figure 7 Cell lineage markers analyzed with real-time qPCR. PPARg - peroxisome proliferator-activated receptor g, MyoD - myogenic factor
D, BMP4 - bone morphogenic protein 4, 1C. C/EBP - CCAAT/enhancer-binding proteins a, b and δ, LPL - lipoprotein lipase, FAS - fatty acid
synthase. Figure 7 Cell lineage markers analyzed with real-time qPCR. PPARg - peroxisome proliferator-activated receptor g, MyoD - myogenic factor
D, BMP4 - bone morphogenic protein 4, 1C. C/EBP - CCAAT/enhancer-binding proteins a, b and δ, LPL - lipoprotein lipase, FAS - fatty acid
synthase. mesenchymal lineages. Starting from day 6 we observed
consistently decreased expression of MyoD, an early
marker of the myogenic lineage. MyoD regulates the cell
cycle in terminally differentiated myocytes by inducing
CDK inhibitor p21, which irreversibly arrests prolifera-
tion [43]. MyoD may play a similar role in mature adi-
pocytes and in theory this could account for the
increased expression at day 30. Activation of BMP4
from day 9 was an additional evidence for the inhibition
of myogenesis. This growth factor equally promotes dif-
ferentiation of the adipose, cartilage or bone lineages
depending on the culture conditions [44,45]. Therefore,
activation of BMP4 is necessary but not sufficient for
the commitment of preadipocytes. PPARg is a master evidence of the pericytic identity of adipocytes’ precur-
sors in our model since Tang et al. confirmed PPARg as
a specific marker of the perivascular fraction in subcon-
fluent aSVF [9]. Indeed, our finding of high levels of
PPARg mRNA well before confluence contradicts the
cell culture studies reviewed in [18] as the expression of
C/EBPb and C/EBPδ predate the expression of PPARg
and C/EBPa [17,18], which then activate adipocyte-spe-
cific genes during terminal differentiation. This illus-
trates the advantage of primary cell cultures, which offer
possibilities to gain valuable insight into the early mole-
cular events of adipogenic differentiation. Commitment of multipotent MSCs to the adipogenic
lineage involves simultaneous inhibition of other Todorčević et al. Discussion BMC Genomics 2010, 11:39
http://www.biomedcentral.com/1471-2164/11/39 Page 9 of 17 Figure 8 Genes for enzymes from different pathways of carbohydrate and lipid metabolism analyzed with real-time qPCR. HK
hexokinase, G6PD - glucose-6-phosphate dehydrogenase, PFK - phosphofructokinase, PK - pyruvate kinase, MDHC - malate dehydrogenase,
PEPCKC - phosphoenolpyruvate carboxykinase C, PGD - 6- phosphogluconate dehydrogenase, TKT - transketolase, MTP - microsomal triglycerid
transfer protein, CD36 - cluster of differentiation 36, ATP binding - ATP-binding cassette transporter 2. Figure 8 Genes for enzymes from different pathways of carbohydrate and lipid metabolism analyzed with real-time qPCR. HK -
hexokinase, G6PD - glucose-6-phosphate dehydrogenase, PFK - phosphofructokinase, PK - pyruvate kinase, MDHC - malate dehydrogenase,
PEPCKC - phosphoenolpyruvate carboxykinase C, PGD - 6- phosphogluconate dehydrogenase, TKT - transketolase, MTP - microsomal triglyceride
transfer protein, CD36 - cluster of differentiation 36, ATP binding - ATP-binding cassette transporter 2. Figure 8 Genes for enzymes from different pathways of carbohydrate and lipid metabolism analyzed with real-time qPCR. HK -
hexokinase, G6PD - glucose-6-phosphate dehydrogenase, PFK - phosphofructokinase, PK - pyruvate kinase, MDHC - malate dehydrogenase,
PEPCKC - phosphoenolpyruvate carboxykinase C, PGD - 6- phosphogluconate dehydrogenase, TKT - transketolase, MTP - microsomal triglyceride
transfer protein, CD36 - cluster of differentiation 36, ATP binding - ATP-binding cassette transporter 2. Todorčević et al. BMC Genomics 2010, 11:39
http://www.biomedcentral.com/1471-2164/11/39 Page 10 of 17 Figure 9 Genes for antioxidants and proteins involved in unfolded protein responses analyzed with real-time qPCR. PRDX1 -
peroxiredoxin 1, GPx2 - glutathione peroxidase 2, ATF6 - activating transcription factor 6, XBP1 - x-box binding protein 1, GRP78 - glucose-
regulated protein 78, 18S. Figure 9 Genes for antioxidants and proteins involved in unfolded protein responses analyzed with real-time qPCR. PRDX1 -
peroxiredoxin 1, GPx2 - glutathione peroxidase 2, ATF6 - activating transcription factor 6, XBP1 - x-box binding protein 1, GRP78 - glucose-
regulated protein 78, 18S. Figure 9 Genes for antioxidants and proteins involved in unfolded protein responses analyzed with real-time qPCR. PRDX1 -
peroxiredoxin 1, GPx2 - glutathione peroxidase 2, ATF6 - activating transcription factor 6, XBP1 - x-box binding protein 1, GRP78 - glucose-
regulated protein 78, 18S. and earliest increased level of the anti-osteogenic GAS6
was observed at day 15. adipogenic regulator, which simultaneously inhibits
myogenesis, osteogenesis and chondrogenesis [44,46,47]. Discussion Biosynthesis of
carbohydrates in carnivourous fish species could be
important due to the very low carbohydrate dietary level
in their natural diets [51]. Indeed, we have seen regula-
tions in all major glucose metabolic pathways in our
model (Fig. 8); however, differentiation of adipocytes did
not involve induction of HK, one of the key enzymes of
glucose metabolism that only showed slight up-regula-
tion at day 30. This indirectly suggested that the trans-
formation of gluconeogenic amino acids into glucose is
important in adipocytes of Atlantic salmon, at least in
vitro. In addition, late activity of two key glyceroneo-
genic genes, MDHC and PEPCKC implied that glycero-
neogenesis, which can be fed with mitochondrial
intermediates derived from lactate and gluconeogenic
amino acids, in addition to pyruvate, was active in devel-
oping fish adipocytes. To conclude, these findings illu-
minate potentially novel aspects of nutrient metabolism
in adipocytes, which might take advantage of the cou-
pling of glycolysis, the PPP and glyceroneogenesis, in
order to fulfil shifting demands for the three major pro-
ducts of these pathways: G3P, R5P and NADPH. Accumulation of lipids in adipocytes coincided with
the activation of genes coding for secreted proteins,
such as adipokines adipsin and visfatin. Together with
the previous finding of leptin secretion by Atlantic sal-
mon adipocytes [10], this supports the notion of WAT
as an active endocrine organ in fish. Enhanced secretion
may impose an additional load on the ER actively
engaged in lipid droplet synthesis [55]. The ER compart-
ment is suspected to exert a great deal of control over
adipogenesis and association of obesity with ER-stress is
firmly established [56]. Up-regulation of XBP1 and
ATF6 at day 15 in salmon adipocytes implied activation
of UPR in response to perturbations in the ER homeos-
tasis [57]. Moreover, endoplasmic GRP78, which is
located downstream from ATF6 in the UPR signalling
cascade was down-regulated throughout the whole stu-
died period but increased in expression at day 30. A
number of changes that are typical of UPR [35] was a
hallmark of the latest stages of adipogenesis in our
model. UPR as a collection of pathways aimed at restor-
ing ER function may serve different adaptive roles and is
observed both under pathological and normal physiolo-
gical situations [58]; for example, it is part of the devel-
opmental program in highly specialized secretory B and
T cells [59] and ß-pancreatic cells [60]. Discussion Thus, high expression of PPARg observed long before
confluence with the peak at day 6 probably posed a bar-
rier to the induction of non-adipogenic mesenchymal
cell lineages. Non-adipogenic developmental pathways
are expected to be strongly suppressed by the addition
of hormones. Yet, we did not find any noticeable
changes in the markers of different cell types after day 9 Our PCNA results suggested the highest proliferative
activity during the first days of culture followed by a
moderate reduction of mitotic activity at day 6 and
much greater decrease by day 30. Overall, the expres-
sion patterns of genes involved in cell cycle were in
concordance with these changes. Highest levels of the
key negative cell cycle regulators (e.g. RBL1, p53-like,
GADD45g) were observed during days 15-30. An addi-
tional evidence for the anti-proliferative status was the
up-regulation of several pro-apoptotic genes, including
retinoic acid-regulated apoptosis-related protein 3
(APR3). APR3 arrests cell cycle by suppressing the
activity of cyclin D1 [48], which was also induced at
the latest stage. Differentiation of adipocytes in mam-
mals is associated with a reduction in proliferation at
confluence followed by subsequent activation or clonal
expansion and eventually with cell cycle arrest at term-
inal differentiation [49]. Our results revealed the diver-
sity of mechanisms potentially employed in the
execution of the similar stage of events that occur dur-
ing Atlantic salmon adipogenesis. Given that WAT is a
highly specialized organ that functions to regulate Figure 10 Ribosomal proteins analyzed with microarrays. Data
are mean log-(ER) ± SEM of twenty and ten genes involved in 60S
and 40S subunit assembly respectively. Figure 10 Ribosomal proteins analyzed with microarrays. Data
are mean log-(ER) ± SEM of twenty and ten genes involved in 60S
and 40S subunit assembly respectively. Todorčević et al. BMC Genomics 2010, 11:39
http://www.biomedcentral.com/1471-2164/11/39 Todorčević et al. BMC Genomics 2010, 11:39
http://www.biomedcentral.com/1471-2164/11/39 Todorčević et al. BMC Genomics 2010, 11:39
http://www.biomedcentral.com/1471-2164/11/39 Page 11 of 17 Page 11 of 17 NADPH produced by PPP is also crucially important
for the cellular antioxidant defence since it is required
for the regeneration of oxidized glutathione by glu-
tathione reductase (GSR). Up-regulation of GSR and a
suite of genes involved in metabolism of glutathione,
thioredoxin and iron was a prominent feature of late
salmon adipocyte differentiation (days 15-30). Indeed, a
recently introduced concept [52-54,4] clearly demon-
strated ROS as anti-adipogenic molecules that inhibit
preadipocyte proliferation and differentiation. Discussion A reduced
redox state in WAT is now recognised as a distinct
characteristic of visceral obesity in mammals, with over-
expression of GPX peroxidases and high content of
hydrophilic antioxidant gluthathione associated with
pro-adipogenic processes. Induction of the number of
GPXs, known to be sensitive to lipid peroxidation,
implied ROS-provoked response in our culture and the
need to maintain highly reduced state of the intracellu-
lar environment. However, contrary to what could be
expected in situations of high ROS production, neither
gene expression nor activity of SOD increased. In fact,
the activity of this important ROS scavenger progres-
sively declined during adipocyte differentiation. Thus,
our data corroborated the indespensible role of glu-
tathione-based antioxidant system in the maintenance of
the reduced intracellular state in white adipocytes of
fish. metabolic homeostasis and energy balance, nutrient
sensing mechanisms could be opted for a role in the
control of proliferation. Growth cycle arrest of salmon
adipocytes was in parallel with the up-regulation of the
fatty acid binding protein 3 (FABP3) that participates
in the uptake, intracellular metabolism and transport
of long chain fatty acids. FABP3 seems like a good
candidate that could be involved in this type of regula-
tion since its growth arrest activity was previously
demonstrated in mammalian epithelial cells [50]. Further, minimizing protein synthesis may also control
proliferation as cell cycle arrest is a well established
consequence of the general translational arrest, implied
from day 15 onwards. Microarray analyses suggested changes in nutrient
metabolism in the late phase of adipogenesis (day 30). As a consequence of the up-regulation of pyruvate dehy-
drogenase kinase that inactivates pyruvate dehydrogen-
ase, the Krebbs cycle most likely relied on the
preferential use of acetyl-CoA from FA oxidation rather
than pyruvate to cover the cellular energy requirements. Also, the expression of genes involved in FA b-oxida-
tion, acyl-Coenzyme A dehydrogenase and acyl-Coen-
zyme A binding protein, steadily increased towards the
end of adipogenesis. The up-regulation of G6PD and
PGD pointed to the importance of the PPP, which gen-
erates NADPH required for accumulation of lipids. The
PPP can be seen as an alternative to glycolysis, because
in addition to generating NADPH and R5P, it can also
provide cells with G3P, the phosphorylated glycerol
backbone suitable for TAG synthesis. Induction of gly-
colytic PFK was also in line with the increased produc-
tion of G3P and TAG biosynthesis. Discussion The revealed
UPR in developing fish adipocytes appears as a highly
tailored homeostatic mechanism that is activated when Todorčević et al. BMC Genomics 2010, 11:39
http://www.biomedcentral.com/1471-2164/11/39 Todorčević et al. BMC Genomics 2010, 11:39
http://www.biomedcentral.com/1471-2164/11/39 Page 12 of 17 Page 12 of 17 receptors, TNFa and a panel of TNF-related genes
could be explained by the changes in relative abundance
of non-adipogenic cells that possess pronounced
immune properties. In mammals, TNFa has high anti-
adipogenic activity [64], which was recently shown to be
conserved in fish [65]. Therefore, down-regulation of
the TNF axis at days 7-9 was probably important for the
onset of adipocyte differentiation. However, a number of
immune genes showed either stable increase since day 4
(complement component C5) or biphasic regulation
with the second activation after hormone induction
(LECT2). Highest expression levels of many genes with
diverse roles in different inflammatory pathways were
observed during terminal adipocyte differentiation. Numerous independent studies have provided evidence
that a set of inflammatory and stress-response genes is
activated in obesity in mammals (reviewed in [66]). Some of these genes likely have important roles in the
coordination of homeostasis in WAT, similar to the
established roles of TNFa in modulating proliferative
abilities in preadipocytes or metabolic activities in
mature adipocytes. increased number and size of LDs meat the limited ER
capacity. Although ER is mainly considered to be a pro-
tein-folding factory, all proposed models of LD forma-
tion emphasize the engagement of the ER compartment
in the process [61]. UPR utilises two broad strategies to relieve stress in
the ER: increased clearance of misfolded proteins from
the ER and reduction of new protein influx into the ER. We found ample evidence for the activation of the 26S
proteasome and autophagy-lysosomal proteolytic path-
ways, which degrade misfolded proteins. Components of
the membrane protein complex, derlin 1 and p97-inter-
acting cofactor p47, which mediate transport from the
ER lumen into the cytosol were induced at day 30, while
other proteolytic pathways were up-regulated even ear-
lier. UPR-induced proteolysis may be employed to initi-
ate the breakdown of superfluous proteins and
organelles that must be replaced by more highly specia-
lised cellular components during the adipocyte develop-
ment. Without a doubt, considerable remodelling of the
cellular architecture occurs during terminal differentia-
tion of Atlantic salmon adipocytes. Discussion An intriguing example is a group of virus responsive
genes including TLR3, a receptor of double stranded
RNA and a group of galectins, previously not reported
to have roles in any aspect of adipocyte biology. The lat-
ter includes galectin 9, which showed highly specific
responses to viruses in previous studies from our group
[67,68]. However, a large portion of immune genes,
including complement component C5, JAK1, the key
actor of interferon signaling and FLAP, the regulator of
eicosanoid metabolism, decreased expression by the
time of AP1 establishment. Finally, our results do not
permit for major conclusions as to whether immune
genes are important for adipogenesis or change expres-
sion as a consequence of differentiation and/or stress
responses. However, it is clear that Atlantic salmon
WAT possesses high potential for immune activity. UPR also activates genes involved in protein folding. Hsp40s and other J-domain-containing proteins act as
co-chaperones for Hsp70s helping to restore homeosta-
sis in the ER and in addition may have pro-degradation
roles. Down-regulation of translational machinery is
commonly observed during UPR [35], and in our study,
it involved a dramatic reduction in expression of riboso-
mal proteins. Alteration of the ribosomal composition is most cer-
tainly involved in the multiple regulation of the ER-
stress response. The curious up-regulation of the 40S
subunit 18S rRNA through most of the terminal differ-
entiation against the majority of down-regulated riboso-
mal proteins is bound to have important consequences
given the high level of 18S constitutive expression. This
could signify a switch to a less efficient protein transla-
tion as increase in 18S negatively affects the ribosomal
subunit ratio that favours protein production [62]. On
the other side, reduced expression of 18S at the very
end of differentiation could improve the effectiveness of
protein synthesis in adipocytes that acquire secretory
phenotype. In conclusion, fully matured adipocytes seem
to reprogram the pattern of gene expression to sustain a
certain level of protein production, congruent with the
now recognised endocrine functions of WAT. It is tempting to explain the activation of immune
genes in differentiating adipocytes as a side effect of
adaptation to the oxidative and ER stress, since stress
and immune responses share common regulatory path-
ways. Ozcan et al. [56] showed that ER-stress-induced
JNK-AP1 axis is the central link between TAG overload
in liver and diabetes. Discussion Most interestingly, this is in agree-
ment with our study, which shows that the same players
are activated in fish adipocytes in response to increased
lipid deposition. Continuous administration of lipids led
to the maximal observed TAG loading at the end of the
studied period, when the collective and highest expres-
sion of the AP1 complex components, including all c-
Jun and JunB members was also observed. This addi-
tionally coincided with the induction of POH1, a regula-
tory subunit of the 26S proteasome that has a specific Secreted adipsin and visfatin have multiple immune
functions as most other adipokines [63]. Overall, expres-
sion changes of a large number of immune genes were
characteristic of Atlantic salmon aSVF culture. Dissimi-
lar temporary profiles suggest different regulatory and
physiological roles of these genes. Additionaly, high
initial levels and subsequent decrease of the chemokine Page 13 of 17 Todorčević et al. BMC Genomics 2010, 11:39
http://www.biomedcentral.com/1471-2164/11/39 Page 13 of 17 laminin coated cell-culture flasks at a density of
approximately 10 g tissue/25 cm2. The cells were kept
at 13°C and media were changed every 3 days. Cells
reached confluence after approximately 1 week. Conflu-
ent cells were cultivated for 48 h in an differentiation
inducing medium, i.e. growth medium supplemented
with 1 μM dexamethasone, 33 μM biotin, 10 nM triio-
dothyronine, 17 μM panthothenate and 25 μM isobutyl-
methylxanthine, 20 μg/ml insulin and a lipid mixture (1
μl/ml; corresponding to 45 mg/ml cholesterol, 100 mg/
ml cod liver oil FA (methyl esters). After that cells were
transferred to a maintenance differentiation media con-
taining growth media only supplemented with 2 μl/ml
of lipid mixture. Media was changed every 3 days until
the cells reached the final differentiation stage with mor-
phology of mature adipocytes (day 30). de-ubiquitinase activity towards c-Jun leading to its
accumulation and subsequent increase in AP1-mediated
gene expression [66]. A suite of highly expressed
immune genes at this time supported an inflammatory
type reaction in adipocytes. Hence, an unrelieved ER-
stress could likely be the major cause of chronic inflam-
matory responses in lipid overloaded white adipocytes in
fish. Electron microscopy Cells for electron microscopy studies were taken from
cultures at days 15 and 30. Cells were washed in 0.1 M
PBS (pH 7.4), then fixed in 2% glutar aldehyde in 0.1 M
cacodylate buffer (pH 7.4) at 4°C for 24 h. The cells
were the harvested, rinsed in 0.1 M cacodylate buffer
and post-fixed for 60 min in 2% OsO4 containing 1.5%
potassium ferrocyanide, followed by en bloc staining
with 1.5% uranyl acetate. Cells were dehydrated in a ser-
ies of ethanol solutions (70%, 90%, 96%, and 100%) and
propylene oxide, and then embedded in epon resin,
which was polymerized at 60°C for 24 h. Ultrathin sec-
tions (approximately 50 nm) were cut on a Reichert
Ultracut E ultramicrotome using a diamond knife. The
sections were placed onto formvar/carbon-coated 75-
mesh copper grids, post-stained for 2 min with 0.2%
lead citrate solution in 0.1 M NaOH, and examined in a
Philips CM 100 transmission electron microscope at an
accelerating voltage of 80 kV. Preadipocyte isolation and culture conditions Preadipocyte isolation and culture conditions
Atlantic salmon was reared at Nofima Marin station at
Averøy, Norway on a commercial diet to weight of 2-3
kg. Fish were anaesthetized with metacain (MS-222),
bled by cut of arch bows of the gills and killed by a
blow to the head. The experiment was conducted
according to the National Guidelines for Animal Care
and Welfare of the Norwegian Ministry of Research. Visceral adipose tissue was excised and salmon preadi-
pocytes were isolated as described in Vegusdal et al. [10]. Briefly, the dissected fat tissue was washed with
phosphate buffered saline (PBS, pH 7.4) (unless other-
wise stated, all chemicals were obtained from Sigma-
Aldrich Chemical Co., St. Louis, MO, USA), minced and
digested in 0.1% collagenase (type I) in HBSS (1 g tis-
sue/5 mL HBSS) at 13°C for 1 h under shaking and fil-
tered through 250 and 100 μm nylon. The resulting cell
suspension was then centrifuged at 700 × g for 10 min
at 10°C. The buoyant fat layer with mature adipocytes
was removed by aspiration, while the preadipocytes
were pelleted on the bottom. After washing twice, the
cells were resuspended in growth medium containing L-
15, 10% fetal bovine serum (FBS), 2 mM L glutamine,
10 mM HEPES, and antibiotics (mixture of penicillin,
streptomycin and amphotericin B) and seeded on Conclusions Our study revealed concordance between the gene
expression profiles and the key events during adipogenic
development of the primary culture of aSVF cells,
including fluctuations of proliferative activity, induction
of adipogenic differentiation and suppression of other
mesenchymal cell lineages and final tuning of metabo-
lism towards production and accumulation of lipids. For
the first time in a fish species we show that the estab-
lishment of mature adipocyte phenotype is associated
with high activity of immune genes, activated UPR and
responses to oxidative stress. These changes are likely to
be part of the normal adipocyte development but may
be accentuated when cells are overloaded with lipids. High expression of pro-inflammatory mediators imply
that excessive growth of WAT in fish may cause dis-
turbed endocrine function with possible negative effects
on health, as seen in mammals. Microarray analyses
h
l
f BMC Genomics 2010, 11:39
http://www.biomedcentral.com/1471-2164/11/39 Table 1 Primers used for real-time qPCR an
Gene
Tumor necrosis factor alpha (TNFa)
Tumor necrosis factor (TNF) decoy
Arachidonate 5-lipoxygenase-activating protein
(FLAP)
Tyrosine-protein kinase 1 (Jak1)
Programmed death ligand 1 (PD-L1)
Interleukin 13 receptor alpha 2 (IL13Ra2)
Leukocyte cell-derived chemotaxin 2 (LECT2)
Complement component 5 (C5)
Proliferator-activated receptor gamma (PPARg)
Bone morphogenic protein 4 (BMP4)
Myogenic factor D (MyoD)
CCAAT-enhancer-binding protein beta (C/EBPb)
CCAAT-enhancer-binding protein delta (C/EBPδ)
CCAAT-enhancer-binding protein alpha (C/EBPa)
Hexokinase (HK)
Glucose-6-phosphate dehydrogenase (G6PD)
Phosphofructokinase (PFK)
Pyruvate kinase (PK)
Malate dehydrogenase cytoplasmic (MDHC)
Cytosolic phosphoenolpyruvate carboxykinase
(PEPCKC)
6-phosphogluconate dehydrogenase (PGD)
Transketolase (TKT)
Peroxiredoxin 1 (PRDX1)
Glutathione peroxidase 2 (GPX2)
Activating transcription factor 6 (ATF6)
X-box binding protein 1 (XBP1)
Microsomal triglyceride transfer protein (MTP)
78 kDa glucose-regulated protein (GRP78)
Cluster of differentiation 36 (CD36)
ATP-binding cassette transporter 2
Lipoprotein lipase (LPL)
Fatty acid(FAS)
18S
Elongation factor 1A (EF1A)
Eukaryotic translation initiation factor 3 subunit 6 Table 1 Primers used for real-time qPCR
Gene
Tumor necrosis factor alpha (TNFa)
Tumor necrosis factor (TNF) decoy
Arachidonate 5-lipoxygenase-activating protein
(FLAP)
Tyrosine-protein kinase 1 (Jak1)
Programmed death ligand 1 (PD-L1)
Interleukin 13 receptor alpha 2 (IL13Ra2)
Leukocyte cell-derived chemotaxin 2 (LECT2)
Complement component 5 (C5)
Proliferator-activated receptor gamma (PPARg)
Bone morphogenic protein 4 (BMP4)
Myogenic factor D (MyoD)
CCAAT-enhancer-binding protein beta (C/EBPb)
CCAAT-enhancer-binding protein delta (C/EBPδ)
CCAAT-enhancer-binding protein alpha (C/EBPa)
Hexokinase (HK)
Glucose-6-phosphate dehydrogenase (G6PD)
Phosphofructokinase (PFK)
Pyruvate kinase (PK)
Malate dehydrogenase cytoplasmic (MDHC)
Cytosolic phosphoenolpyruvate carboxykinase
(PEPCKC)
6-phosphogluconate dehydrogenase (PGD)
Transketolase (TKT)
Peroxiredoxin 1 (PRDX1)
Glutathione peroxidase 2 (GPX2)
Activating transcription factor 6 (ATF6)
X-box binding protein 1 (XBP1)
Microsomal triglyceride transfer protein (MTP)
78 kDa glucose-regulated protein (GRP78)
Cluster of differentiation 36 (CD36)
ATP-binding cassette transporter 2
Lipoprotein lipase (LPL)
Fatty acid(FAS)
18S
Elongation factor 1A (EF1A)
Eukaryotic translation initiation factor 3 subunit 6 Table 1 Primers used for real-time qPCR analyses
Gene
Forward primer (5’-3’)
Reverse primer (5’-3’)
Accession
number
Tumor necrosis factor alpha (TNFa)
AGGTTGGCTATGGAGGCTGT
TCTGCTTCAATGTATGGTGGG
AF321836
Tumor necrosis factor (TNF) decoy
TCTCCTGGTATTTGCGCTCTGTGGT
TATAAGTCGGTGTGTGAGCGCCTGA
CA351440
Arachidonate 5-lipoxygenase-activating protein
(FLAP)
TCTGAGTCATGCTGTCCGTAGTGGT
CCTCCCTCTCTACCTTCGTTGCAAA
CA369467
Tyrosine-protein kinase 1 (Jak1)
GAGGAGTTTGTCCAGTTCGGTCCGT
CATGCACCAGCTTCTTATCCTCCAG
CA368994
Programmed death ligand 1 (PD-L1)
TCAACGACTCTGGGGTGTACCGATG
TCCACCTCATCTCCACCACGTCTC
CA366631
Interleukin 13 receptor alpha 2 (IL13Ra2)
TCTCTGAGCCGCTCAACCTGTCAT
CGTTCCACGACAGCTTTATACGGA
CA348044
Leukocyte cell-derived chemotaxin 2 (LECT2)
CTGTGTTGTCAGAGTGCGAGATGGT
TACACACAATGTCCAGGCCCTGA
EXOB2
Complement component 5 (C5)
AGAACTCTTCCGAGTTGGCATGGT
AGTGATGCTGGGATCCATCTCTGA
CA364804
Proliferator-activated receptor gamma (PPARg)
CGTGTATCAAGACGCCAGCT
TTGCAGCCCTCACAGACATG
EU655708
Bone morphogenic protein 4 (BMP4)
TCAAGTTGCCCATAGTCAGT
CACCTGAACTCTACCAACCA
FJ195610
Myogenic factor D (MyoD)
CCGCAACACGAAGCAACTATTACAGC
GGAACCCTCCTGGCCTGATAACAC
AJ557150
CCAAT-enhancer-binding protein beta (C/EBPb)
CAAACTACATTACCAGGC
GTTATGTGTTGCCAGTTG
EU668996
CCAAT-enhancer-binding protein delta (C/EBPδ)
TTGGGCGGTGGAGCCTAT
TTTCCTCGCCCGTGTCAT
EU668997
CCAAT-enhancer-binding protein alpha (C/EBPa)
AGACCTCGGCGAGATTTGT
TGTGGAATAGATCAGCCAGGAA
EU668995
Hexokinase (HK)
GCTGAAGACCAGAGGCATCTTTGA
GCTGCATACCTCCTTGACGATGAT
AY864082
Glucose-6-phosphate dehydrogenase (G6PD)
TGGTGCAGAACCTCATGGTCCTCA
ATCCCGGATGATTCCAAAGTCGTC
BT044902
Phosphofructokinase (PFK)
AATCCATCGGCGTTCTGACAAGC
GCCCGTACAGCAGCATTCATACCTT
BT059256
Pyruvate kinase (PK)
TGCCTTCATTCAGACGCAGCA
CAGATGATTCCGGTGTTGCGA
BT043851
Malate dehydrogenase cytoplasmic (MDHC)
AGACGTCCACCACTGCAAGGTCAA
TTAACAGCGTCGAAGCAGGCCA
BT043497
Cytosolic phosphoenolpyruvate carboxykinase
(PEPCKC)
AGGGCATGGACCAGGAACTCC
GGGCTCTCCATCCTGGGATGT
BT072418
6-phosphogluconate dehydrogenase (PGD)
CCAATGAGGCTAAAGGCACCAAGA
CCAGCTTGTCGATGAAGTCATCCA
BT050391
Transketolase (TKT)
TGCCATCTCCGAGAGCAACATC
CCGTGGGAATGGCTCTGAACAT
BT059642
Peroxiredoxin 1 (PRDX1)
CACTGCTGTGGTGGATGGACAGTT
CCAGCGGGTAGAAGAAGAACACCA
est02b08
Glutathione peroxidase 2 (GPX2)
TGTACCTCAAGGAGAAGCTGCCGT
ATTAAGGCCATGGGATCGTCGC
est04e05
Activating transcription factor 6 (ATF6)
CTCACACCATCAAAGCTACAGCGA
GTGTCGCCTCGTCGATTTAACTCA
CA367172
X-box binding protein 1 (XBP1)
CGACTCAAATTCGACAACTGGGC
TTTCTGTCTCTGGCTGTCTGGGCT
CA385697
Microsomal triglyceride transfer protein (MTP)
CAAAGACCAGCGTCAACAACAA
CGCCTCTGTCTCAAAGCTCACT
CA042356
78 kDa glucose-regulated protein (GRP78)
GTGCAGCATGACATCAAGTA
CTCTTCTTCTCGATAACCTT
CA368961
Cluster of differentiation 36 (CD36)
GGATGAACTCCCTGCATGTGA
TGAGGCCAAAGTACTCGTCGA
AY606034
ATP-binding cassette transporter 2
AGCGGGGGAAACAGTAGCAGGA
GCCTGGTCTTGAGATTGTGGGTGT
CA343913
Lipoprotein lipase (LPL)
TGCTGGTAGCGGAGAAAGACAT
CTGACCACCAGGAAGACACCAT
BI468076
Fatty acid(FAS)
TGCCTCAGCACCCTACTCTG
GCTTTACAACCTCAGGATTGGC
BT048827
18S
TGTGCCGCTAGAGGTGAAATT
GCAAATGCTTTCGCTTTCG
AJ427629
Elongation factor 1A (EF1A)
TGCCCCTCCAGGATGTCTAC
CACGGCCCACAGGTACTG
BG933853
Eukaryotic translation initiation factor 3 subunit 6
GTCGCCGTACCAGCAGGTGATT
CGTGGGCCATCTTCTTCTCGA
CX040383 Table 1 Primers used for real-time qPCR analyses
Gene
Forward CCAATGAGGCTAAAGGCACCAAGA
TGCCATCTCCGAGAGCAACATC
CACTGCTGTGGTGGATGGACAGTT
TGTACCTCAAGGAGAAGCTGCCGT
CTCACACCATCAAAGCTACAGCGA
CGACTCAAATTCGACAACTGGGC
CAAAGACCAGCGTCAACAACAA
GTGCAGCATGACATCAAGTA
GGATGAACTCCCTGCATGTGA
AGCGGGGGAAACAGTAGCAGGA
TGCTGGTAGCGGAGAAAGACAT
TGCCTCAGCACCCTACTCTG
TGTGCCGCTAGAGGTGAAATT
TGCCCCTCCAGGATGTCTAC
GTCGCCGTACCAGCAGGTGATT hybridization slides were washed at room temperature
in 0.5 × SSC and 0.1% SDS (15 min), 0.5 × SSC and
0.01% SDS (15 min), and twice in 0.06 × SSC (2 and 1
min, respectively). Microarray analyses
h
l
f The samples for microarrays analyses were taken at days
1, 4, 7, 9, 12 and 30. The salmonid fish microarray
(SFA2, immunochip) includes 1800 unique clones
printed each in six spot replicates. Total RNA was
extracted by using RNeasy® Mini Kit (Qiagen, Valencia,
CA, USA), according to the manufacturer’s instruction. RNA was treated with RNase-free DNase I (Qiagen,
Valencia, CA, USA), to remove any contaminating
DNA. All RNA samples used in our experiments had
A260/280 ratios between 1.80 and 2.30. The total RNA
concentration was determined at 260 nm using spectro-
photometry. Equal inputs from 5 cell flask replicates
were pooled for each time point. Equalised control was
made by mixing RNA from each time point. The test
and control samples (15 μg RNA in each) were labelled
with respectively Cy5-dUTP and Cy3-dUTP (Amersham
Pharmacia, Little Chalfont, UK). The fluorescent dyes
were incorporated in cDNA using the SuperScript™ Todorčević et al. BMC Genomics 2010, 11:39
http://www.biomedcentral.com/1471-2164/11/39
Page 14 of 17 Todorčević et al. BMC Genomics 2010, 11:39
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http://www.biomedcentral.com/1471-2164/11/39 Todorčević et al. Microarray analyses
h
l
f [70] on days 1, 4, 7, 9, 15 and 30. Briefly, cells were
washed twice with PBS, fixed with 10% cold formalin
for 30 min, rinsed in water and stained for 2 h with fil-
tered oil red O in isopropanol at room temperature. For
relative quantitative measurements of TAGs accumula-
tion, bottles were washed with PBS to remove excess of
stain solution, dried, the colour was dissolved in 100%
isopropanol and the absorbance was measured spectro-
photometrically in a Victor 3 microplate reader Perki-
nElmer (Wellesley, MA, USA) at 500 nm. Author details
1 1Nofima, Norwegian Institute of Food, Fisheries and Aquaculture Research, P. O. Box 5010, Ås NO-1430, Norway. 2Department of Animal and Aquacultural
Sciences, Norwegian University of Life Sciences, P.O. Box 5003, Ås NO-1432,
Norway. Acknowledgements
W
h
k I
Ø K i g
We thank Inger Ø. Kristiansen for her skilful technical assistance and Turku
Centre of Biotechnology for the preparation of microarrays. This study was
carried out with support from Norwegian Research Council (NRC). y
Superoxide dismutase assay SOD activity was assayed with a kit (Cayman Chemicals,
Ann Arbor, MI, USA), which utilizes a tetrazolium salt
to detect superoxide radicals generated by xanthine oxi-
dase and hypoxanthine. Colour was measured at 405
nm in a Titertek Multiskan PLUS MKII (Labsystems,
Helsinki, Finland) plate reader. One unit of SOD was
defined as the amount of enzyme needed to achieve
50% dismutation of the superoxide radical. Cell proliferation Cell proliferation was assessed by the immunocytochem-
ical detection of PCNA)(Zymed Laboratories, South San
Francisco, CA, USA). Cells were washed in PBS and
fixed in 70% ethanol for 30 minutes at 4°C. Endogenous
peroxidise activity was blocked with with 3% hydrogen
peroxide in methanol for 10 min. The cells were washed
three times with in PBS, then incubated with a mouse
anti PCNA monoclonal antibody (clone PC10) using a
PCNA immuno detection kit, following the manufac-
turer’s instructions. The cells were counterstained with
Mayer’s haematoxylin for 2 min, washed in water, dehy-
drated in a graded series of alcohol solutions, cleared
with xylene, and mounted with Histomount. PCNA-con-
taining nuclei were stained dark brown. Two hundred
cells were observed and the percentage of proliferating
cell was calculated. Received: 31 July 2009
Accepted: 17 January 2010 Published: 17 January 2010 Authors’ contributions MT and BR contributed to the overall experimental design. SS and AK
carried out microarray analyses. MT carried out cell culture work, and assay
analyses. MT and SS carried out qPCR analyses and produced the first
manuscript draft. All authors read, contributed to, and approved the final
manuscript. Microarray analyses
h
l
f Scanning was performed with Axon
GenePix 4100A and images were processed with Gene-
Pix 6.0 (Molecular Devices, Sunnyvale, CA, USA). The
spots were filtered by criterion (I-B)/(SI+SB) ≥0.6,
where I and B are the mean signal and background
intensities and SI, SB are the standard deviations. Low
quality spots were excluded from analysis and genes
presented with less than three high quality spots on a
slide were discarded. After subtraction of median Indirect cDNA Labelling System (Invitrogen, Carlsbad,
CA, USA). The cDNA synthesis was performed at 46°C
for 3 h in a 20 μl reaction volume, following RNA
degradation with 0.2 M NaOH at 37°C for 15 min and
alkaline neutralization with 0.6 M Hepes. Labelled
cDNA was purified with Microcon YM30 (Millipore,
Bedford, MA, USA). The slides were pretreated with 1%
BSA fraction V, 5 × SSC, 0.1% SDS (30 min at 50°C)
and washed with 2 × SSC (3 min) and 0.2 × SSC (3
min) and hybridized overnight at 60°C in a cocktail con-
taining 1.3 × Denhardt’s, 3 × SSC 0.3% SDS, 0.67 μg/μl
polyadenylate
and
1.4
μg/μl
yeast
tRNA. After Page 15 of 17 Todorčević et al. BMC Genomics 2010, 11:39
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http://www.biomedcentral.com/1471-2164/11/39 Todorčević et al. BMC Genomics 2010, 11:39
http://www.biomedcentral.com/1471-2164/11/39 Lipid accumulation in adipocytes Lipid accumulation in adipocytes Lipid accumulation in adipocytes background from median signal intensities, the expres-
sion ratios were calculated. Lowess normalization was
performed first for the whole slide and next for twelve
rows and four columns per slide. The differential
expression was assessed by difference of the mean log-
expression ratios between the slides with reverse label-
ling (6 spot replicates per gene on each slide, Student’s
t-test, p < 0.01). Complete microarray results are sub-
mitted to NCBI GEO Omnibus (GSE18389). background from median signal intensities, the expres-
sion ratios were calculated. Lowess normalization was
performed first for the whole slide and next for twelve
rows and four columns per slide. The differential
expression was assessed by difference of the mean log-
expression ratios between the slides with reverse label-
ling (6 spot replicates per gene on each slide, Student’s
t-test, p < 0.01). Complete microarray results are sub-
mitted to NCBI GEO Omnibus (GSE18389). p
p
y
The quantity of lipids in cytoplasm were estimated by
oil-red O staining according to Ramirez-Zacarias et al. Quantitative real-time RT-PCR RNA isolated at days 1, 4, 5, 6, 7, 9, 10, 11, 12, 15, 20,
23 and 30 was used for qPCR. Approximately 200 ng of
total RNA was reverse-transcribed into cDNA using
TaqMan® Gold RT-PCR Kit (Applied Biosystems, Foster
City, CA, USA), a 25 μl reaction system according to
the manufacturer’s protocol. The PCR primers (Table 1)
were designed using the Vector NTI (Invitrogen, Carls-
bad, CA, USA) and synthesized by Invitrogen. Efficiency
was checked from tenfold serial dilutions of cDNA for
each primer pair. A 2 × SYBR® Green PCR Mastermix
(Roche Diagnostics, Mannheim, Germany), 0.4 μM of
each primer, and the cDNA template were mixed in 12
μl volumes. PCR was performed in duplicates in 96-well
optical plates on Light Cycler 480 (Roche Diagnostics,
Mannheim, Germany). Different controls were used for
microarray and qPCR. All time points were compared
relative to day 1 in qPCR analyses. Relative expression
of mRNA was calculated using the ΔΔCt method. Three
commonly used genes (18S, elongation factor 1A and
eukaryotic translation initiation factor 3, subunit 6) were
tested for stability using the GeNorm and NormFinder. Finally, elongation factor 1A (EF1A) met criteria of sta-
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Cite this article as: Todorčević et al.: Gene expression profiles in Atlantic
salmon adipose-derived stromo-vascular fraction during differentiation
into adipocytes. BMC Genomics 2010 11:39. References 70. Ramirez-Zacarias JL, Castro-Munozledo F, Kuri-Harcuch W: Quantitation of
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Cite this article as: Todorčević et al.: Gene expression profiles in Atlantic
salmon adipose-derived stromo-vascular fraction during differentiation
into adipocytes. BMC Genomics 2010 11:39. Publish with BioMed Central and every
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Treatment with pCramoll Alone and in Combination with Fluconazole Provides Therapeutic Benefits in C. gattii Infected Mice
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Frontiers in cellular and infection microbiology
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Treatment with pCramoll Alone and
in Combination with Fluconazole
Provides Therapeutic Benefits in
C. gattii Infected Mice Jannyson J. Jandú 1, Marliete C. Costa 2, Julliana R. A. Santos 3, Fernanda M. Andrade 1,
Thais F. Magalhães 2, Márcia V. Silva 1, Maria C. A. B. Castro 4, 5, Luanna C. B. B. Coelho 1,
Aline G. Gomes 6, Tatiane A. Paixão 6, Daniel A. Santos 2 and Maria T. S. Correia 1* Jannyson J. Jandú 1, Marliete C. Costa 2, Julliana R. A. Santos 3, Fernanda M. Andrade 1,
Thais F. Magalhães 2, Márcia V. Silva 1, Maria C. A. B. Castro 4, 5, Luanna C. B. B. Coelho 1,
Aline G. Gomes 6, Tatiane A. Paixão 6, Daniel A. Santos 2 and Maria T. S. Correia 1* 1 Departamento de Bioquímica, Universidade Federal de Pernambuco, Recife, Brazil, 2 Departamento de Microbiologia,
Universidade Federal de Minas Gerais, Belo Horizonte, Brazil, 3 Laboratório de Micologia, Universidade CEUMA, São Luís,
Brazil, 4 Núcleo de Enfermagem, Universidade Federal de Pernambuco, Vitória de Santo Antão, Brazil, 5 Laboratório de
Imunogenética, Centro de Pesquisas Aggeu Magalhães, Recife, Brazil, 6 Departamento de Patologia Geral, Instituto
Universidade Federal de Minas Gerais, Belo Horizonte, Brazil Cryptococcus gattii is one of the main causative agents of cryptococcosis in
immunocompetent individuals. Treatment of the infection is based on the use of
antimycotics, however, the toxicity of these drugs and the increase of drug-resistant
strains have driven the search for more effective and less toxic therapies for
cryptococcosis. pCramoll are isolectins purified from seeds of Cratylia mollis, a native
forage plant from Brazil, which has become a versatile tool for biomedical application. We evaluated the effect of pCramoll alone and in combination with fluconazole for
the treatment of mice infected with C. gatti. pCramoll alone or in combination with
fluconazole increased the survival, reduced the morbidity and improved mice behavior
i.e., neuropsychiatric state, motor behavior, autonomic function, muscle tone and
strength and reflex/sensory function. These results were associated with (i) decreased
pulmonary and cerebral fungal burden and (ii) increased inflammatory infiltrate and
modulatory of IFNγ, IL-6, IL-10, and IL-17A cytokines in mice treated with pCramoll. Indeed, bone marrow-derived macrophages pulsed with pCramoll had increased ability
to engulf C. gattii, with an enhanced production of reactive oxygen species and decrease
of intracellular fungal proliferation. These findings point toward the use of pCramoll
in combination with fluconazole as a viable, alternative therapy for cryptococcosis
management. ORIGINAL RESEARCH
published: 24 May 2017
doi: 10.3389/fcimb.2017.00211 Citation: Keywords: cryptococcosis, immunomodulation, lectins, Cratylia mollis lectin, fluconazole, survival Jandú JJ, Costa MC, Santos JRA,
Andrade FM, Magalhães TF, Silva MV,
Castro MCAB, Coelho LCBB,
Gomes AG, Paixão TA, Santos DA and
Correia MTS (2017) Treatment with
pCramoll Alone and in Combination
with Fluconazole Provides Therapeutic
Benefits in C. gattii Infected Mice. Front. Cell. Infect. Microbiol. 7:211. doi: 10.3389/fcimb.2017.00211 Edited by:
Joao Santana Silva,
University of São Paulo, Brazil
Reviewed by:
Karen L. Wozniak,
University of Texas at San Antonio,
United States
Carlos Pelleschi Taborda,
University of São Paulo, Brazil
*Correspondence:
Maria T. S. Correia
mtscorreia@gmail.com Edited by:
Joao Santana Silva,
University of São Paulo, Brazil Reviewed by:
Karen L. Wozniak,
University of Texas at San Antonio,
United States
Carlos Pelleschi Taborda,
University of São Paulo, Brazil *Correspondence:
Maria T. S. Correia
mtscorreia@gmail.com Received: 09 August 2016
Accepted: 09 May 2017
Published: 24 May 2017 Keywords: cryptococcosis, immunomodulation, lectins, Cratylia mollis lectin, fluconazole, survival INTRODUCTION Cryptococcus gattii is a pathogenic fungus that affects mainly immunocompetent individuals. The desiccated yeasts and spores are inhaled and enter the body via the respiratory system,
finally infecting the central nervous system (CNS) and causing meningo-encephalitis (Thompson
et al., 2012), which frequently has a poor prognosis. Meningitis and meningo-encephalitis are May 2017 | Volume 7 | Article 211 Frontiers in Cellular and Infection Microbiology | www.frontiersin.org pCramoll-Fluconazole Benefits to Cryptococcosis Jandú et al. typical in HIV/AIDS and transplant-recipient patients, but also
in apparently healthy individuals (Sharon et al., 2012). The main
therapies for cryptococcosis treatment caused by C. gatti are
fluconazole (antifungal azole) and amphotericin B (antifungal
polyene; Santos et al., 2012; Reichert-Lima et al., 2016). Fluconazole is used in cases of pulmonary diseases with mild
to moderate symptoms. In severe infections, amphotericin B is
recommended (associated or not with 5-Flucytosine) followed by
a prolonged therapy with fluconazole. Itraconazole, voriconazole,
and other azoles are recommended when the use of fluconazole
is contraindicated or ineffective (Perfect et al., 2010). Resistance
against antifungals (Zhai et al., 2013) enhances clinical failures
and increases morbidity and mortality (Ghannoum and Rice,
1999). Furthermore, side effects due to the use of amphotericin B
lead to dose-dependent nephrotoxicity frequently associated with
increased mortality, requiring monitoring of the renal function of
patients. Altogether, these findings increase the demand for new
therapies against cryptococcosis. in 70% ethanol and the ends of each bone were cut. Both
bones were flushed with 5 mL of cold RPMI 1640 (HyClone,
LGC Biotecnologia) using a 5-mL syringe and a 25-gauge
needle. The cell suspension was centrifuged for 5 min at 1,200
rpm at 4◦C and washed once with cold RPMI. Then, bone
marrow cells were counted using a hemocytometer and the
concentration was adjusted to 2 × 106 cells/mL for plating
on tissue culture–treated petri dishes in BMM medium (RPMI
supplemented with 30% L929 growth conditioning media, 20%
bovine fetal serum [Gibco], 2 mM glutamine [Sigma], 25
mM HEPES pH 72, 100 units/mL of penicillin-streptomycin
[Life Technologies]). Fresh media were added every 48 h. Bone marrow–derived macrophages (BMDMs) were collected
on day 7 and used for subsequent experiments. Under these
conditions, macrophages/monocytes progenitors will proliferate
and differentiate into a homogenous population of mature
BMDMs, obtained >90% pure live macrophages (Zhang et al.,
2008; Bouwman et al., 2014; Bhattacharya et al., 2015; Heung
and Hohl, 2016). INTRODUCTION For all analyses, the cells were infected with
L27/01 yeasts cells (growth on Sabouraud Dextrose Agar (SDA)
medium, for 48 h at 35◦C) opsonized with 10% murine serum
in RMPI suspension (0.4 × 106 cells/mL), at the proportion of
5 macrophages: 1 C. gattii, under cell treatment with 1 or 5 µM
pCramoll and incubated for 3 or 24 h at 37◦C under 5% CO2. Previous studies have shown that lectins from plants may
have immunomodulatory effects: augmented recruitment and
activation of mononuclear and polymorphonuclear leukocytes,
development of Th1, Th2, and Th17 response and stimulation
of phagocytosis (da Silva and Correia, 2014). Cratylia mollis is
a native forage plant endemic to the Semiarid Region of Brazil
(Caatinga biome), and popularly known as camaratu bean. Four
isolectins (Cramoll 1, 2, 3, and 4) can be purified from seeds of
the plant. pCramoll (preparation containing isolectins 1 and 4)
has binding sites for the specific recognition of glucose/mannose
receptors and presents anthelmintic, antiprotozoal, antitumoral,
healing, and immunomodulatory effects (Maciel et al., 2004;
Melo et al., 2011; da Silva et al., 2014). Focusing on
immunoregulatory properties, the aim of this study was to
evaluate the immunomodulatory effect of pCramoll in a murine
model of infection by C. gattii. Our results revealed that this lectin
is able to increase survival, decrease fungal burden in organs and
reduce the morbidity of cryptococcosis. The phagocytic index was performed using 24-well plates and
a single coverslip 13 mm in diameter. After 3 h, these coverslips
containing adherent cells were removed, stained with Giemsa
and the index was calculated as the percentage of cells with
internalized C. gattii 24 h post-infection (Santos et al., 2014). Images from the phagocytosis assay were obtain using a Nikon
COOLPIX 4500 camera coupled to a Nikon ECLIPSE E200
microscope with 100 x of magnification and analyzed using the
ImageJ Protocol (http://rsbweb.nih.gov/ij/); the cell area (average
of 100 cells per coverslip) was measuring as described by Baviskar
(2011). The intracellular proliferation rate (IPR) assay was performed
as previously described (Ma et al., 2009) with modifications. Non-
internalized yeast cells in the supernatant were taken from the
wells and the adherent phagocytes were washed with 200 µL
PBS. INTRODUCTION These macrophages were lysed at 3 and 24 h with 200 µL
of cold, sterile, distilled water and incubated for 30 min, then
100 µL was collected and plated on SDA medium, and the viable
yeast cells were counted. The IPR was calculated as the quotient
of the intracellular yeast cell numbers at 24 h (the point in
time which featured the maximum intracellular yeast number)
and 3 h. pCramoll C. mollis seed extract (10% w/v prepared in 0.15 M NaCl) was
fractionated using ammonium sulfate (40–60% w/v) and the
fraction obtained was submitted to affinity chromatography in
a Sephadex G-75. The pCramoll preparation was bioselectively
eluted with 0.3 M of D-glucose in 0.15 M NaCl, dialyzed
against 0.15 M NaCl for 24 h and subsequently lyophilized
(Correia and Coelho, 1995) and diluted in PBS to analyze protein
concentration, as determined by the BCA kit (Thermo Fisher
Scientific Inc., Waltham, MA, USA). The
supernatant
of
phagocytosis
assay
was
used
for
measurement of NO production using the Griess assay. The nitrite concentration was quantified by extrapolation from
a sodium nitrite standard curve, determined at 540 nm with a
microplate reader (Benchmark Plus, Bio-Rad, CA, US). Phagocytosis Assay, Intracellular
Proliferation Rate (IPR), Measurement of
ROS, and NO Production by Macrophages
Bone marrow cells were isolated as described previously
(Weischenfeldt and Porse, 2008; de Souza et al., 2016). Femurs
and tibias from mice were removed, disinfected by immersion Macrophages/well in RPMI-1640 without phenol red (Sigma-
Aldrich) were also infected with C. gatti (same conditions that
phagocytosis assay), and the supernatant was used for ROS
quantification using 2-7-dichlorofluorescein diacetate (DCFH-
DA; Invitrogen, Life Technologies, Carlsbad, CA, USA) was used
and the fluorescence was measured with a fluorometer (Synergy 2 May 2017 | Volume 7 | Article 211 Frontiers in Cellular and Infection Microbiology | www.frontiersin.org 2 pCramoll-Fluconazole Benefits to Cryptococcosis Jandú et al. SL Luminescence Microplate Reader; Biotek) the positive control
was hydrogen peroxide at 10 µM (Ferreira et al., 2013). SL Luminescence Microplate Reader; Biotek) the positive control
was hydrogen peroxide at 10 µM (Ferreira et al., 2013). to the manufacturer’s instructions (R&B Systems, Minneapolis,
MN, USA) and the levels of IFN-γ and IL-17A were measured
by cytometric bead array (BD Biosciences, San Jose, CA, USA). Also, the bronchoalveolar lavage fluid (BAL) was obtained and
centrifuged at 1,200 rpm for 5 min at 4◦C. The cell pellet was
suspended in 3% albumin solution (100 µl). A 10 ul aliquot
of albumin solution containing the cells washed was diluted in
10 uL of Türck for cell count totals in a Neubauer chamber
with an optical microscope at 40x magnification. pCramoll For differential
counts, smears were made in cellspin (CT-2000, CIENTEC),
stained using the Giemsa method and cells were quantified
by morphological criteria for the distinction of cellular types
(mononuclear and polymorphonuclear) and the results were
grouped according to the percent content of these two cells type
(Maxeiner et al., 2007). Myeloperoxidase (MPO) and Myeloperoxidase (MPO) and
N-Acetylglucosaminidase (NAG) Activities
The infiltration of neutrophil in the lungs was indirectly
measured by the assay of myeloperoxidase activity (MPO)
according to Costa et al. (2016), by measuring the change
in optical density (OD) using 3,3′,5,5′-Tetramethylbenzidine
(TMB) (Sigma-Aldrich). The absorbance reading was taken at
450 nm in a spectrophotometer. For N-acetylglucosaminidase
activity
(NAG),
2,24mMp-nitrophenyl-N-acetyl-β-D-
glicosaminide
(Sigma-Aldrich)
was
used
and
absorbance
was determined at 400 nm (Baltazar et al., 2014). Initially, infected mice were intraperitoneally (i.p.) treated
every 10 days with 1, 250, or 500 µg of lectin alone (the first
dose was administered 1 day before intratracheal infection). For the group treated with the combination fluconazole (20
mg.kg−1) and pCramoll at 1, 250, or 500 µg (the fluconazole
was daily administered and every 10 days the association was
used), or the mice were treated daily with fluconazole alone (20
mg.kg−1) for survival monitoring. The untreated group (NT),
and not infected group (NI) were inoculated with PBS. All
animals were monitored twice daily for survival and behavior
parameter analysis (SHIRPA protocol). The SHIRPA protocol
analyzes the behavioral and functional assessment of neurological
diseases (Rogers et al., 1997). The tasks are grouped into five
functional categories: neuropsychiatric state, motor behavior,
autonomic function, muscle tone and strength, and reflex and
sensory function (Santos et al., 2014; Costa et al., 2016). All mice
were examined daily and the score for each functional category
was calculated as the total of the evaluated parameters according
to Lackner et al. (2006) and Pedroso et al. (2010) using the
EpiData 3.1 software. The Table S1 describes all the parameters
analyzed in the SHIRPA protocol. Histopathology The lungs were removed during necropsy and immediately fixed
in buffered 10% formalin (v/v). The tissue was embedded in
paraffin, and the sections were stained with hematoxylin and
eosin (Sigma) and examined under light microscopy. Statistical Analysis Statistical analysis of all data were performed using GraphPad
Prism version 5.0 with p < 0.05 considered significant. The
survival curve was plotted by Kaplan-Meier analysis and the
results were analyzed using the log rank test, for behavior
parameters the area under the curve was analyzed. Also, the
results of the phagocytosis assay, IPR, measurement of ROS and
NO production by macrophages, MPO and NAG activity, and
quantification of cytokines were analyzed by analysis of variance
(ANOVA) followed by Dunn’s Multiple Comparison Test and the
Student’s t-test. Furthermore, other groups of mice were i.t. infected and
treated with pCramoll at 1 µg per mouse (the concentration
that provided the best results in the survival curve), combined
or not with fluconazole to obtain lungs and brain at 15 or
35 days post-infection (d.p.i). The animals were euthanized by
cervical dislocation under anesthesia. The lungs and brain were
removed for determining the colony-forming units (CFU) as
described previously (Santos et al., 2014). For this, the organs
were homogenized with sterile PBS and plated in SDA medium. Specifically, 100 or 50 mg of lung tissue was homogenized
with 1 or 0.5 mL of extraction solution of protein, containing
PBS (pH 7.0) and anti-proteases (0.1 mM PMSF, 0.1 mM
benzethonium chloride, 10 mM EDTA, 20 Kallikrein inhibitor
units of aprotinin A, all purchased from Sigma-Aldrich and
0.05% tween 20). The samples were centrifuged for 10 min at
3,000 × g, at 4◦C and the supernatant was frozen at −20◦C and
utilized for cytokine analysis. The levels of IL-10 and IL-6 were
determined using commercially available antibodies according Effect of pCramoll and Fluconazole in the
Cryptococcus gattii Infection Model The protocol of the animal studies was approved by the Comissão
de Ética no Uso de Animais (CEUA) at the Universidade Federal
de Minas Gerais (Protocol 310/2014). All mice were housed in
clean cages, with food and water ad libitum. The controlled
environment was set to a 12 h light/dark cycle at 23◦C. Mice
C57BL/6, 5–6 weeks old (n = 6/group) were anesthetized by
intraperitoneal (i.p.) injection of ketamine hydrochloride (60
mg.kg−1) and xylazine (10 mg.kg−1) in PBS, and then inoculated
by an intratracheal infection with 30 µL of 104 CFU/animal of
C. gattii, L27/01 strain. Intratracheal infection with the C. gattii
L27/01 strain (GVII molecular type) has been previously shown
in other works (Santos et al., 2014; Ferreira et al., 2015). The Combination pCramoll + Fluconazole
Reduces Fungal Burden and Increases
Inflammatory Response All the treatments reduced the fungal burden in the lungs
after 15 dpi. At 35 days post infection, fluconazole combined
with pCramoll was better than fluconazole alone in reducing
pulmonary fungal burden (p < 0.05; Figure 3A). In brain tissue,
only the use of fluconazole reduced the fungal burden after
15 dpi (Figure 3B), however, the combination (fluconazole +
pCramoll) was able to reduce cerebral fungal burden significantly
when compared with fluconazole alone after 35 dpi (p < 0.05). Histological analysis of lung tissue from untreated infected mice
at 15 dpi showed numerous yeasts in the pulmonary parenchyma,
mild perivascular infiltrate and alveolar thickening. Moderate to
intense perivascular inflammation was observed in lung tissue
from pCramoll, and pCramoll + fluconazole groups. Lungs from
treated groups showed less yeast in alveolar space than the
untreated group (Figure 3C). pCramoll and Fluconazole Increase the
Survival and Improve the Behavior of
Animals Infected with C. gattii g
An increase in survival of animals treated with pCramoll was
observed. The untreated group (NT) showed a median survival
(MS) of 20 days (Figure 2A), while the MS for groups treated
with the lectin at 500, 250, and 1 µg, were 30.5 (p < 0.05; data not
shown), 30 (p < 0.01; data not shown) and 29.5 (p < 0.01) days
(Figure 2A), respectively, an increase of 50% (approximately) for
all doses tested, and an independent dose response. pCramoll
at 500, 250, and 1 µg was also tested in uninfected animals
and no change in the survival/behavior of animals compared
to NI mice was found (data not shown). When combined
with fluconazole, the influence of lectins on survival was dose
dependent. The group treated with fluconazole alone showed an
MS of 46 days, while the groups where pCramoll was combined
with the antifungal demonstrated a MS of 51 days for 500 µg
of pCramoll (data not shown), 58 days for 250 µg of pCramoll
(data not shown) and 62 days for 1 µg of pCramoll (p < 0.05;
Figure 2A). Based on these results, the dose of 1 µg of pCramoll
combined or not with fluconazole was used in the further
experiments. Indeed, the cellular polysaccharide extracted from
strain L27/01 (PSC) of C. gattii was associated with pCramoll and
fluconazole, and were tested in our model. The administration of
PSC only hurried the death of infected animals (MS of 17 days),
compared to the NT group (20 days). The same was observed
where PSC was associated with pCramoll and fluconazole (MS
of 43 days), compared to the FCZ-treated group (MS of 46
days), where the animals had previously succumbed (data not
shown). Regarding the inflammatory infiltrate in the bronchoalveolar
lavage fluid (Figure 4A), we verified a predominance of
mononuclear cells for all groups except the one treated with
the combination, for which there was a balance between
mononuclear and polymorphonuclear cells, at both 15 and
35 dpi (Figure 4B). Additionally, MPO (Figure 4C) and NAG
(Figure 4D) activities were performed in order to confirm the
presence of neutrophils and macrophages, respectively, where the
combination demonstrated higher activities of both enzymes at
15 dpi. The levels of IFN-γ (Figure 4E) were higher for the group
treated with the combination at 35 dpi. The levels of IL-6
(Figure 4F) and IL-10 (Figure 4G) were augmented in the NT
group. pCramoll Increases Phagocytosis and
Fungicidal Activity of Bone
Marrow-Derived Macrophages (BMDM) pCramoll at 1 µM increased the phagocytic index after 3 h of
incubation (Figure 1A), compared with the untreated group. At
the same time, the levels of ROS were increased in the presence
of pCramoll at 1 and 5 µM, both for infected and uninfected
macrophages (Figure 1B), especially with pCramoll at 1 µM
with significant increase in the production of nitrosative species
(Figure 1C). This increase in ROS levels was associated with a
reduced IPR (Figure 1D). Another interesting observation was
the presence of macrophage aggregates, vacuoles and increased
expansion of the cells (area) in the presence of increasing
concentration of pCramoll (Figure 1E). Bone marrow-derived
macrophages stimulated with pCramoll at 1 and 5 µM showed,
3 h post-incubation, 0.080 and 0.197 µm2 of area, respectively,
while at 24 h: 0.214 and 0.483 µm2, respectively. There was
an increase of up to 5× in cell area compared with untreated
macrophages infected with C. gattii after 3 h and to 7× after 24 h
of incubation (Figure 1F). pCramoll and Fluconazole Increase the
Survival and Improve the Behavior of
Animals Infected with C. gattii An increase in IL-17A (Figure 4H) was verified for the
combination and for fluconazole alone at 15 dpi. Preliminary Tests of Toxicity and Antifungal
Activity of pCramoll Previously, the pCramoll toxicity analysis in Caenorhabditis
elegans model was performed complementarily. Non-toxicity was
verified in these worms (data not shown) and confirms the non-
cytotoxicity of the pCramoll concentration used in this study
and published previously by da Silva et al. (2014). Subsequently,
we investigated the antifungal activity of pCramoll against C. gattii by screening and determining the minimum inhibitory May 2017 | Volume 7 | Article 211 Frontiers in Cellular and Infection Microbiology | www.frontiersin.org 3 Jandú et al. pCramoll-Fluconazole Benefits to Cryptococcosis The behavior analysis of basic functions such as sensory-
reflex (Figure 2B), muscle tone and strength (Figure 2C)
demonstrated improved behavior by day 20 post-infection
when animals were treated with pCramoll, fluconazole and the
combination compared to the untreated group (NT). Moreover,
the combination is significantly more efficient than fluconazole
alone (p < 0.05). A similar behavioral profile was observed for
parameters involved in the neuropsychiatric state (Figure 2D)
and body weight (Figure 2E), which improved by day 22 day
post-infection (p < 0.05) for all the treated groups, but with
better performance for groups treated with the combination (p <
0.05). There was no difference between the treated and untreated
groups for motor behavior (Figure 2F). Finally, as shown in
Figure 2G, autonomic function was only improved when the
combination was used (p < 0.05). concentration (MIC). Neither of the concentrations tested (0.93–
120 µg/mL) were able to inhibit fungal growth (data not shown). Indeed, no interaction between pCramoll and fluconazole was
obtained by the checkerboard test (data not shown). concentration (MIC). Neither of the concentrations tested (0.93–
120 µg/mL) were able to inhibit fungal growth (data not shown). Indeed, no interaction between pCramoll and fluconazole was
obtained by the checkerboard test (data not shown). DISCUSSION We observed complementarily that pCramoll did not show
toxicity in the C. elegans model, corroborating previously
published in vitro cytotoxicity data in mammalian cells (Melo
et al., 2010, 2011; da Silva et al., 2015). In addition, pCramoll May 2017 | Volume 7 | Article 211 Frontiers in Cellular and Infection Microbiology | www.frontiersin.org 4 pCramoll-Fluconazole Benefits to Cryptococcosis
Immunomodulatory and fungicidal effect of pCramoll in murine bone marrow macrophages infected with Cryptococcus gattii. (A) After 3 h
, the phagocytic index increased under pCramoll treatment to 1 µM; (B) After 3 h of incubation, treatment with pCramoll enhances ROS production in
s infected with C. gattii, in a concentration-dependent manner. (C) Oxide Nitric production after 3 h after incubation; (D) Intracellular Proliferation Rate
ncubation; (E) Macrophage morphology after 24 h of incubation with C. gattii, showing C. gattii phagocytosis (arrows). Cell cultures were observed under
al zoom and 10 fields per coverslip. (F) Area of macrophages stimulated with lectins and subsequently infected with C. gatti. *p < 0.05; **p < 0.01; ***p <
ence between treatment groups and infected control); 8, Uninfected macrophages, 8Cg, C. gattii-infected macrophages; 8pC, Uninfected macrophages
pCramoll; C+ 10 µM Hydrogen peroxide. Data represent the means ± SE from two independent experiments consisting of ten replicate assays. Jandú et al. pCramoll-Fluconazole Benefits to Cryptococcosis FIGURE 1 | Immunomodulatory and fungicidal effect of pCramoll in murine bone marrow macrophages infected with Cryptococcus gattii. (A) After 3 h
of incubation, the phagocytic index increased under pCramoll treatment to 1 µM; (B) After 3 h of incubation, treatment with pCramoll enhances ROS production in
macrophages infected with C. gattii, in a concentration-dependent manner. (C) Oxide Nitric production after 3 h after incubation; (D) Intracellular Proliferation Rate
after 24 h of incubation; (E) Macrophage morphology after 24 h of incubation with C. gattii, showing C. gattii phagocytosis (arrows). Cell cultures were observed under
100 × optical zoom and 10 fields per coverslip. (F) Area of macrophages stimulated with lectins and subsequently infected with C. gatti. *p < 0.05; **p < 0.01; ***p <
0.005 (Difference between treatment groups and infected control); 8, Uninfected macrophages, 8Cg, C. gattii-infected macrophages; 8pC, Uninfected macrophages
treated with pCramoll; C+ 10 µM Hydrogen peroxide. Data represent the means ± SE from two independent experiments consisting of ten replicate assays. DISCUSSION May 2017 | Volume 7 | Article 211 Frontiers in Cellular and Infection Microbiology | www.frontiersin.org 5 Jandú et al. pCramoll-Fluconazole Benefits to Cryptococcosis IGURE 2 | Survival curve and behavioral profile evaluation of mice infected with Crytococcus gattii and subjected to different treatments. (A) Six mice
er group were inoculated with 104 cells of L27/01 strain by intratracheal line inoculation and treated with fluconazole at 20 mg.kg−1 (FCZ), pCramoll at 1 ug (pC1), or
he combination (pC1 + FCZ). Animals treated by pC1 + FCZ had an average increase of over 34.8% in survival compared to those treated with FCZ alone *p < 0.05. B–G) Five animals per group were submitted to the SHIRPA Protocol. There was no behavioral difference between uninfected mice (NI) and those treated with pC1
lone, which did also not influence the survival of mice. Untreated mice (NT); *p <0.05; **p < 0.001 (difference when compared to NI); +p < 0.5; ++p < 0.001
difference when compared to NT); #p < 0.05 (difference between FCZ and combination). Data represent the means ± SE from three independent experiments. FIGURE 2 | Survival curve and behavioral profile evaluation of mice infected with Crytococcus gattii and subjected to different treatments. (A) Six mice
per group were inoculated with 104 cells of L27/01 strain by intratracheal line inoculation and treated with fluconazole at 20 mg.kg−1 (FCZ), pCramoll at 1 ug (pC1), or
the combination (pC1 + FCZ). Animals treated by pC1 + FCZ had an average increase of over 34.8% in survival compared to those treated with FCZ alone *p < 0.05. (B–G) Five animals per group were submitted to the SHIRPA Protocol. There was no behavioral difference between uninfected mice (NI) and those treated with pC1
alone, which did also not influence the survival of mice. Untreated mice (NT); *p <0.05; **p < 0.001 (difference when compared to NI); +p < 0.5; ++p < 0.001
(difference when compared to NT); #p < 0.05 (difference between FCZ and combination). Data represent the means ± SE from three independent experiments. pCramoll increased the phagocytosis of C. gattii and the
production of ROS and NO, augmenting the fungicidal activity
of macrophages. Furthermore, this effect was observed in the
cellular morphology of infected macrophages. Previously, the
immunoregulatory influence of pCramoll has been portrayed,
showing increased phagocytosis of S. DISCUSSION Mice treated with pC1 showed more prominent
perivascular inflammatory infiltrate (thin arrow) and less yeasts (thick arrow) in alveolar space than untreated, infected mice. Mice from FLZ or pC1+ FLZ showed
moderate inflammation. Uninfected animals (NI), infected untreated control (NT), groups treated with pCramoll at 1 µg (pC1), Fluconazole (FCZ), ND (not recovered
CFU). *p < 0.05; **p < 0.01 (difference between treated groups and NT); #p < 0.05 (difference between FCZ alone and combination, at 35 dpi). Data represent the
means ± SE from three independent experiments consisting of triplicate assays. FIGURE 3 | pCramoll in combination with fluconazole shows increased survival and reduced fungal burden in the lungs and brain of Cryptococcus
gattii-infected mice. Six mice per group were inoculated with 104 cells of the L27/01 strain by intratracheal line inoculation and given the combination treatment,
analyzed at 15 and 35 dpi: (A,B) Colony-forming Units (CFU) recovered from brain and lungs, respectively, at 15 and 35 days post infection; (C) Histological sections
of lung tissue stained with H&E at 200 ×, 15 days post inoculation. Non-infected mice showed normal histology. Mice treated with pC1 showed more prominent
perivascular inflammatory infiltrate (thin arrow) and less yeasts (thick arrow) in alveolar space than untreated, infected mice. Mice from FLZ or pC1+ FLZ showed
moderate inflammation. Uninfected animals (NI), infected untreated control (NT), groups treated with pCramoll at 1 µg (pC1), Fluconazole (FCZ), ND (not recovered
CFU). *p < 0.05; **p < 0.01 (difference between treated groups and NT); #p < 0.05 (difference between FCZ alone and combination, at 35 dpi). Data represent the
means ± SE from three independent experiments consisting of triplicate assays. the blood-brain barrier (Patricio et al., 2011) and not directly
acting on the CNS. Meanwhile, fluconazole was present at higher
concentration in the CNS after 14 days of use, reducing CFU
in the brain (Mendes et al., 2010). Furthermore, pCramoll also
stimulates C. gattii phagocytosis, increasing the early combat
of the pathogen in the lungs. However, some yeasts have the
capacity to survive in phagolysosomes, enabling transmigration
of the fungus (Charlier et al., 2009). This phenomenon reduces
fungal permanence in lung tissue, inhibiting strategies of fungal
adaptation, avoiding cellular modification which inhibit the
phagocytosis, and more virulent growth, like giant, fluconazole-
resistant cells (Kronstad et al., 2011). (da Silva et al., 2014). DISCUSSION aureus, as well as
enhancement of NO, ROS, and pro-inflammatory cytokines did not present antimicrobial action against C. gatti, an
activity rarely found in the legume lectin domain (Dias
et
al.,
2015). However,
a
few
studies
have
shown
the
immunomodulatory potential of plant lectins to combat bacterial
and fungal infections (Alegre-Maller et al., 2014), in this
context pCramoll influences the inflammatory responses against
C. gatti. May 2017 | Volume 7 | Article 211 Frontiers in Cellular and Infection Microbiology | www.frontiersin.org 6 Jandú et al. pCramoll-Fluconazole Benefits to Cryptococcosis FIGURE 3 | pCramoll in combination with fluconazole shows increased survival and reduced fungal burden in the lungs and brain of Cryptococcus
gattii-infected mice. Six mice per group were inoculated with 104 cells of the L27/01 strain by intratracheal line inoculation and given the combination treatment,
analyzed at 15 and 35 dpi: (A,B) Colony-forming Units (CFU) recovered from brain and lungs, respectively, at 15 and 35 days post infection; (C) Histological sections
of lung tissue stained with H&E at 200 ×, 15 days post inoculation. Non-infected mice showed normal histology. Mice treated with pC1 showed more prominent
perivascular inflammatory infiltrate (thin arrow) and less yeasts (thick arrow) in alveolar space than untreated, infected mice. Mice from FLZ or pC1+ FLZ showed
moderate inflammation. Uninfected animals (NI), infected untreated control (NT), groups treated with pCramoll at 1 µg (pC1), Fluconazole (FCZ), ND (not recovered
CFU). *p < 0.05; **p < 0.01 (difference between treated groups and NT); #p < 0.05 (difference between FCZ alone and combination, at 35 dpi). Data represent the
means ± SE from three independent experiments consisting of triplicate assays. nation with fluconazole shows increased survival and reduced fungal burden in the lungs and brain of Cryptococcus
4 FIGURE 3 | pCramoll in combination with fluconazole shows increased survival and reduced fungal burden in the lungs and brain of Cryptococcus
gattii-infected mice. Six mice per group were inoculated with 104 cells of the L27/01 strain by intratracheal line inoculation and given the combination treatment,
analyzed at 15 and 35 dpi: (A,B) Colony-forming Units (CFU) recovered from brain and lungs, respectively, at 15 and 35 days post infection; (C) Histological sections
of lung tissue stained with H&E at 200 ×, 15 days post inoculation. Non-infected mice showed normal histology. Frontiers in Cellular and Infection Microbiology | www.frontiersin.org DISCUSSION pCramoll-Fluconazole Benefits to Cryptococcosis FIGURE 4 | Inflammatory response of pCramoll in combination with fluconazole in Cryptococcus gattii-infected mice, analyzed at 15 and 35 dpi: (A,B)
Total and differential count of leukocytes (neutrophils and mononuclear cells) in the bronchoalveolar lavage, respectively; at 15 and 35 days after infection; (C,D)
Myeloperoxidase and N-acetylglucosaminidase activities in lungs of infected animals; (E–H) Levels of cytokines IFN-γ, IL-6, IL-10, and IL-17A in lungs. Uninfected
animals (NI), infected untreated control (NT), groups treated with pCramoll at 1 µg (pC1), Fluconazole (FCZ), *p < 0.05; **p < 0.01 (difference between treated groups
and NT); #p < 0.05 (difference when comparing treated groups); ###p < 0.005 (difference between FCZ alone and combination, at 35 dpi); +p < 0.5 (difference
between 15 dpi and 35 dpi). Data represent the means ± SE from three independent experiments consisting of triplicate assays. FIGURE 4 | Inflammatory response of pCramoll in combination with fluconazole in Cryptococcus gattii-infected mice, analyzed at 15 and 35 dpi: (A,B)
Total and differential count of leukocytes (neutrophils and mononuclear cells) in the bronchoalveolar lavage, respectively; at 15 and 35 days after infection; (C,D)
Myeloperoxidase and N-acetylglucosaminidase activities in lungs of infected animals; (E–H) Levels of cytokines IFN-γ, IL-6, IL-10, and IL-17A in lungs. Uninfected
animals (NI), infected untreated control (NT), groups treated with pCramoll at 1 µg (pC1), Fluconazole (FCZ), *p < 0.05; **p < 0.01 (difference between treated groups
and NT); #p < 0.05 (difference when comparing treated groups); ###p < 0.005 (difference between FCZ alone and combination, at 35 dpi); +p < 0.5 (difference
between 15 dpi and 35 dpi). Data represent the means ± SE from three independent experiments consisting of triplicate assays. and pro-inflammatory cytokine production (Wright et al., 2002;
Leopold et al., 2016). On the other hand, the therapy tested in this
work has shown that, at 15 dpi, the animals treated with pCramoll
alone increase leukocyte migration with a predominance of
monocytes to macrophages contained in the BAL, although with
less expression of inflammatory cytokines IFN-γ, IL-4, and TNF-
α in the lungs (data not shown). The recruitment of these cells and their presence in the inflammatory response are crucial for
immunological responses and pathogen depletion, mainly by
phagocytosis (Melo et al., 2010). DISCUSSION Phagocytosis is the main mechanism
for fungal elimination (Leopold et al., 2016), and is associated
with increased survival of infected animals. Artin M (another
mannose-specific
lectin,
like
pCramoll)
demonstred
that
phagocytosis was also the mechanism responsible for Candida
albicans elimination, reducing the fungal burden in target organs
and increasing animal survival (Loyola et al., 2012). The murine model used in this study mimics the natural route
of infection by C. gattii, as confirmed by the results of fungal
burden and alterations in histopathology and behavior. pCramoll
alone, as well as when combined with fluconazole, enhanced
the survival of animals and improved the behavioral alterations
caused by neuro-cryptococcosis. pCramoll in association with
fluconazole decreased distinct alterations in related parameters,
such as sensory-reflex function, the neuropsychiatric state,
muscle tone, and strength, as well as body weight. In the course
of the disease, these clinical manifestations are determinants for
neurological sequelae and death (Chen et al., 2012). Interestingly, 35 days post-infection, there was a significant
decrease in CFU in the lungs and brain in animals treated
with the combination compared to the use of fluconazole alone. Ongoing use of the combination resulted in better neurological
and behavioral conditions. This therapeutic characteristic is very
important because previous studies have demonstrated that most
patients infected with C. gattii presented CNS cryptococcosis,
especially with meningitis 64–76% (Chen et al., 2000, 2012). The
reduced number of yeasts in the brain improves the general
conditions of mice, as confirmed by the results shown in the
survival curve. The pCramoll and fluconazole treatments decreased CFU in
the lungs, at 15 dpi. Not only does this association enable a
significant reduction in CFU, it is also more effective than the
use of fluconazole alone in treating pulmonary cryptococcosis. Although yeasts were recovered from the brain of animals treated
with the combination, they were not found in animals treated
only with fluconazole. This may be due to pCramoll not crossing Infections with C. gattii leads to suppression of the host’s
immune responses, including decreased leukocyte recruitment May 2017 | Volume 7 | Article 211 Frontiers in Cellular and Infection Microbiology | www.frontiersin.org 7 Jandú et al. REFERENCES Charlier, C., Nielsen, K., Daou, S., Brigitte, M., Chretien, F., and Dromer,
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L. C., et al. (2015). SUPPLEMENTARY MATERIAL Therefore, pCramoll is an immunomodulatory lectin without
antifungal activity but its combination with fluconazole increases
the survival of animals with cryptococosis, improving aspects of
morbidity present in disease progression. The Supplementary Material for this article can be found
online
at:
http://journal.frontiersin.org/article/10.3389/fcimb. 2017.00211/full#supplementary-material AUTHOR CONTRIBUTIONS JJ: performed plant collection, biochemical, antimicrobial,
and immunologycal assays, analysis and wrote the paper;
JS: contributed in the experimental developing with animals;
MC: permed experimental procedures in vivo, in vitro, as
well as theoretical aspects of the paper. FA: participated plant
collection, and purification process of the lectin. TF: contributed
in experimental procedures with animals. AG: Contributed in the
histological analysis. MS, LC: Scientific and structural support
for research development. MB: Participated in the analysis of
inflammatory factors by flow cytometry. TP: collection, and
purification process of the lectin.Contributed in the histological
analysis and theoretcal aspects. DS: Coordinated the project,
supervised all development of this work, such theoretical and
experimental aspects this research. MC: Coordinated the project. Scientific and structural support for research development. DISCUSSION At 15 dpi, when pCramoll was combined with fluconazole,
despite the large inflammatory infiltrate, the leukocyte content
was balanced (neutrophils and macrophages), with lower Th1
cytokine expression (IFN-γ) as well as IL-10 auto-regulator. May 2017 | Volume 7 | Article 211 Frontiers in Cellular and Infection Microbiology | www.frontiersin.org 8 pCramoll-Fluconazole Benefits to Cryptococcosis Jandú et al. CONCLUSION This is very important because the highly detrimental effect of
IL-10 in cryptococcal infection models, as shown in NT mice,
plays a major role in downregulating cryptococcal clearance
(Olszewski et al., 2014). The same way as at 15 dpi, the
high IL-17A production was observed for the combination. This inflammatory profile is not limited to the Th1/Th2
balance polarization against the infection, this response has been
credited to IL-17A cytokine, which is known to have a role in
cellular recruitment (Kolls and Lindén, 2004; Steinman, 2007)
and contribute to anti-cryptococcal protection (Voelz et al.,
2009). Immunotherapy with lectins in the treatment of cryptococcosis
has not been reported, making this work pioneering. The
immunoregulatory effect of pCramoll increases the survival
of animals and improves clinical signs. Combination with
fluconazole was able to reduce fungal burden in the lungs
and brain of infected animals, increase C. gattii phagocytosis
and produce higher levels of ROS. As such, the combination
thereby represents a promising alternative in the treatment of
cryptococcosis. Up to 35 dpi, an increase of IFN-γ was observed in the
lungs of mice treated with the combination, followed by IL-
17A production, however with lower inflammatory infiltrate
compared to the fluconazole group. The early decrease of IL-
10 as seen in the groups treated with pC and their combination
enhances IFN-γ and IL-17A effector responses and promotes
fungal clearance in mice with cryptococcal lung infection
(Murdock et al., 2014a). Previous studies have shown that
pCramoll lectin stimulates Th17- and modulate the Th1-type
cytokines production (Oliveira et al., 2013). The influence of the
Th17 pathway in resistance to fungal pathology is a prospective
finding in experimental Arpergilosis and Candidiasis studies
(Romani and Puccett, 2006; Zelante et al., 2009), while the
role of Th1-type cytokines has also been demonstrated (Voelz
et al., 2009; Gibson and Johnston, 2015). Moreover, the moderate
inflammation is fundamental to the mechanism of tissue repair,
associated with antifungal pathways, as seen in associated
response mechanisms of IL17/IL10 cytokines (Zizzo and Cohen,
2013; Murdock et al., 2014b). Lower/moderate inflammation
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Gomes, Paixão, Santos and Correia. This is an open-access article distributed
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Single-neutron orbits near 78 Ni: Spectroscopy of the<mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML" altimg="si1.gif" overflow="scroll"><mml:mi>N</mml:mi><mml:mo>=</mml:mo><mml:mn>49</mml:mn></mml:math>isotope 79 Zn
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Single-neutron orbits near 78Ni: Spectroscopy of the N = 49
isotope 79Zn Box 35, FIN-40014 Jyväskylä, Finland
q Institut für Kernphysik, Technische Universität Darmstadt, D-64289 Darmstadt, Germany
r AB Department, CERN 1211, Geneva 23, Switzerland
s IPHC, CNRS/IN2P3, Université de Strasbourg, F-67037 Strasbourg, France
t Università degli studi di Padova and INFN Sezione di Padova, Padova I-35131, Italy
u Institut für Kernphysik, Universität zu Köln, D-50937 Köln, Germany
v GANIL, CEA/DSM-CNRS/IN2P3, F-14076 Caen, France Instituto de Estructura de la Materia, IEM-CSIC, Madrid, E-28006, Spain a Instituto de Estructura de la Materia, IEM-CSIC, Madrid, E-28006, Spain c School of Engineering, University of the West of Scotland, Paisley, P
d d Scottish Universities Physics Alliance (SUPA), United Kingdom Contents lists available at ScienceDirect Contents lists available at ScienceDirect Physics Letters B 740 (2015) 298–302 Physics Letters B 740 (2015) 298–302 Single-neutron orbits near 78Ni: Spectroscopy of the N = 49
isotope 79Zn R. Orlandi a,b,c,d,e,∗, D. Mücher f, R. Raabe b, A. Jungclaus a, S.D. Pain g, V. Bildstein f,
R. Chapman c,d, G. de Angelis h, J.G. Johansen i, P. Van Duppen b, A.N. Andreyev c,d,j,e,
S. Bottoni b,k, T.E. Cocolios m, H. De Witte b, J. Diriken b, J. Elseviers b, F. Flavigny b,
L.P. Gaffney n,b, R. Gernhäuser f, A. Gottardo h, M. Huyse b, A. Illana a, J. Konki l,o,p, T. Kröll q,
R. Krücken f, J.F.W. Lane c,d, V. Liberati c,d, B. Marsh r, K. Nowak f, F. Nowacki s,
J. Pakarinen l,o,p, E. Rapisarda b, F. Recchia t, P. Reiter u, T. Roger b,v, E. Sahin h, M. Seidlitz u,
K. Sieja s, J.F. Smith c,d, J.J. Valiente Dobón h, M. von Schmid q, D. Voulot r, N. Warr u,
F.K. Wenander r, K. Wimmer f a Instituto de Estructura de la Materia, IEM-CSIC, Madrid, E-28006, Spain
b KU Leuven, Instituut voor Kern- en Stralingsfysica, B-3001 Heverlee, Belgium
c School of Engineering, University of the West of Scotland, Paisley, PA1 2BE, United Kingdom
d Scottish Universities Physics Alliance (SUPA), United Kingdom
e Advanced Science Research Center, Japan Atomic Energy Agency, Tokai, Ibaraki, 319-1195, Japan
f Physik Department E12, Technische Universität München, D-85748 Garching, Germany
g Physics Division, Oak Ridge National Laboratory, Oak Ridge, TN 37831, USA
h Istituto Nazionale di Fisica Nucleare, Laboratori Nazionali di Legnaro, Legnaro, I-35020, Italy
i Department of Physics and Astronomy, Aarhus University, DK-8000 Aarhus, Denmark
j Department of Physics, University of York, Heslington, YO10 5DD, United Kingdom
k Dipartimento di Fisica, Università di Milano and INFN Sezione di Milano, I-20133, Italy
l PH Department, CERN 1211, Geneva 23, Switzerland
m School of Physics and Astronomy, University of Manchester, Manchester, M13 9PL, United Kingdom
n Oliver Lodge Laboratory, University of Liverpool, Liverpool L69 9ZE, United Kingdom
o Helsinki Institute of Physics, University of Helsinki, P.O. Box 64, FIN-00014 Helsinki, Finland
p Department of Physics, University of Jyväskylä, P.O. a r t i c l e
i n f o Additional data (ap-
proximately 20 hours), collected using a thick (∼1.7 mg/cm2) DPE
target, permitted to confirm weak coincidences observed in the
thin-target data. The region of isotopes near 78Ni is the focus of intense exper-
imental and theoretical research (cf., for example, [7–12] and ref-
erences therein). Whether 78Ni can be considered a doubly-magic
spherical nucleus depends ultimately on the size of the Z = 28 and
N = 50 shell gaps. To date, however, scarce information is available
on 78Ni and on its immediate neighbors, and contrasting predic-
tions have been made [12,13] about its magicity. The properties of nuclei lying close to 78Ni also impact strongly
on astrophysical models of stellar nucleosynthesis and evolution. A recent example is related to the measurement of the 82Zn bind-
ing energy and its implications on the composition of neutron-
star crust [14]. Furthermore, a sensitivity study on the effect of
neutron-capture rates on the A ∼80 and A ∼130 r-process peaks
[15] revealed that 78Zn and 79Zn are among the few isotopes
which can cause the largest change (>15%) in the overall abun-
dance pattern, affecting the abundances of masses as high as
A ∼195. The reaction was studied using the segmented T-REX array of Si
telescopes [23], and eight triple-cluster HPGe detectors of Miniball
[24], which surrounded the T-REX scattering chamber. The coin-
cident detection of light charged particles and γ rays led to the
identification of states which could not be resolved using only the
proton data. Furthermore, the charged-particle data constrained
the placement of states in the level scheme which would have
been ambiguous from the γ -ray data alone. Single-nucleon transfer reactions are a very sensitive technique
to populate single-particle states and to investigate the structure of
the isotopes produced [16–19]. Performing such reactions on 78Ni
will reveal the energies of the single-particle orbits governing the
properties of 78Ni and its neighbors. The necessary experiments
however still require years of developments in radioactive-ion-
beam production. Revealing insights about the structure of 78Ni
can nonetheless be gained by studying close-lying isotopes. More-
over, an accurate description of the evolution of nuclear structure
across neighboring nuclei is an implicit test for theoretical predic-
tions of the properties of 78Ni. γ
In Fig. 1 (a), the 79Zn excitation energy deduced from reaction
kinematics is shown for proton singles and protons in coincidence
with all detected γ
rays. a r t i c l e
i n f o Article history:
Received 5 October 2014
Received in revised form 18 November 2014
Accepted 3 December 2014
Available online 9 December 2014
Editor: D.F. Geesaman
Keywords:
Nuclear structure
γ -Ray transitions
Transfer reactions
N = 50 shell closure Single-neutron states in the Z = 30, N = 49 isotope 79Zn have been populated using the 78Zn(d, p)79Zn
transfer reaction at REX-ISOLDE, CERN. The experimental setup allowed the combined detection of
protons ejected in the reaction, and of γ rays emitted by 79Zn. The analysis reveals that the lowest
excited states populated in the reaction lie at approximately 1 MeV of excitation, and involve neutron
orbits above the N = 50 shell gap. From the analysis of γ -ray data and of proton angular distributions,
characteristic of the amount of angular momentum transferred, a 5/2+ configuration was assigned to a
state at 983 keV. Comparison with large-scale-shell-model calculations supports a robust neutron N = 50
shell-closure for 78Ni. These data constitute an important step towards the understanding of the magicity
of 78Ni and of the structure of nuclei in the region. g
© 2014 The Authors. Published by Elsevier B.V. This is an open access article under the CC BY license
(http://creativecommons.org/licenses/by/3.0/). Funded by SCOAP3. * Corresponding author at: Advanced Science Research Center, Japan Atomic Energy Agency, Tokai, Ibaraki, 319-1195, Japan. E-mail address: orlandi.riccardo@jaea.go.jp (R. Orlandi). g/
/j p y
014 The Authors. Published by Elsevier B.V. This is an open access article under the CC BY license (http://creativecommons.org/licen p //
g/
/j p y
0370-2693/© 2014 The Authors. Published by Elsevier B.V. This is an open access article under the CC BY license (http://creativec
SCOAP3. R. Orlandi et al. / Physics Letters B 740 (2015) 298–302 299 Fig. 1. (Color online.) a) 79Zn excitation energy deduced from proton kinematics
for all the transfer protons (black solid line) and from the protons in coincidence
with any γ ray (green, solid fill). b) 79Zn excitation energy in coincidence with the
983-keV γ ray, corrected for γ -ray efficiency. c) Same as b), but in coincidence
either with the 236-keV (blue) or the 1859-keV γ transitions (red). Shell structure characterizes several many-body systems of
fermions moving in a common potential, such as atomic elec-
trons, metal clusters and nuclei. Angular momentum quantization
induces a bunching of the single-particle states, resulting in shells
separated by energy gaps. a r t i c l e
i n f o Three main peaks can be seen, cen-
tered respectively around 1.2, 2.5 and 3.3 MeV. Due to kinematic
compression and to the detection threshold, only transfer protons
corresponding to the lowest-energy peak could be detected both
at forward and backward angles, and meaningfully compared to
DWBA calculations. At this beam energy, the transferred neutrons
should populate mainly states or groups of states corresponding to
low-ℓorbits, mostly above the N = 50 gap, namely d5/2, s1/2 and
d3/2. The g7/2 orbit above the gap (ℓ = 4) and the neutron–hole
states based on p or f configuration are likely to be populated
very weakly. As an illustration, the 79Zn case can be compared to
the study of the N = 81 isotone 131Sn via the 130Sn(d, p)131Sn re-
action [17], in which only neutron orbits above the N = 82 gap
were populated. In this Letter, the first spectroscopic study of the Z = 30,
N = 49 isotope 79Zn is presented. In this nucleus, neutrons can oc-
cupy orbits which lie both below and above the N = 50 shell gap. Prior to this work, the available information about 79Zn was lim-
ited to its ground-state half life, 0.995(19) s [20]. The beta decay of
79Zn [8] supports a Jπ = 9/2+ ground-state configuration, in line
with the shell-model expectation that the odd neutron (hole) oc-
cupies the g9/2 orbit, and with N = 49 systematics. In the present
work, the 9/2+ assignment for the ground state has been adopted. 79 In this Letter, the first spectroscopic study of the Z = 30,
N = 49 isotope 79Zn is presented. In this nucleus, neutrons can oc-
cupy orbits which lie both below and above the N = 50 shell gap. Prior to this work, the available information about 79Zn was lim-
ited to its ground-state half life, 0.995(19) s [20]. The beta decay of
79Zn [8] supports a Jπ = 9/2+ ground-state configuration, in line
with the shell-model expectation that the odd neutron (hole) oc-
cupies the g9/2 orbit, and with N = 49 systematics. In the present
work, the 9/2+ assignment for the ground state has been adopted. In this work, excited states in 79Zn have been populated using
the 78Zn(d, p)79Zn reaction in inverse kinematics at REX-ISOLDE,
CERN (Q value = 1.796 MeV [21]). a r t i c l e
i n f o In the nuclear medium, such shell gaps
are revealed by nuclei with neutron and proton numbers corre-
sponding to closed-shell configurations. The properties of these
so-called magic nuclei and of their neighbors, which were cardi-
nal to the development of the nuclear shell model, could only be
reproduced when the role played by the nuclear spin–orbit inter-
action was recognized [1]. In recent years, experiments with radioactive ion beams have
shown that in some neutron-rich nuclei well-established shell clo-
sures can vanish, and new magic numbers appear [2,3]. The chal-
lenge to explain and predict the size of shell gaps away from beta
stability has led to considerable progress in nuclear physics, both
experimentally and theoretically. Despite some remarkable steps
forward in describing the evolution of shell structure, e.g. the in-
clusion of the tensor interaction [4] and three-body forces [5,6],
rare-isotope data are still essential to test and guide theoretical
advances. Nuclei away from the valley of beta stability with magic
numbers of neutrons and protons, and isotopes in their vicinity,
have become new cornerstones for the development of a reliable
theoretical picture of all nuclei. Fig. 1. (Color online.) a) 79Zn excitation energy deduced from proton kinematics
for all the transfer protons (black solid line) and from the protons in coincidence
with any γ ray (green, solid fill). b) 79Zn excitation energy in coincidence with the
983-keV γ ray, corrected for γ -ray efficiency. c) Same as b), but in coincidence
either with the 236-keV (blue) or the 1859-keV γ transitions (red). with a UCx target. 78Zn atoms were laser ionized using the RILIS
set up [22], mass separated, and post-accelerated by the REX-
LINAC to 2.83 MeV per nucleon. The 78Zn beam impinged on a
thin (105(10) μg/cm2) deuterated polyethylene (DPE) target. In ad-
dition to 78Zn, which made up ∼75% of the total intensity, the
beam also contained 78Rb (∼20%) and 78Ga (∼5%). Exploiting the
fact that without laser ionization only 78Zn disappeared from the
beam cocktail, the contribution from the contaminants could be
identified and subtracted offline by collecting data with the laser
periodically turned on and off (in total, approximately 100 hours
with and 35 hours without laser ionization). From the analysis of
elastically scattered deuterons, the estimated average 78Zn beam
intensity was 7.8(7) · 105 particles per second. a r t i c l e
i n f o Coincidence γ -ray spectra gated, respectively, on the 983-keV (a) or the
1859-keV (b) transitions, obtained using thick-target data. discussed below, the analysis of proton angular distributions are
indeed consistent with transfer of neutrons to the d5/2 and s1/2 or-
bits. The green curve in the same figure shows that, in coincidence
with γ -rays, the intensity of the first peak decreases significantly
more than that of the two higher-lying peaks. This observation
suggests the presence, in the excitation-energy range of the first
peak, of one or more states which are too long lived (more than
few nanoseconds) for their decay(s) to be detected in flight. The analysis of the 236- and 1859-keV single-γ -ray-gated exci-
tation energy spectra, shown in Fig. 1 (c), is key to positioning the
236-keV transition in the level scheme. A peak at ∼3.20(15) MeV
can be seen in both spectra (blue and red in the figure), but only
the 236-keV gate shows also a peak at 2.65(15) MeV, where the
large uncertainty is due to the Si-detector resolution (the thin
red peak appearing at 2.6 MeV in the 1859-keV gated spectrum
is not statistically significant). Their observed coincidence implies
that the 236-keV lies below the 1859-keV γ ray (otherwise no
peak could appear also at 2.65 MeV excitation energy). Hence,
the 236-keV transition must be the decay of a state with energy
at least as low as the difference between the 3.2 MeV excitation
energy and the 1859-keV γ ray, i.e. 1.34(15) MeV. In Fig. 1 (c),
however, no peak appears around or below 1.3 MeV, which means
that the state at ∼1.34 MeV is not (or too weakly) populated in the
direct reaction and only fed from higher-lying states. The prompt
character of the 236-keV transition implies that it has E1 or M1
multipolarity. The position of the 1185-keV transition was deduced
from its γ -gated excitation energy and the coincidence with the
236-keV γ ray. The γ
rays emitted by 79Zn were identified by requiring a
coincidence with the protons ejected in the neutron-transfer re-
actions. The Doppler-corrected γ -ray energy spectrum is shown in
Fig. 2 (a). Fig. 1 (b) and (c) are examples of excitation-energy spec-
tra of 79Zn gated by individual γ rays. Similarly, Fig. a r t i c l e
i n f o The
strongest peaks are labeled by their energy. The peak labeled “c” is due to a small
amount of 78Ga in the beam, due to in-flight 78Zn β decay. b) Same spectrum
gated on 79Zn excitation energy in the 0.8–1.7 MeV range, where only the 441-
and 983-keV transitions can be seen. See text for details. Fig. 3. Coincidence γ -ray spectra gated, respectively, on the 983-keV (a) or the
1859-keV (b) transitions, obtained using thick-target data. Fig. 2. a) Doppler-corrected 79Zn γ -ray spectrum, gated by all transfer protons. The
strongest peaks are labeled by their energy. The peak labeled “c” is due to a small
amount of 78Ga in the beam, due to in-flight 78Zn β decay. b) Same spectrum
gated on 79Zn excitation energy in the 0.8–1.7 MeV range, where only the 441-
and 983-keV transitions can be seen. See text for details. Fig. 4. Partial level scheme of 79Zn deduced in this work. The width of the arrows is
proportional to the relative transition intensities. With the exception of the isomeric
state ‘X’ at 1.10(15) MeV, all energies are in keV, with the error given in brackets. See text for details. Fig. 3. Coincidence γ -ray spectra gated, respectively, on the 983-keV (a) or the
1859-keV (b) transitions, obtained using thick-target data. ing to a neutron–hole in the f5/2 orbit. Interestingly, comparable
B(E2; 5/2+ →9/2+) strengths have been measured in neighbor-
ing N = 49 isotones 81Ge and 83Se (respectively, 0.0383(20) and
≈0.13 W.u. [25]). The direct and indirect feeding to the 983-keV state, which
makes its ground-state decay the most intense transition in the
spectrum, supports a 5/2+ assignment. The DWBA analysis dis-
cussed below confirms the 5/2+ assignment deduced from the
γ -ray analysis. In the case of the 1424-keV state, the prompt character of the
441-keV transition, the coincidence between the 983- and 441-keV
γ rays and the unobserved crossover ground-state transition favor
a spin 3/2+ or 5/2+. Few additional weak transitions, of 888, 1774
and 2321 keV, were tentatively placed in the level scheme: their
γ -ray-gated excitation energy spectra in fact exhibit a peak respec-
tively at 2.35(15), 3.30(15) and 3.45(15) MeV, compatible with a
direct feeding to either the 1424- or the 983-keV states. For the
888-keV transition, this placement is also supported by the ob-
served coincidence with the 441-keV transition. Fig. 3. a r t i c l e
i n f o 78Zn (T1/2 = 1.47(15) s) was
produced in collisions of 1.4 GeV protons from the CERN PS Booster In this work, excited states in 79Zn have been populated using
the 78Zn(d, p)79Zn reaction in inverse kinematics at REX-ISOLDE,
CERN (Q value = 1.796 MeV [21]). 78Zn (T1/2 = 1.47(15) s) was
produced in collisions of 1.4 GeV protons from the CERN PS Booster Fig. 1 (a) reveals that the lowest-lying states which are strongly
populated via transfer are found near 1 MeV. This observation
is important, since the position of the excited states based on
neutron orbits above the N = 50 shell reflects the gap size. As R. Orlandi et al. / Physics Letters B 740 (2015) 298–302 300 Fig. 4. Partial level scheme of 79Zn deduced in this work. The width of the arrows is
proportional to the relative transition intensities. With the exception of the isomeric
state ‘X’ at 1.10(15) MeV, all energies are in keV, with the error given in brackets. See text for details. Fig. 2. a) Doppler-corrected 79Zn γ -ray spectrum, gated by all transfer protons. The
strongest peaks are labeled by their energy. The peak labeled “c” is due to a small
amount of 78Ga in the beam, due to in-flight 78Zn β decay. b) Same spectrum
gated on 79Zn excitation energy in the 0.8–1.7 MeV range, where only the 441-
and 983-keV transitions can be seen. See text for details. Fig. 3. Coincidence γ -ray spectra gated, respectively, on the 983-keV (a) or the
1859-keV (b) transitions, obtained using thick-target data. Fig. 4. Partial level scheme of 79Zn deduced in this
proportional to the relative transition intensities. W
state ‘X’ at 1.10(15) MeV, all energies are in keV, w
See text for details. ing to a neutron–hole in the f5/2 orbit. B(E2; 5/2+ →9/2+) strengths have bee
ing N = 49 isotones 81Ge and 83Se (res
≈0.13 W.u. [25]). The direct and indirect feeding to t
makes its ground-state decay the most
spectrum, supports a 5/2+ assignment. cussed below confirms the 5/2+ assign
γ -ray analysis. In the case of the 1424-keV state, the
441-keV transition, the coincidence betw
γ rays and the unobserved crossover gro
a spin 3/2+ or 5/2+. Few additional wea
and 2321 keV, were tentatively placed i
d Fig. 2. a) Doppler-corrected 79Zn γ -ray spectrum, gated by all transfer protons. a r t i c l e
i n f o The large
amount of feeding from higher lying states favors a positive parity,
but a negative parity cannot be excluded. Illustrative angular distributions are shown in Fig. 5 (a) and (b). In both cases, the excitation energy of 79Zn was restricted to the
lowest peak of Fig. 1 (a). The data in Fig. 5 (a) were not gated
on any γ -ray line, and are poorly fitted by any single ℓtrans-
fer. These data are instead well described by a sum of ℓ = 0
and ℓ = 2 distributions. The simultaneous fit of two distribu-
tions yields a significantly smaller reduced χ 2 (2.1) than obtained
by fitting a single ℓ(χ 2 = 17.8 and 18, respectively). The scal-
ing factors were left as free parameters in the fit and found to
be, respectively, 0.41(3)(10) and 0.51(4)(12) (where the first error
is statistical, and the second systematic). If, in addition to ℓ = 0
and 2, also a third, ℓ = 1 distribution is added to the simultane-
ous fit, the latter has a scaling factor compatible with zero while
the former are substantially unchanged, indicating that mostly d
and s orbits were populated in this energy range. It is instructive to compare the 5/2+-state energy, 983 keV,
with state-of-the-art shell-model calculations [12]. The large shell-
model space includes the proton orbits p1/2, p3/2, f72 and f5/2,
and the neutron orbits p1/2, p3/2, f5/2, g92 and d5/2, which lies
above the N = 50 shell gap. Details about the interaction can be
found in Refs. [12,34]. As it can be seen in Fig. 6, these calcu-
lations reproduce very well the measured energies of the lowest
lying 5/2+-state N = 49 isotones. For 79Zn they predict an energy
of 1029 keV, strikingly close to the measured 983 keV. This lowest
calculated 5/2+ state (SF = 0.53) is formed by the promotion of
one neutron from the g9/2 to the d5/2 orbit. The calculated B(E2)
transition strength to the ground state is only 4 e2 fm4 (0.2 W.u.). The equivalent lifetime, 240 ps, is compatible with the observed
tail of the 983-keV transition. The angular distribution changes instead considerably by requir-
ing the coincident detection of the 983-keV γ ray. This is shown
in Fig. 5 (b), together with DWBA calculations for transfer to, re-
spectively, pure ℓ = 0 or ℓ = 2 states. a r t i c l e
i n f o For the neutron bound-state potential, the radius and
diffuseness parameters were 1.25 and 0.65 fm, respectively. Exper-
imental spectroscopic factors (SF) were determined from the ratio
of experimental and DWBA cross sections, which were calculated
for SF = 1. The low beam energy leads to appreciable differences in
the DWBA distributions calculated using different optical-model-
potential parameterizations. Additional fits were therefore also per-
formed using different parameters from Refs. [30–33], and varying
the bound-state radius parameter from 1.20 to 1.30. The system-
atic uncertainties amount to approximately 20–25% variation in the
calculated SFs. It should be remarked however that the arguments
based on the analysis of angular distributions do not depend on
the chosen parameterization. Refs. [28,29]. For the neutron bound-state potential, the radius and
diffuseness parameters were 1.25 and 0.65 fm, respectively. Exper-
imental spectroscopic factors (SF) were determined from the ratio
of experimental and DWBA cross sections, which were calculated
for SF = 1. The low beam energy leads to appreciable differences in
the DWBA distributions calculated using different optical-model-
potential parameterizations. Additional fits were therefore also per-
formed using different parameters from Refs. [30–33], and varying
the bound-state radius parameter from 1.20 to 1.30. The system-
atic uncertainties amount to approximately 20–25% variation in the
calculated SFs. It should be remarked however that the arguments
based on the analysis of angular distributions do not depend on
the chosen parameterization. The ℓ = 0 strength revealed by the proton data (not gated by
any γ ray) of Fig. 5 (a) testifies the presence of an isomeric 1/2+
state near 1 MeV, with SF = 0.41(3)(10). The proton-singles data
were also split in three smaller ranges in excitation energy and
compared to DWBA calculations similar to those in Fig. 5 (a). The
weighted average of the ℓ = 0 strengths measured in the sub-sets
indicates that the 1/2+ state lies at approximately 1.05(15) MeV. It seems likely that this s1/2 neutron state corresponds in fact to
the 1.10(15)-MeV state deduced from gamma-ray gated excitation
energy spectra (labeled X in Fig. 4). If the strongly populated 1/2+
state coincides indeed with the level at 1.1 MeV, then the prompt
observation of the 236-keV γ -ray limits the possible spin of the
1.34(15)-MeV state to (1/2) or (3/2) (X +236 in Fig. 4). a r t i c l e
i n f o 2 (b) shows
that only the 441- and 983-keV lines are still clearly visible if the
79Zn excitation energy is restricted to the lowest peak of Fig. 1 (a)
(from 0.8 to 1.7 MeV). Such spectra, together with observed γ
coincidences, such as those presented in Fig. 3, proved essen-
tial to place the main transitions in the level scheme. No other
γ ray was observed below 0.8-MeV excitation energy. It should
also be noted that the γ -ray detection efficiency drops drastically
below 120 keV. Fig. 3 shows that both the 441–983-keV and the
236–1859-keV pairs were each found to be coincident. The partial level scheme of 79Zn deduced in this work is pre-
sented in Fig. 4. According to measured intensities and coincidence
relations, the 983-keV state decays directly to the ground state,
and it is fed by the 441-keV transition. Since the 983-keV tran-
sition is prompt, despite a low energy tail, its multipolarity can
only be dipole or quadrupole. If the tail is due to the lifetime
of the 983-keV state, and not to unobserved feeding, it suggests
a lifetime of the order of few hundred picoseconds, with mul-
tipolarity E2 or M2. A slow E2 (0.05 < B(E2) < 0.2 W.u.) seems
much more likely. An M2 character would in fact require this low-
lying and strongly populated state to be a 5/2−state, correspond- From the unobserved coincidence with the 983-keV transition
it follows that the 236-keV γ ray feeds an isomeric state lying
approximately at 1.10(15) MeV. Proton angular distributions, which
are characteristic of the angular momentum transfer, ℓ, provide
a strong argument to identify this 1.10(15)-keV state with a 1/2+
state. The measured proton angular distributions were compared
to DWBA calculations performed with the codes FRESCO [26]
and TWOFNR [27] using global optical model potentials from R. Orlandi et al. / Physics Letters B 740 (2015) 298–302 301 Fig. 5. (Color online.) a) Proton angular distributions for the 79Zn excitation energy
range 0.85–1.55 MeV and scaled DWBA calculations for ℓ = 0, 2 and a sum of
the two. b) Same proton data, gated also on the 983-keV γ -ray line, and DWBA
calculations for ℓ = 0 or 2. Fig. 6. (Color online.) Experimental and calculated N = 50 gap sizes (filled and open
diamonds) and first-excited 5/2+-state energies (filled and open circles) for N = 49
isotones. a r t i c l e
i n f o The measurement from this work is highlighted in blue. The gap sizes
were determined from two-neutron separation energies calculated from mass ex-
cesses from [21] (and [14] for 82Zn). and feed the 983-keV state. In summary, approximately 75% of the Fig. 6. (Color online.) Experimental and calculated N = 50 gap sizes (filled and open
diamonds) and first-excited 5/2+-state energies (filled and open circles) for N = 49
isotones. The measurement from this work is highlighted in blue. The gap sizes
were determined from two-neutron separation energies calculated from mass ex-
cesses from [21] (and [14] for 82Zn). Fig. 5. (Color online.) a) Proton angular distributions for the 79Zn excitation energy
range 0.85–1.55 MeV and scaled DWBA calculations for ℓ = 0, 2 and a sum of
the two. b) Same proton data, gated also on the 983-keV γ -ray line, and DWBA
calculations for ℓ = 0 or 2. Fig. 6. (Color online.) Experimental and calculated N = 50 gap sizes (filled and open
diamonds) and first-excited 5/2+-state energies (filled and open circles) for N = 49
isotones. The measurement from this work is highlighted in blue. The gap sizes
were determined from two-neutron separation energies calculated from mass ex-
cesses from [21] (and [14] for 82Zn). Fig. 5. (Color online.) a) Proton angular distributions for the 79Zn excitation energy
0 85 155 M V
d
l d DWBA
l
l
i
f
ℓ
0 2
d
f Fig. 6. (Color online.) Experimental and calculated N = 50 gap sizes (filled and open
diamonds) and first-excited 5/2+-state energies (filled and open circles) for N = 49
isotones. The measurement from this work is highlighted in blue. The gap sizes
were determined from two-neutron separation energies calculated from mass ex-
cesses from [21] (and [14] for 82Zn). Fig. 5. (Color online.) a) Proton angular distributions for the 79Zn excitation energy
range 0.85–1.55 MeV and scaled DWBA calculations for ℓ = 0, 2 and a sum of
the two. b) Same proton data, gated also on the 983-keV γ -ray line, and DWBA
calculations for ℓ = 0 or 2. and feed the 983-keV state. In summary, approximately 75% of the
measured ℓ = 2 strength in this energy range results in the direct
or indirect feeding of the state at 983 keV, again consistent with a
5/2+ assignment. Refs. [28,29]. a r t i c l e
i n f o A pure ℓ = 2 distribution
(transfer to a d5/2 or d3/2 neutron state) yields a better fit and
confirms the 5/2+ assignment of the 983-keV state deduced from
γ -ray data. Jπ = 3/2+ can in fact be excluded since it would lead
to an isomeric M3 ground-state transition. Fig. 6 shows that the calculations also reproduce reasonably
well the evolution of the N = 50 gap deduced from 2-neutron sep-
aration energies [14,21], with a minimum at Z = 32 and a larger
gap in zinc than in germanium, although the experimental gap size
in these two isotones is 450 keV smaller. The calculations predict
a doubly-magic 78Ni with shell gaps of 4.7 MeV for neutrons and
5.0 MeV for protons, and a first 2+-state lying at nearly 4 MeV. If
at least the relative increase in gap size between zinc and nickel is
correct, the N = 50 gap in 78Ni can be expected to be at least as
large as 4.2 MeV. A similar distribution is observed when gating the same excita-
tion energy region by the 441-keV transition: the data, not shown
here, are best fitted by ℓ = 2, and yield SF = 0.05(1)(2). The
comparison between Fig. 1 (b) and the intensity strength of the
441-keV transition suggests that the 983-keV state is also fed by
additional low-energy undetected γ -ray transition(s) from one or
more states between 1.0 and 1.4 MeV. The measured angular dis-
tributions imply however that these states have ℓ = 2 character In conclusion, this spectroscopic study of 79Zn has permitted
the identification of key states near 1 MeV of excitation energy, R. Orlandi et al. / Physics Letters B 740 (2015) 298–302 302 based on the occupancy of single-particle states above the N = 50
shell gap. The agreement between the current measurement and
recent large-scale shell-model calculations supports the picture of
a robust N = 50 shell closure for 78Ni. This newly acquired knowl-
edge about neutron single-particle states in 79Zn will also be im-
portant to constraining neutron-capture rates on 78Zn, which have
been shown to impact the final r-process abundance pattern dur-
ing freeze-out periods. [9] Z.Y. Xu, S. Nishimura, G. Lorusso, F. Browne, P. Doornenbal, et al., Phys. Rev. Lett. 113 (2014) 032505, http://dx.doi.org/10.1103/PhysRevLett.113.032505. [10] T. Marchi, G. de Angelis, T. Baugher, D. Bazin, J. Berryman, EPJ Web Conf. 66
(2014) 02066, http://dx.doi.org/10.1051/epjconf/20146602066. Acknowledgements [15] R.A. Surman, M.R. Mumpower, G.C. Mclaughlin, R. Sinclair, W.R. Hix, K.L. Jones,
in: P.E. Garrett, B. Hadinia (Eds.), Proceedings of the 14th International Sympo-
sium on Capture Gamma-Ray Spectroscopy and Related Topics, Guelph, 2013,
World Scientific, 2013, p. 304. This work was supported by the European Commission through
the Marie Curie Actions Contracts Nos. PIEFGA-2011-30096 (R.O.)
and PIEFGA-2008-219175 (J.P.), by the Spanish Ministerio de
Ciencia e Innovación under contracts FPA2009-13377-C02 and
FPA2011-29854-C04, by the Spanish MEC Consolider – Ingenio
2010, Project No. CDS2007-00042 (CPAN), by FWO-Vlaanderen
(Belgium), by GOA/2010/010 (BOF KU Leuven), by the Interuni-
versity Attraction Poles Programme initiated by the Belgian Sci-
ence Policy Office (BriX network P7/12), by the European Union
Seventh Framework Programme through ENSAR, contract no. RII3-CT-2010-262010, and by the German BMBF under contracts
05P09PKCI5, 05P12PKFNE, 05P12RDCIA and 06DA9036I. R.O., R.C.,
J.F.W.L., V.L. and J.F.S. also acknowledge support from STFC, Grant
Nos. PP/F000944/1, ST/F007590/1, and ST/J000183/2. The authors
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English
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Modeling Resilience of Air Traffic Management Systems Based on Complex Networks
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Journal of Aerospace Technology and Management
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| ERROR: type should be string, got "https://doi.org/10.1590/jatm.v14.1273\nTHEMATIC SECTION | AVIATION SAFETY AND CONTINU https://doi.org/10.1590/jatm.v14.1273\nTHEMATIC SECTION | AVIATION SAFETY AND CONTINU ABSTRACT The air transport market has a strategic character, promotes economic and social development, and has a strong correlation \nwith the level of economic activity. The Air Traffic Management (ATM) system plays an essential role in air transportation and \ncan be characterized as a sociotechnical system that is too complex to research through classical approaches such as systems \nengineering. In this sense, the application of Complex Network Theory (CNT) analysis and modeling paradigms is driven by the \nneed to accommodate the growth of air traffic within an already saturated ATM infrastructure. The present work describes \nthe development of a resilience evaluation model of ATM systems based on CNT, its metrics and analysis tools. The model was \napplied to the Brazilian ATM system, demonstrating its usefulness in identifying the air traffic control (ATC) agencies that have the \ngreatest influence on the network. The results also showed that the Brazilian ATM network is resilient to random failures; however, \nit is particularly vulnerable to targeted attacks to the ATC agencies with the highest centrality. The research findings can be applied \nto prioritize the deployment of systems and equipment that enhance the resilience and operability of the Brazilian ATM system. Keywords: Air traffic management; ATM; Complex networks; CNT; Resilience. Modeling Resilience of Air Traffic \nManagement Systems Based on \nComplex Networks Gomes Sampaio1,* \n, Raimundo Nogueira Costa Filho2 \n, Marcelo Xavier Guterres1 Francisco Claudio Gomes Sampaio1,* \n, Raimundo Nogueira Costa Filho2 \n, Marcelo 1.Departamento de Ciência e Tecnologia Aeroespacial \n – Instituto Tecnológico de Aeronáutica – Divisão de Transporte Aéreo e \nAeroportos – São José dos Campos/SP, Brazil.2.Universidade Federal do Ceará \n – Departamento de Física – Fortaleza/CE, Brazil. *Correspondence author: claudiofcgs@hotmail.com J. Aerosp. Technol. Manag., São José dos Campos, v14, e2222, 2022 This is an open access article distributed under the terms of the Creative Commons license. Received: May 17, 2022 | Accepted: Aug 16, 2022\nPeer Review History: Single-Blind Peer Review.\nSection editor: Donizeti de Andrade INTRODUCTION In this line of reasoning, the characterization of the ATM as a complex system highlights the relevance of the application \nf C\nl\nN t\nk Th\n(CNT)\ni l b\nit\nid\nd li\nt\nl\nd\nl\ni t\nh i\nth t ll\ndi\ni This management strategy combines, in a strongly integrated way, the work of people with technical subsystems and operational \nprocedures in a complex system characterized by numerous simultaneous interactions between its various components, not being \npossible to fully understand through the study of its components individually, then adding its characteristics (Cook et al. 2015). h\ng\ngy\n,\ng y\ng\ny,\np\np\ny\np\nprocedures in a complex system characterized by numerous simultaneous interactions between its various components, not being \npossible to fully understand through the study of its components individually, then adding its characteristics (Cook et al. 2015). In this line of reasoning, the characterization of the ATM as a complex system highlights the relevance of the application \nof Complex Network Theory (CNT), mainly because it provides modeling tools and analysis techniques that allow discovering \nfundamental properties and suggest design guidelines to support high-performance nonlinear systems (Strogatz 2001).hfi In this line of reasoning, the characterization of the ATM as a complex system highlights the relevance of the application \nof Complex Network Theory (CNT), mainly because it provides modeling tools and analysis techniques that allow discovering \nfundamental properties and suggest design guidelines to support high-performance nonlinear systems (Strogatz 2001). Thus, questions arise that instigate critical thinking on the subject: Why is it relevant to model an air traffic system? How to \nmodel? How does a system react to eventual or intentional disturbances? How to measure the resilience of an ATM system? To help reflect on these issues, the present work can be characterized as an investigative approach to the CNT and the process \nof modeling ATM systems, more specifically as a study on the systematic application of a set of metrics of the CNT to measure \nthe resilience of an ATM system. Assuming that an air traffic system can be modeled and has its resilience measured based on the CNT, this work has the main \nobjective to develop a model for evaluating the resilience of ATM systems based on the concepts, metrics and analysis techniques \nof CNT applied to the Brazilian ATM network. INTRODUCTION This analysis model, in essence, is a major contribution of this research. The studies on the subject found in the literature are mainly directed to the structural analysis of the implemented airport \nnetwork (Zanin and Lillo 2013). The annual reports published by the National Civil Aviation Secretariat, for example, portray the \nreality of the Brazilian air transport with a reference centered on the volume of passengers and the cargo handled at the airports. The research is, therefore, limited to the analysis of interactions between flight operations and the ATM system, due to the \nlevel of complexity of air operations and the volumes of data to be processed to produce the appropriate results. The studies on the subject found in the literature are mainly directed to the structural analysis of the implemented airport \nnetwork (Zanin and Lillo 2013). The annual reports published by the National Civil Aviation Secretariat, for example, portray the \nreality of the Brazilian air transport with a reference centered on the volume of passengers and the cargo handled at the airports.hl reality of the Brazilian air transport with a reference centered on the volume of passengers and the cargo handled at the airports. The research is, therefore, limited to the analysis of interactions between flight operations and the ATM system, due to the \nlevel of complexity of air operations and the volumes of data to be processed to produce the appropriate results.fii The research is, therefore, limited to the analysis of interactions between flight operations and the ATM system, due to the \nlevel of complexity of air operations and the volumes of data to be processed to produce the appropriate results.fii For the Academy, air traffic modeling according to CNT metrics fills a gap in this area of knowledge. It is expected that the \nanalysis of air traffic networks, based on the air traffic control (ATC) agencies responsible for conducting air operations, will allow \nthe identification of the most important and central of the network, as well as the robustness, the reliability and resilience of the \nentire ATM system. The establishment of an analysis model also makes it possible to compare the characteristics and structural \nproperties of air traffic systems in different countries. INTRODUCTION The air transport market has a strategic character for countries, promotes economic and social development and is correlated \nwith the level of economic activity. With regard to passenger traffic, demand for air transport continues at its own pace, with \npositive growth rates. International travel and tourism, in particular, remain unstoppable and supported by the dynamics of the \nindustry, according to the prospective analysis of the Airports Council International. In the Brazilian market, government actions—such as the airport concessions program, the release of 100% of foreign capital \nparticipation in Brazilian companies, tax incentives aimed at reducing costs with aviation kerosene and positive signs for the \napproval of the open skies policy—implemented a project a favorable prospective scenario. In the view of Stefan et al. (2012), to understand an air transport system it is necessary to examine the interactions between the components \nthat make it up, including airlines, airports and, with special attention, Air Traffic Management (ATM), that comprises a sociotechnical system \nthat is too complex to be researched and improved through the use of classical approaches such as systems engineering and human factors. Received: May 17, 2022 | Accepted: Aug 16, 2022\nPeer Review History: Single-Blind Peer Review. Section editor: Donizeti de Andrade J. Aerosp. Technol. Manag., São José dos Campos, v14, e2222, 2022 Sampaio FCG, Costa Filho RN, Guterres MX\n2 Sampaio FCG, Costa Filho RN, Guterres MX The application of complexity science paradigms to the analysis and modeling of future operations is driven by the need to \naccommodate long-term air traffic growth within an already saturated ATM infrastructure (Blom and Bouarfa 2016).h The application of complexity science paradigms to the analysis and modeling of future operations is driven by the need to \naccommodate long-term air traffic growth within an already saturated ATM infrastructure (Blom and Bouarfa 2016).h This management strategy combines, in a strongly integrated way, the work of people with technical subsystems and operational \nprocedures in a complex system characterized by numerous simultaneous interactions between its various components, not being \npossible to fully understand through the study of its components individually, then adding its characteristics (Cook et al. 2015). INTRODUCTION The research results can be applied, eventually, in the prioritization process for the implementation of systems and equipment \nthat expand the operability of the ATC agencies, which would result, for example, in the expansion of the flight control capacity \nin the same portion of airspace; in the case of installation of radars; or increasing the probability of aircraft landing at an airport, \nby installing precision aids for aircraft approaches in adverse weather conditions. ATM RESILIENCE AND CNT This part of the work provides the technical basis, theoretical foundation, and a reflection on resilience in air traffic systems, \nall of them necessary to understand ATM systems, the CNT philosophy, and the real possibility of mapping non-linear systems \nthrough CNT metrics and their analysis techniques. J. Aerosp. Technol. Manag., São José dos Campos, v14, e2222, 2022 Air Traffic Management For Stefan et al. (2012), in a typical air transport system, air operations result from the dynamic interaction between airlines, \nairport operations and the ATM system, of which operational concept, according to the International Civil Aviation Organization \n(ICAO 2019), involves the dynamic and integrated management of traffic and airspace, including air traffic services (ATS), strategic \nmanagement of airspace and air traffic flow—with order, safety, regularity, economy and efficiency—by through the provision of \nfacilities and continuous services, involving air and ground facilities. In Brazil, activities involving the management and control of airspace are treated with strategic relevance and national security \ninterest, thus being entrusted to the Brazilian Air Force, with the Department of Airspace Control (DECEA) as the central J. Aerosp. Technol. Manag., São José dos Campos, v14, e2222, 2022 Modeling Resilience of Air Traffic Management Systems Based on Complex Networks 3 organization of the Brazilian Airspace Control System. The Brazilian management model integrates civil ATC and military air \ndefense operations, which results in the rationalization of human and material resources, and optimizes the decision-making \ncycle in processes involving operational safety matters (DECEA 2019a). Airspaces can be understood as complex partitioned systems, primarily for purposes of organization, control, adequacy of \noperational capacity and protection against saturation of available ATC means. The classical ordering of airspace, according to the \nICAO (2005), involves the concept of Flight Information Region (FIR), which can be defined as a continuous volume of airspace, \ndelimited by duly established lateral and vertical limits, where ATS are provided. The FIRs are arranged contiguously and cover \nthe entire national territory. The Brazilian airspace is structured based on five FIRs associated with the respective control centers responsible for each of the \nregions (Fig. 1d). From this organization, it follows that the Amazonian (ACC-AZ), Recife (ACCRE), Brasília (ACC-BS), Curitiba \n(ACC-CW) and Atlantic (ACC-AO) control centers are responsible for the respective FIRs that bear their names: Amazonian FIR \n(SBAZ); Recife FIR (SBRE); Brasília FIR (SBBS); Curitiba FIR (SBCW); and, finally, the Atlantic FIR (SBAO).h The Brazilian airspace is structured based on five FIRs associated with the respective control centers responsible for each of the \nregions (Fig. 1d). Air Traffic Management From this organization, it follows that the Amazonian (ACC-AZ), Recife (ACCRE), Brasília (ACC-BS), Curitiba \n(ACC-CW) and Atlantic (ACC-AO) control centers are responsible for the respective FIRs that bear their names: Amazonian FIR \n(SBAZ); Recife FIR (SBRE); Brasília FIR (SBBS); Curitiba FIR (SBCW); and, finally, the Atlantic FIR (SBAO).h The airspace of an FIR is normally divided into smaller fractions called a sector, with the aim of facilitating management and \nexpanding its occupancy capacity for a greater number of flights. There are also other portions of airspace—smaller than an FIR \nand larger than a sector—destined for specific purposes and managed by specialized ATC agencies. Among these areas, some in \nwhich ATC services are provided are detailed below, characterizing them as controlled air spaces (DECEA 2013):fifi The airspace of an FIR is normally divided into smaller fractions called a sector, with the aim of facilitating management and \nexpanding its occupancy capacity for a greater number of flights. There are also other portions of airspace—smaller than an FIR \nand larger than a sector—destined for specific purposes and managed by specialized ATC agencies. Among these areas, some in \nwhich ATC services are provided are detailed below, characterizing them as controlled air spaces (DECEA 2013):fifi •\t ATZ – Aerodrome Traffic Zone (Fig. 1a) is an airspace established around an aerodrome for the protection of local air traffic \nof aircraft under visual flight rules. The Control Tower (TWR) is the ATC agency responsible for this type of airspace;tl •\t CTR – Control Zone (Fig. 1b) is a controlled airspace that aims to protect the trajectories of aircraft under instrument flight \nrules in departure or arrival procedures at one or more nearby aerodromes. The Approach Control (APP) is the ATC agency \nresponsible for this type of airspace; •\t TMA – Terminal Control Area (Fig. 1c) is a controlled airspace to which the air routes to the aerodromes contained in \nthis TMA converge. A TMA can be formed by several CTRs and ATZs, thus protecting the trajectory of the aircraft \nin procedures of arrival or departure from the aerodromes inserted in it. Air Traffic Management APP is also the agency responsible for this type \nof controlled airspace; •\t CTA – Control Area is a controlled airspace that contains the lower airways and the TMAs inserted in it, with the Area \nControl Center (ACC) as the control agency responsible for this type of airspace; •\t UTA – Superior Control Area is a controlled airspace similar to the CTA, differing in that it contains the superior airways and \nother parts of the superior airspace, defined as superior control areas. The ACC is the ATC agency responsible for this type \nof airspace. •\t UTA – Superior Control Area is a controlled airspace similar to the CTA, differing in that it contains the superior airways and \nother parts of the superior airspace, defined as superior control areas. The ACC is the ATC agency responsible for this type \nof airspace. Source: Adapted from DECEA (2019a) and Bastos and Baum (2009). Figure 1. Airspaces and ATC agencies: (a) Aerodrome Traffic Zone (ATZ); (b) Control Zone (CTR); (c) Terminal \nControl Area (TMA); and (d) Flight Information Regions (FIRs) and their respectively Area Control Centers (ACCs). Source: Adapted from DECEA (2019a) and Bastos and Baum (2009). Source: Adapted from DECEA (2019a) and Bastos and Baum (2009). Figure 1. Airspaces and ATC agencies: (a) Aerodrome Traffic Zone (ATZ); (b) Control Zone (CTR); (c) Terminal \nControl Area (TMA); and (d) Flight Information Regions (FIRs) and their respectively Area Control Centers (ACCs). J. Aerosp. Technol. Manag., São José dos Campos, v14, e2222, 2022 Sampaio FCG, Costa Filho RN, Guterres MX\n4 Sampaio FCG, Costa Filho RN, Guterres MX Complementing the set of ATC/ATS agencies, there is the Aerodrome Flight Information Service (AFIS), which is an air traffic \nservice provided to all aircraft operating in the movement area and in flight in the lower airspace, within a radius of 27 nm (50 km), \naround approved aerodromes that do not have a TWR. AFIS is carried out by an aeronautical telecommunications station, which \nprovides meteorological and coordination information for the safety and efficiency of air operations. Complex Network Theory The origins of the CNT, according to Anderson (1972), are related to studies in the field of statistical physics, the dynamics of \nnonlinear systems and information theory, and can be conceptualized as the multidisciplinary study of complex systems. In this \nsense, air transport, in general, and ATM can be analyzed and studied through these powerful tools available (Cook et al. 2015). Using CNT, a network can be modeled and represented by a set of nodes, connected to each other by a set of links. The connections \nbetween the nodes can also be defined as directed, nondirected, with nodes of the same type or of different types, weighted and, \nstill, of dynamic behavior, when there is variation of the structural elements of the network, nodes, and links, in time function \n(Zanin and Lillo 2013). As a practical example of this modeling system (that can be seen in Fig. 2), an air transport network can be formed by airports \n(nodes), linked by flights from one node to another (directed connection) and weighted based on the number of passengers. If the \nflights have information about the proposed departure time and duration, the network can be dynamically analyzed with respect \nto time. Another example of structuring could be observed in a representative network of airspace sectors or navigation points \nsuch as nodes, connected by flights (edges) that cross those sectors or fly over these navigation points. These types of network organization facilitate ATC modeling (Cai et al. 2012) and, by analyzing centrality metrics, allow \nidentifying potential traffic bottlenecks. The detection of communities in these types of networks has proved to be an effective \ninstrument to rationalize airspace restructuring based on traffic analysis (Gurtner et al. 2014). Source: Adapted from Newman (2003). Figure 2. Examples of complex networks: (a) network formed by 8 nodes and 10 edges; (b) directed network, \ni\nhi h\nh d\nh\nifi di\ni\n( )\ndi\nd\nk\ni h\nl\nd\nd Source: Adapted from Newman (2003). re 2. Examples of complex networks: (a) network formed by 8 nodes and 10 edges; (b) directed network\ni\nhi h\nh d\nh\nifi di\nti\n( )\ndi\nt d\nt\nk\nith\nl\nd t\nd Figure 2. J. Aerosp. Technol. Manag., São José dos Campos, v14, e2222, 2022 Complex Network Theory Examples of complex networks: (a) network formed by 8 nodes and 10 edges; (b) directed network, edge has a specific direction; (c) nondirected network with only one \none edge type; and (d) network with weighted nodes and edges. In the understanding of Cook et al. (2015) and Sallan and Lordan (2020), metrics are measured with properly established \ncalculation systems that allow understanding or characterizing a network; identify its organization; its critical nodes; and the \nbehaviors that emerge from the dynamic relationships and interactions between its components. A summary of the CNT metrics that characterize the structure of a network is detailed below, based on the works of Albert \nand Barabási (2002) and Newman (2003). J. Aerosp. Technol. Manag., São José dos Campos, v14, e2222, 2022 Modeling Resilience of Air Traffic Management Systems Based on Complex Networks The shortest path between two nodes l (m, n) is defined as the path with the fewest intermediate nodes between the origin \nand the destination. Since L is the set of shortest paths and |L| is the number of shortest paths in the network, the average shortest \npath in the network R, l(R) can be defined through Eq. 1. \b\n(1) \b (1) (1) According to Freeman (1979), betweenness centrality represents the control capacity that intermediate nodes have over \nother nodes that locally depend on this intermediary to connect, that is, it is the relationship between the shortest paths that pass \nthrough the node n and the shortest paths between all pairs of nodes. Let N be the set of network nodes, σ(m,o) be the number of \nshortest paths between nodes m and o, and σ(m,o) (n) the number of these paths that cross the node n, the betweenness centrality \nof a node n, β(n), can be calculated by Eq. 2. This metric makes it possible to assess the proportion of a given node of a network \nas a necessary link between different groups belonging to the same network, based on the shortest possible path. \b\n(2) (2) Proximity centrality represents how close a node is to the other nodes in the network that it can reach. Being π(m, n) the length \nof the shortest path between a node m and any other reachable node n, the proximity centrality γ(m) can be defined by means \nof Eq. 3. J. Aerosp. Technol. Manag., São José dos Campos, v14, e2222, 2022 Complex Network Theory Broadly speaking, the analysis of this metric makes it possible to understand how a node is perceived as the center of \nthe network; to what extent does it employ the help of intermediate nodes to reach more distant ones; and how it positions itself \n(dependent/independent) regarding the structure of the network. \b\n(3) (3) The clustering coefficient can be conceptualized as the degree to which the nodes of a network tend to cluster. In practical \nterms, it represents a measure of the density of edges between the neighbors of a node, that is, if the neighbors are directly \nconnected—number of triangles in the network. It is also known as the network transitivity measure. Equation 4 proposes the \nformula for calculating the clustering coefficient C of a network N. Here, emo represents the edges that connect neighboring nodes \nto node n; vm and vo represent the vertices neighboring to node n; Rn defines the neighboring graph to node n; and kn represents \nthe number of neighbors of vertex n. \b\n(4) (4) Equation 5 defines the density D of a network as the ratio between the number of edges |ϵ| and the total number of possible \nedges of the complete network, where |ν| is the number of the nodes. The analysis of this metric allows an understanding of the \ncohesion of a network, because the higher the density, the more cohesive it will be (Nooy et al. 2005). Equation 5 defines the density D of a network as the ratio between the number of edges |ϵ| and the total number of possible \nedges of the complete network, where |ν| is the number of the nodes. The analysis of this metric allows an understanding of the \ncohesion of a network, because the higher the density, the more cohesive it will be (Nooy et al. 2005). \b\n(5) (5) The diameter d of a network R can be defined as the longest shortest path between any pair of nodes in the network and can \nbe calculated by Eq. 6. The analysis of this metric allows the understanding of the dispersion of the network. \b\n(6) (6) The degree of a node corresponds to the total number of links connected to it and can be divided into in-degree and out-\ndegree. The in-degree of a node n, kin(n), represents the total number of links that arrive at this node. The out-degree, kout(n), J. Aerosp. Complex Network Theory Technol. Manag., São José dos Campos, v14, e2222, 2022 Sampaio FCG, Costa Filho RN, Guterres MX describes the total number of connections that leave the node. Thus, the degree of a node n is equivalent to the total number of \nlinks that arrive or leave the node: k(n) = kin(n) + kout(n). In this reasoning, the average degree k of a network R (Eq. 7) is the result \nof the relation between the sum of the degrees of nodes in the network and the total number of nodes |N|, where N is the set of \nnodes in the network. In the case of weighted networks, the strength of a node is defined as the sum of the weights of the node \nconnections, whether input or output. describes the total number of connections that leave the node. Thus, the degree of a node n is equivalent to the total number of \nlinks that arrive or leave the node: k(n) = kin(n) + kout(n). In this reasoning, the average degree k of a network R (Eq. 7) is the result \nof the relation between the sum of the degrees of nodes in the network and the total number of nodes |N|, where N is the set of \nnodes in the network. In the case of weighted networks, the strength of a node is defined as the sum of the weights of the node \nconnections, whether input or output. \b\n(7) (7) (7) Based on several studies on this metric, Barabási (2009) identified a specific type of network that he conceptualized as \nscale-free network. This conception is mainly supported by studies by Barrat et al. (2004) and Guimerà et al. (2005), which \nshowed that the probability that the degree (or strength) of a node k is greater than x can be characterized by the power law \nP (k > x) = Nx−g e−ax, where 1 ≤ g ≤ 2 is the tail exponent, a is the parameter that controls the speed of exponential decay and \nN a normalization constant. As a network with random distribution increases in size, the relationship between nodes with \nhigh degrees and other nodes in the network decays. In a scale-free network, however, this relationship remains constant as a \nfunction of the size of the network. Resilience Air traffic management is an example of a complex sociotechnical system, which encompasses interactions between different \norganizations, technical systems, operational units, regulatory agencies, and consumers (DeLaurentis and Ayyalasomayajula 2009). In this extremely specialized field, technology plays a prominent role and the value of studying ATM resilience is perceived as \nrelevant due to the studies of several researchers, especially Hollnagel et al. (2006). Routinely, the air traffic network coexists with different types of internal and external disturbances, which daily test its resilience. These disturbances can interact with each other, enhancing their cascading effects, which can extend over different scales of time \nand space. According to Eurocontrol (2009), the management of disturbances in air traffic systems involves adjustments and \nadaptations in the processes of their subsystems, which result from their inherent complexities, enhanced by the finite human \nand material resources available in the operational control agencies. In the Brazilian ATM activities, minor disturbances are managed by control agencies distributed throughout the country, \nwhile disturbances that may have global reach in the network are handled by a collegiate decision-making process, with \nrepresentatives of airlines, airport administrators and ATM agencies. Flights are rerouted, or timed, to allow for more effective \naccommodation of system-wide disturbances. As an example, in the case of airspace congestion, supervisors of control agencies \ncan coordinate with airlines to redirect or adjust their flight schedules. In these cases, safety and fluidity are prioritized at \nthe expense of the economy, managing conflicting interests that need to be conveniently resolved without generating major \ninconveniences for passengers.fii Despite the coordinated work, there are times when the resilience of the air traffic system cannot contain significant delays in \nflights, which can even spread through the network and compromise several control areas and airports for an extended period. Effects caused by bad weather are classic examples of this type of behavior. In addition to more common cases with restricted \nconsequences, there are other atypical cases with very serious consequences. The two cases can be classified into two broad \ncategories, those that produce effects that strongly affect the performance of the system; and catastrophic accidents involving a \nsingle aircraft or a group of them. The examples described in the previous paragraphs highlight a wide range of events with profound consequences. However, due \nto the resilience of ATM systems, the vast majority of these potential disturbances generate effects that go unnoticed by the users \nof the system. Complex Network Theory The analysis of the average degree metric—strength for weighted networks—allows the identification of the most active and \ninfluential nodes in the network, since they have a higher number of links and, consequently, higher values of k(n). For weighted \nnetworks, the strength of a node can also be properly correlated with the number of flights and passengers passing through this \nnode (Barrat et al. 2004; Guimerà et al. 2005). J. Aerosp. Technol. Manag., São José dos Campos, v14, e2222, 2022 Resilience Analysis Model We developed a model to assess the resilience of ATM systems based on complex networks, in which the system under analysis \nis represented by a directed graph G (A, F) with the ATC/ATS agencies (A, nodes) connected by fractions of the managed flights \n(F, links) in which ATM control and services are effectively performed. We simulated network operations under disturbances and assess resilience in direct and random attack scenarios, \nremoving nodes from the core and using a new metric created by us, the resilience index (Ire), which measures the level of \nresilience comparing interconnections between the ATC/ATS agencies of the initial ATM system and the resulting one after \nthe disturbance simulation. Resilience Index Real world networks represent systems that are constantly modified by the removal or addition of new components, involving \nthe establishment of new connections which are influenced by the degree distribution of the network nodes. In the case of the \nATC/ATS system, new agencies can be activated to support growing air activities in a region of operational interest, normally \nassociated with a significant increase in air movements or the entry into operation of a new airport. The resilience of a network is a property that is related to the distribution of degrees, to connectivity—the existence of \nlinks between vertices—and, mainly, to the removal of nodes from this network. Normally, the loss of nodes results in a \nprogressive reduction in the operational capacity of the network, so its resilience can be measured by removing its nodes, \nwith different criteria for the removal process, either randomly or directed to the nodes that have higher degree or centrality \n(Newman 2003). Considering that the coordination between ATC/ATS agencies for the management and transfer of flights control by adjacent \nagencies depends on the effective connection between them, then the vertices of the largest component formed after removing a \nnode n of the network still maintain, among themselves, a significant coordination capacity in relation to the original network.l In this line of thought, the resilience index reflects the reduction of the ATM network operational capacity with the unavailability \n(removal) of a specific ATC/ATS agency, that is, an index of 0.11 means the loss of 11% of the network’s operational capacity. In short, the lower the resilience index, the greater the resilience of the network. Resilience Despite this, according to Zanin and Lillo (2013), little effort has been devoted to understanding the relationships J. Aerosp. Technol. Manag., São José dos Campos, v14, e2222, 2022 Modeling Resilience of Air Traffic Management Systems Based on Complex Networks between the topology of ATM networks and their vulnerabilities. As, in essence, complexity stems from the interaction between \nvarious subsystems, CNT modeling tools that focus on interactions are better suited to capture the phenomenon of resilience, \nwhich has greater adherence to the approach of sociotechnical systems rather than technical systems. The value of the CNT for investigating the impact of disturbances on a sociotechnical system, in general terms, can be \nestablished based on the capacities to absorb them, adapt to them, and restore its operational performance to pre-disturbance \nlevels (Francis and Bekera 2014).if Absorptive capacity is defined as the extent to which a system can absorb disturbances and minimize their effects. Incorporating \nan additional time in advance into the effective duration of flights is a proactive action to accommodate delays that increases \nabsorption capacity. The ability of a system to accommodate to disturbances by modifying its internal processes is defined as \nadaptive capacity, which differs from absorption capacity in that an adaptive system can change its reaction. Restorative capacity \nrefers to the power that a system has to recover from disturbances and restore or improve its operational capacity, based on the \nlevel of performance presented before the disturbing event. Based on these concepts, a system that has only the ability to absorb disturbances is characterized as robust, while a system that \nhas both absorption and restoration capabilities is said to be reliable. Therefore, resilience can be characterized as the attribute of \na system capable of absorbing, adapting, and recovering from disturbances. This highlights the need to prioritize the development \nof adaptive capacity to increase the resilience of a system. Resilience Analysis Model Thus, being N the set of nodes of an ATM network, we can define a resilience index, IRe(n), of the network in relation to the \nloss of a node, n, using the percentage number of nodes of the largest component that remains connected, that is the fraction \nbetween the number of vertices of the largest component of the network that remains connected after the removal of this node, \n|SN−{n}|, and the total number of vertices of the network before the start of the disturbance (|N|) (Eq. 8). Thus, J. Aerosp. Technol. Manag., São José dos Campos, v14, e2222, 2022 Sampaio FCG, Costa Filho RN, Guterres MX \b\n(8) (8) Model Development J. Aerosp. Technol. Manag., São José dos Campos, v14, e2222, 2022 Model Development Manag., São José dos Campos, v14, e2222, 2022 Modeling Resilience of Air Traffic Management Systems Based on Complex Networks SBEG)—will result in five transfers of control records in the ATM flights file: (TWR-FZ, APP-WZ); (APP-WZ, ACC-RE); (ACC-RE, \nACC-AZ); (ACC-AZ, APP-WN); (APP-WN, TWR-EG). For the network modeling (M2 process) the dataset formed by the two files generated in P 1.1 and P 1.2 is used. It starts with \nimporting the dataset into the Gephi workbench, with special attention to the type of graph to be selected (directed) and the \nmerge strategy for edges (sum), therefore, for flights with similar origin and destination, the system will create only one origin/\ndestination edge with weight equal to the sum of the occurrences of parallel edges in the ATM file. The following CNT metrics used in the model, along with the resilience index (Ire, Eq. 8) have their use justified by the \nability to characterize a network and identify its organization, robustness, reliability, and resilience: average shortest path (Eq. 1); \nbetweenness centrality (Eq. 2); proximity centrality (Eq. 3); clustering coefficient (Eq. 4); density (Eq. 5); diameter (Eq. 6); and \naverage degree (Eq. 7). For the statistical treatment and graphic visualization of the dataset that serves as the basis for the modeling of the complex \nstructured network, the interactive free software platform Gephi version 0.9.2 (Bastian et al. 2009) is used. Metric calculations \n(P 2.1 process) are performed using the tools available in the Statistics Tab, selecting each of the metrics of interest. Calculation results \nare automatically entered into fields in the graph nodes file. In order to measure the resilience of the network (module M3), the results obtained through the statistical calculations, summarized \nin the metrics file (A 2.1), are analyzed regarding the maintenance of the minimum operational capacity of the network, which \nincludes the verification of the operability of the system in terms of absorption, accommodation, and response to disturbances, \nthrough the evaluation of updated metrics generated at each iteration. This step is terminated when the minimum operational \ncapacity of the network is verified, which occurs when the number of vertices of the largest component of the network that remains \ninterconnected after the removal of a node is less than 50% of the number of nodes in the undisturbed network (|S| < 0.5). RESULTS AND DISCUSSION This section details the results and describes the discussions carried out with the application of the resilience analysis model \nto the Brazilian ATM system. The subsections that compose it are structured with a focus on the results achieved, specifying \nthe general characteristics of the network (General Analysis), deepening research on the resilience of the Brazilian ATM system \n(Resilience Analysis), identifying the communities present in the structure (Community Analysis), and evaluating the weekly \ndistribution of flights in relation to days and times (Dynamics Analysis). Model Development As long as the network remains operational, the most central ATC/ATS agencies are removed from the network (process P 3.1), \none at a time, and the calculation of the statistics is iteratively reworked, up to the point where the network loses its operational \ncapacity (|S| < 0.5), when then, the process is terminated. During this process, the metrics file (A 2.1) is indexed based on the \nbetweenness centrality and the most central node in the network—the ATC/ATS agency with the highest centrality value—has all \nits links excluded, that is, all flights referring to that node are eliminated from the graph. The flow is directed to a new statistical \ncalculation (P 2.1) with generation of a new set of metrics. The process of discussing the results (module M4) involves, in a generic way, the identification of the general characteristics of \nthe ATM network based on the calculated metrics; the assessment of established communities, which makes it possible to understand \nthe dependencies between control agencies; understanding of dynamic behavior over time; and the analysis of resilience, which \nultimately reflects the system’s ability to maintain its operability in situations of degradation. Model Development p\nThe flowchart shown in Fig. 3 consolidates the proposed resilience analysis model. The modules and processes used in the \nmodel, which appear in the flowchart, are detailed below. The flowchart shown in Fig. 3 consolidates the proposed resilience analysis model. The modules and processes used in the \nmodel, which appear in the flowchart, are detailed below. Source: Elaborated by the authors. Figure 3. Representative flowchart of the Resilience Analysis Model of ATM Systems Based on Complex Networks. Source: Elaborated by the authors. y\nFigure 3. Representative flowchart of the Resilience Analysis Model of ATM Systems Based on Complex Networks. y\nFigure 3. Representative flowchart of the Resilience Analysis Model of ATM Systems Based on Comp y\nFigure 3. Representative flowchart of the Resilience Analysis Model of ATM Systems Based on Complex Networks. presentative flowchart of the Resilience Analysis Model of ATM Systems Based on Complex Networks. The M1 module is responsible for generating the dataset of the analysis model, consisting of the processes that generate the ATC/\nATS file (P 1.1) and the ATM flight file that can be managed (P 1.2). Process P 1.1 generates the file of control and ATS agencies,\nbased on the information obtained through research carried out in the Internet Aisweb portal (DECEA 2019b) and in Chapter 5 of\nROTAER (DECEA 2019c). The P 1.2 process aims to create the ATM flights file, which correspond to the manageable fractions of the\noriginal flights file (ANAC 2019). For each of the records in the National Civil Aviation Agency (ANAC) flights file, the shortest route\nbetween the origin and destination airports is established, which makes it possible to identify, based on the analysis of this route in the\nrespective Aeronautical Route Chart (DECEA 2019b), all ATC/ATS agencies that will be responsible for managing the entire flight. As an example, during a flight from Fortaleza International Airport (SBFZ) to Manaus International Airport (SBEG), the aircraft \nreceives ATC service from six different ATC agencies, one at a time: Fortaleza Tower (TWR-FZ), Fortaleza Approach Control \n(APP-WZ), Recife Area Control Center (ACC-RE), Amazonian Area Control Center (ACC-AZ), Manaus Approach Control (APP-WN) \nand Eduardo Gomes Tower (TWR-EG). Transfers of control occur within the limits of operational responsibility between two \nadjacent ATC agencies. In this example, processing one single record in the file of active scheduled flights (ANAC 2019)—(SBFZ, J. Aerosp. Technol. J. Aerosp. Technol. Manag., São José dos Campos, v14, e2222, 2022 J. Aerosp. Technol. Manag., São José dos Campos, v14, e2222, 2022 J. Aerosp. Technol. Manag., São José dos Campos, v14, e2222, 2022 General Analysis The Brazilian air traffic network was modeled having as nodes the ATC/ATS agencies (146), linked by fractions of flights \n(17,347) in which ATM, control and services are effectively performed. Figure 4 visually presents the weekly distribution of \nscheduled flights in Brazil, registered with ANAC on August 12, 2019, with a focus on the ATC and service agencies that exert \nthe greatest influence on the network Brazilian airline. J. Aerosp. Technol. Manag., São José dos Campos, v14, e2222, 2022 Sampaio FCG, Costa Filho RN, Guterres MX 10 Source: Elaborated by the authors. Figure 4. Brazilian ATM network: weekly distribution of scheduled flights, highlight for the most \ninfluential ATC/ATS agencies classified by the volume of managed air movements. Source: Elaborated by the authors. Source: Elaborated by the authors. re 4. Brazilian ATM network: weekly distribution of scheduled flights, highlight for the most li yl\ng\ng\ng\ninfluential ATC/ATS agencies classified by the volume of managed air movements. yl\ng\ng\ng\ninfluential ATC/ATS agencies classified by the volume of managed air movements. Table 1 summarizes the global metrics of the network, where “Connected ATC/ATS agencies” represents the ability of an \nagency to connect to other agencies in the network, with values ranging from 0% (no connection possible) to 100% (all agencies \ncan connect to each other directly or via intermediary agencies); “Average clustering coefficient” represents a measure of the \ndensity of connections between adjacent agencies; “Average managed flights” expresses the average number of flights managed by \neach of the agencies in the network; “Average shortest path” translates the average of all paths connecting an origin agency to any \ndestination agency, with the fewest passes through other intermediary agencies; “Average degree” is the result of the ratio between \nthe sum of the degrees of all agencies (the total number of direct connections, links arriving or leaving each agency) and the total \nnumber of agencies in the network; “Diameter” is defined as the longest of the shortest paths between any pair of agencies in the \nnetwork; and finally “Density”, which is defined as the ratio of the number of flights transferred by all ATC agencies to the total \nnumber of possible transfers of flights across the entire network. Table 1. Brazilian ATM network: global metrics and parameters. Table 1. Brazilian ATM network: global metrics and parameters. In a comprehensive way, the degree of network nodes follows a power law, revealing the joint existence of a few operational \nATC agencies that manage many flights and many agencies that provide ATS to a few aircraft in flight. In this way, the \nBrazilian air traffic network can be characterized as a scale-free network. Far from being just an abstract classification, J. Aerosp. Technol. Manag., São José dos Campos, v14, e2222, 2022 General Analysis As for cohesion, that is, how close to having direct connections between all its vertices, the air traffic network has a low \ndensity (1.5%), reflecting the existing hierarchy in the Brazilian airspace control system with few direct connections between \nthe ATC/ATS agencies. Regarding the dispersion of the network—with reference to the definition of unitary distance as the one that separates two \ndirectly connected vertices—the flights that most need ATM involve the participation of seven ATC/ATS agencies with six transfers \nof control (network diameter). Regarding the dispersion of the network—with reference to the definition of unitary distance as the one that separates two \ndirectly connected vertices—the flights that most need ATM involve the participation of seven ATC/ATS agencies with six transfers \nof control (network diameter). The Brazilian network is also characterized by a low level of redundancy in the connections between the control agencies, since, \naccording to the metrics obtained, the average of clustering coefficients shows that each ATC/ATS unit has only 5.3% chance of \nbeing connected to a neighboring control on this network. In practice, however, this is not entirely correct to say, as the ACCs and some of the larger APPs (e.g., São Paulo and Rio de \nJaneiro) are subdivided into operational sectors, each operating as an independent ATC agency, that is, there is internal redundancy \nin these operational units, but it is not perceived by the calculated metrics due to the structuring of the dataset used in the modeling. It is also possible to connect the TWRs directly with the ACCs, in the event of an APP failure. The general characteristics of the Brazilian air traffic network, identified in this initial analysis, can be explained by the hierarchy \nof the structure of the control agencies in spatially restricted areas, since, in a situation of operational normality, the TWRs are \nconnected to the ACCs through the APPs. In situations of operational degradation of approach control, however, a TWR can \nbe linked directly to the ACC responsible for the FIR where it operates. Regarding the AFIS, the connection with the ACCs is \ncarried out directly. This differentiation is justified by the complexity of ATC compared to the flight information service provided by AFIS. Control agencies are responsible for controlled airspaces with a high volume of air traffic, while agencies that provide ATS are \nresponsible for uncontrolled airspaces, normally with low flight traffic. General Analysis Metric / Parameter\nValue\nATC/ATS agencies connected \n100%\nAverage clustering coefficient \n5.3%\nAverage managed flights \n407 managed flights\nAverage shortest path \n3.272 flight transfers\nAverage degree \n2.171 direct connections\nDiameter \n6 flight transfers\nDensity \n1.5%\nSource: Elaborated by the authors. Table 1. Brazilian ATM network: global metrics and parameters. Metric / Parameter\nValue\nATC/ATS agencies connected \n100%\nAverage clustering coefficient \n5.3%\nAverage managed flights \n407 managed flights\nAverage shortest path \n3.272 flight transfers\nAverage degree \n2.171 direct connections\nDiameter \n6 flight transfers\nDensity \n1.5%\nSource: Elaborated by the authors. Table 1. Brazilian ATM network: global metrics and parameters. In a comprehensive way, the degree of network nodes follows a power law, revealing the joint existence of a few operational \nATC agencies that manage many flights and many agencies that provide ATS to a few aircraft in flight. In this way, the \nBrazilian air traffic network can be characterized as a scale-free network. Far from being just an abstract classification, J. Aerosp. Technol. Manag., São José dos Campos, v14, e2222, 2022 Modeling Resilience of Air Traffic Management Systems Based on Complex Networks identifying the type of network resulting from modeling a real air traffic system provides relevant information to rationalize \nit and mitigate its vulnerabilities. It is known from studies by Albert et al. (2000) that scale-free networks are intensely resilient to random failures, since \nthe vast majority of nodes have a small number of connections. Removing nodes of this type, therefore, would not affect \nthe overall functionality of the network too much. In the opposite direction, however, scale-free networks are particularly \nvulnerable to attacks targeting the most central and influential nodes in the network. Sun and Wandelt (2021) reinforce these \nideas by analyzing the different impacts of attacks, concluding that targeted attacks are more harmful to ATM systems than \nrandom failures. Regarding the connectivity of the Brazilian air traffic network, the graph generated by the modeling is fully connected, \nforming a single large component (Fig. 4), showing that it is possible to reach all operational ATC agencies from any of them. However, connectivity between control agencies is low, since each ATC/ATS agency is directly linked, on average, to 2.171 of \nthem, about 1.5% of the total operational agencies. J. Aerosp. Technol. Manag., São José dos Campos, v14, e2222, 2022 General Analysis Turning to the quantitative analysis of the results, the Table 2 expresses the classification of Brazilian ATC/ATS agencies in \nrelation to relevance in the national network, based on the volume of air movements managed in a period of one week, betweenness \ncentrality and proximity centrality, respectively. While betweenness centrality allows assessing the ability of a given node to present \nitself as a necessary link for the connection between groups in the network, proximity centrality helps in the perception of which \nATC/ATS agencies are responsible for the initial management of flights with the lowest number of control transfers. The two \nmetrics together show the most relevant ATC agencies. The data presented show that the São Paulo approach control (APP-XP) concentrates the largest volume of managed air \nmovements (17,662), even surpassing all ACC. This result comes from the direct connection of this APP with three of the busiest \nTWRs in Brazil: Guarulhos (TWR-GR) with 4,336 movements; Congonhas (TWR-SP) with 2,964; and Campinas (TWR-KP) \nwith 1,514 weekly movements controlled. J. Aerosp. Technol. Manag., São José dos Campos, v14, e2222, 2022 Sampaio FCG, Costa Filho RN, Guterres MX 12 Table 2. The 10 most relevant ATC/ATS agencies classified by number of flights managed \nduring a week of operation, betweenness centrality and proximity centrality. Rank \nFlights managed \nBetweenness centrality \nProximity centrality\n1\n17,662 APP São Paulo\n0.5499 ACC Curitiba\n0.52 ACC Curitiba\n2\n14,911 ACC Curitiba\n0.4538 ACC Amazonian\n0.49 ACC Amazonian\n3\n13,051 ACC Brasília\n0.3339 ACC Recife\n0.48 ACC Brasília\n4\n8,428 ACC Recife\n0.3030 ACC Brasília\n0.48 ACC Recife\n5\n6,236 APP Rio de Janeiro\n0.0680 APP São Paulo\n0.41 ACC Atlantic\n6\n4,336 TWR Guarulhos\n0.0410 APP Rio de Janeiro\n0.37 APP São Paulo\n7\n3,855 ACC Amazonian\n0.0275 APP Belo Horizonte\n0.35 APP Vitória\n8\n3,824 APP Brasília\n0.0275 APP Recife\n0.35 APP Rio de Janeiro\n9\n3,004 APP Belo Horizonte\n0.0275 APP Londrina\n0.34 APP Curitiba\n10\n2,964 TWR São Paulo\n0.0275 APP Bauru\n0.34 APP Florianópolis\nSource: Elaborated by the authors. Table 2. The 10 most relevant ATC/ATS agencies classified by number of flights managed \nduring a week of operation, betweenness centrality and proximity centrality. Table 2. The 10 most relevant ATC/ATS agencies classified by number of flights managed \nduring a week of operation, betweenness centrality and proximity centrality. General Analysis Likewise, the approach control of Rio de Janeiro (APP-WJ) ranks significantly in fifth place with 6,236 controlled flights, behind \nonly the approach control of São Paulo and the Curitiba, Brasília, and Recife ACCs. With an operational structure similar to that \nused in São Paulo, the APP-WJ manages the air flow of the TWRs at Santos Dumont (TWR-RJ) and Galeão (TWR-GL) airports. The establishment of these two regions of intense movement can be understood by the correlation of air traffic with economic \nactivity in the two largest Brazilian cities in terms of population and gross domestic product, resulting in the creation of the air \nbridge between Rio de Janeiro and São Paulo, one of the busiest routes around the world. Also noteworthy are the results of the approach control and the control tower in Brasília (APP-WR and TWRBR) with, \nrespectively, 3,824 and 1,917 movements, demonstrating the relevance of the federal capital in the Brazilian air network. Also noteworthy are the results of the approach control and the control tower in Brasília (APP-WR and TWRBR) with, \nrespectively, 3,824 and 1,917 movements, demonstrating the relevance of the federal capital in the Brazilian air network. Once again, the hierarchy of the ATC structure of the Brazilian network can be used to justify the results of centrality obtained, \nsince the ACCs are responsible for liaising with the APPs and with the AFIS at isolated aerodromes in their areas of operational \nresponsibility. The APPs act in the same way, intermediating the links between TWRs and ACCs. Once again, the hierarchy of the ATC structure of the Brazilian network can be used to justify the results of centrality obtained, \nsince the ACCs are responsible for liaising with the APPs and with the AFIS at isolated aerodromes in their areas of operational \nresponsibility. The APPs act in the same way, intermediating the links between TWRs and ACCs. Thus, the results presented are coherent, classifying the ACC in the first positions, followed by the APP. The TWR and AFIS, \nin the opposite direction, have the lowest centrality values, since they are positioned at the ends of the network. Thus, the results presented are coherent, classifying the ACC in the first positions, followed by the APP. J. Aerosp. Technol. Manag., São José dos Campos, v14, e2222, 2022 General Analysis ATC/ATS agencies removed\n0\n1\n2\n3\n4\n5\n6\n7\n8\n9\n10\nATC/ATS agencies disconnected\n–\n106\n49\n118\n23\n18\n24\n15\n16\n10\n4\nFlights removed\n0\n20\n265\n12\n992\n1,504 916\n1,790 1,514 2,964 7,534\nFlights on the network (%)\n100.00 99.98 99.78 99.99 99.17 98.74 99.23 98.50 98.73 97.52 93,69\nLargest comp. – Qty of nodes connected (%)\n100.00 99.32 98.63 97.95 96.58 95.89 94.52 93.15 92.47 91.78 77,40\nConnec. ATC/ATS agencies groups\n1\n2\n3\n4\n6\n7\n9\n11\n12\n13\n28\nLargest connected ATC/ATS agency – comps. 146\n145\n144\n143\n141\n140\n138\n136\n135\n134\n113\nAverage managed flights\n407\n407\n407\n407\n400\n390\n383\n371\n361\n340\n289\nAverage degree\n2.171\n2.130 2.103 2.089 2.055 2.041 2.014 1.979 1.966 1.952 1.664\nDensity\n0.015\n0.015 0.015 0.014 0.014 0.014 0.014 0.014 0.014 0.014 0.011\nDiameter\n6\n6\n6\n6\n6\n6\n6\n6\n6\n6\n6\nAverage shortest ATC/ATS path\n3.272\n3.281 3.284 3.288 3.284 3.276 3.268 3.260 3.254 3.248 3.188\nSource: Elaborated by the authors. Table 3. Resilience analysis: random failures. In the opposite direction, however, the removal of a node with a high degree of distribution or centrality—targeted attack on a \ncritical node identified, according to Sun and Wandelt (2021)—usually has a devastating effect on the operational capacity of the \nnetwork, as can be seen in Table 4, which show the results obtained by the selective removal of ATC/ATS agencies with a higher \ndegree of betweenness centrality. The interdiction of the Curitiba ACC, the ATC agency with the highest degree of centrality in \nthe network, causes an immediate loss of 31% of network operability (IRe = 0.31). It is still possible to assess the resilience of the network in situations of simultaneous unavailability of ATC/ATS units. Checking the column corresponding to ACC-AZ in Table 4, it appears that the removal of ACC-CW and ACC-AZ together \nreduces the operational capacity of the network to 44.52%, that is, resilience index (IRe = 0.55). Finally, it is proved that the Brazilian ATM network presents a behavior similar to that of scale-free networks, being strongly resistant \nto random failures, but with a relevant loss of its operational capacity in situations of attacks directed at its most relevant ATC agencies. Table 4. Resilience analysis: targeted attacks. General Analysis The TWR and AFIS, \nin the opposite direction, have the lowest centrality values, since they are positioned at the ends of the network.ii Specifically in relation to the betweenness centrality, the classification of APPs is supported by direct connections with more \nthan one TWR/AFIS in their respective areas of operational responsibility and in the volume of managed flights. Resilience Analysis Specifically in relation to the betweenness centrality, the classification of APPs is supported by direct connections with more \nthan one TWR/AFIS in their respective areas of operational responsibility and in the volume of managed flights. Specifically in relation to the betweenness centrality, the classification of APPs is supported by direct connections with more \nthan one TWR/AFIS in their respective areas of operational responsibility and in the volume of managed flights. Resilience Analysis The resilience analysis of air traffic systems is relevant due to the need to know and understand the impacts caused on the functionality \nof the network in cases of unavailability of ATC agencies, especially the ACCs, which act as intermediaries in flights from different FIRs, \nlinking the APPs and connecting isolated AFIS. Air traffic systems have occasional failures in equipment and subsystems, but they \nrarely lead to loss of global network functionality. This stability is normally attributed to the redundant links present in its structure. In general, scale-free networks are little affected when their nodes are randomly removed, that is, this type of network has \nstrong resilience to undirected node loss. In the case of the Brazilian air traffic network, such behavior can be understood by the \npredominance of ATC/ATS agencies with a low number of managed flights, so the impact on the global operability of the network \nby the loss of this type of agency is not significant. The results recorded in Table 3 prove that the random removal of ATC/ATS agencies from the Brazilian network has a reduced \neffect on its operability, because even after the simultaneous unavailability (removal) of 10, the network resilience index remained \nat IRe = 1 − 77.40 / 100 = 0.226, where 77.40 is the is the percentage number of nodes connected in the largest component after \nthe random removal of 10 ATC/ATS agencies. J. Aerosp. Technol. Manag., São José dos Campos, v14, e2222, 2022 Modeling Resilience of Air Traffic Management Systems Based on Complex Networks Table 3. Resilience analysis: random failures. Metric / Parameter description\nValues\nN. J. Aerosp. Technol. Manag., São José dos Campos, v14, e2222, 2022 General Analysis Metric / Parameter description \nValues\nATC/ATS agency removed\nComplete Network\nACC-CW\nACC-AZ\nACC-BS\nTotal number of ATC/ATS agencies removed\n0\n1\n2\n3\nFlights removed\n0\n14,911\n3,855\n13,051\nFlights on the network (%)\n100.00\n87.51\n84.28\n73.34\nLargest component – Qty of nodes connected (%)\n100.00\n69.18\n44.52\n20.55\nConnected ATC/ATS agencies groups\n1\n30\n58\n76\nLargest connected ATC/ATS agency – comps. 146\n101\n65\n30\nAverage managed flights\n407\n307\n279\n208\nAverage degree\n2.171\n1.644\n1.205\n0.945\nDensity\n0.015\n0.011\n0.008\n0.007\nDiameter\n6\n5\n5\n4\nAverage shortest ATC/ATS path\n3.272\n3.207\n3.115\n2.451\nSource: Elaborated by the authors. Table 4. Resilience analysis: targeted attacks. Table 4. Resilience analysis: targeted attacks. Table 4. Resilience analysis: targeted attacks. Sampaio FCG, Costa Filho RN, Guterres MX J. Aerosp. Technol. Manag., São José dos Campos, v14, e2222, 2022 Community Analysish The analysis of communities allows the understanding of the relationships of dependence between air traffic agencies, whether \nstructural, organizational, or even economic, when carefully observing the areas of operational responsibility where these control \nagencies provide their specialized services. It is also possible to infer knowledge about the commercial interests of airlines, through \na critical look at the concentration of flights originating in or destined for a specific control area. Figure 5 depicts the Brazilian air \ntraffic network with the ATC/ATS agencies grouped into five identified communities, of which identification process was carried \nout using the Newman–Girvan algorithm. Source: Elaborated by the authors. Source: Elaborated by the authors. Figure 5. Brazilian ATM network: ATC/ATS agencies grouped into communities, by color, Figure 5. Brazilian ATM network: ATC/ATS agencies grouped into communities, by color, l Figure 5. Brazilian ATM network: ATC/ATS agencies grouped into communities, by color, \nwith the size of the nodes proportional to the volume of flights managed. with the size of the nodes proportional to the volume of flights managed. In general, these communities reflect the influence exerted by the ACC in their respective areas of operational responsibility, \nbeing approximately equivalent to the FIR in geographic terms. Thus, the region covered by the green community, for example, \nshows the Amazonian FIR; the light blue community reflects the distribution of FIR Recife’s control agencies; the orange one \ncovers the Brasília FIR; and the purple-colored community overlaps the Curitiba FIR. The exceptions are the dark blue community—which shows the influence of São Paulo APP, with Guarulhos, Congonhas, \nCampinas and São José dos Campos control towers—and the Atlantic ACC—located in the upper flights between Brazil and \nEurope, which has connections only with Amazonian, Recife, and Curitiba ACCs, absorbed by the Recife ACC community. CONCLUSION We developed a resilience analysis model of ATM systems based on complex networks and applied it to the Brazilian ATM \nnetwork. For that, we also gathered and integrated different data sources to build the complex network representation of the \nanalyzed system and, by using metrics and analysis techniques from CNT, evaluated the characteristics and resilience level of it. We developed a resilience analysis model of ATM systems based on complex networks and applied it to the Brazilian ATM \nnetwork. For that, we also gathered and integrated different data sources to build the complex network representation of the \nanalyzed system and, by using metrics and analysis techniques from CNT, evaluated the characteristics and resilience level of it. The Brazilian air traffic network is a scale-free network, that is, there are few control agencies that manage a large number \nof flights and many agencies that provide ATS to a few aircraft. Therefore, the Brazilian network is resilient to random failures; \nhowever, it is particularly vulnerable to targeted attacks to the nodes with the highest centrality.h The Brazilian air traffic network is a scale-free network, that is, there are few control agencies that manage a large number \nof flights and many agencies that provide ATS to a few aircraft. Therefore, the Brazilian network is resilient to random failures; \nhowever, it is particularly vulnerable to targeted attacks to the nodes with the highest centrality. The graph generated by the modeling is fully connected, demonstrating that it is possible to reach all operational ATC agencies \nfrom any of them. The network is also not very cohesive, with a low density (0.015), reflecting the existence of few direct links \nbetween the ATC/ATS agencies. The average shortest path is low (3.272), meaning that few transfers of control, three to four on \naverage, are required when managing flights in Brazilian airspace. The characteristics identified in the Brazilian air traffic network \ncan be explained by the hierarchy of the structure of control agencies in spatially restricted areas and justified by the complexity \nof the ATC system. From the quantitative analysis of the air movements managed by ATC/ATS agencies, the results prove that the area control \ncenters play a prominent role in the national context, however, the approach control of São Paulo (APPXP) concentrates the \nlargest volume of air movements (17,662), surpassing all area control centers in the country. Dynamics Analysis The results of the previous analysis are based on fixed information in relation to time, not reaching the effects caused by the \nduration of the flights, their distribution throughout the day or even on different days of the week. In this sense, in order to better \nunderstand these impacts on the Brazilian air traffic system, it is necessary to investigate the network metrics referenced in days \nand times when flights occur. Table 5 consolidates the information on the air movements of the Brazilian network, during the period of one week. The data \nis totaled by day of the week, divided into 4–6-h intervals. From the data analysis, it appears that the daily cycle of ATM has a \npractically constant volume of flights from Tuesday to Friday, regarding the daily total of movements. Mondays are the busiest \ndays of the week, as opposed to Saturdays and Sundays when air activity is reduced. With regard to the daily distribution of flights, \nTable 5 allows the inference that air activity is significantly intensified in the afternoon and at night on week-days. The movements, \nespecially the low air traffic on Saturday and Sunday, are not explained by the resilience analysis model, but may be related to \nexternal factors not evaluated in this study—whether financial or operational by the airlines - exceeding the scope of this research. Modeling Resilience of Air Traffic Management Systems Based on Complex Networks 15 Table 5. Brazilian ATM network: Dynamics analysis. Day of the week\n00–06 UTC\n06–12 UTC\n12–18 UTC\n18–00 UTC\nDaily subtotal\nSunday\n1,090\n2,169\n4,297\n4,994\n12,550\nMonday\n3,874\n4,332\n6,376\n6,545\n21,126\nTuesday\n3,194\n3,563\n5,249\n5,344\n17,349\nWednesday\n3,109\n3,891\n5,924\n6,071\n18,995\nThursday\n3,135\n3,768\n5,697\n5,979\n18,579\nFriday\n3,178\n3,858\n5,914\n5,800\n18,750\nSaturday\n3,146\n2,913\n3,224\n2,739\n12,023\nSource: Elaborated by the authors. Table 5. Brazilian ATM network: Dynamics analysis. J. Aerosp. Technol. Manag., São José dos Campos, v14, e2222, 2022 CONCLUSION This expressive result comes from \nthe direct connection of this APP with three control towers with significant air movement in the country: Guarulhos (TWR-GR) \nwith 4,336 movements; Congonhas (TWR-SP) with 2,964; and Campinas (TWR-KP) with 1,514 controlled weekly movements. With an operational structure similar to the one used in São Paulo, the Rio de Janeiro approach control (APPWJ), which manages \nthe airflow from the control towers at Santos Dumont (TWR-RJ) and Galeão (TWR-GL) airports, it ranks significantly in fifth place \nwith 6,236 air movements, behind only the approach control of São Paulo and the control centers of Curitiba, Brasília, and Recife. The existence of these two regions of intense flight movement, established between the terminal control areas of São Paulo \nand Rio de Janeiro, can be understood by the correlation of air traffic with economic activity in the two largest Brazilian cities \nin population and economic terms, the which results in one of the busiest routes in the world, the Rio-São Paulo aerial bridge. The analysis of communities makes it possible to understand the dependency relationships between air traffic agencies. In general, the distribution of communities in the Brazilian air traffic network reflects the influence exerted by the control centers \nin their respective areas of operational responsibility, being approximately equivalent to the FIR in geographic terms. Thus, five \nlarge communities were identified with ATC/ATS agencies distributed, grouped, along the Amazonian, Recife, Brasília, and \nCuritiba FIRs, and a fifth highlighted community, which portrays the influence of the approach control of São Paulo and of its \nbusy control towers in Guarulhos, Congonhas and Campinas. J. Aerosp. Technol. Manag., São José dos Campos, v14, e2222, 2022 Sampaio FCG, Costa Filho RN, Guterres MX\n16 Sampaio FCG, Costa Filho RN, Guterres MX Regarding the dynamic analysis of data on the daily cycle of ATM, the results show that the volume of flights has a small \nvariation from Tuesday to Friday, regarding the daily movement total. Mondays are the days with the most air traffic during the \nweek—21,126 movements—as opposed to Saturdays and Sundays, when air activity is the least. As for the variation of movements \nduring the day, the air activity intensifies considerably in the afternoon and night periods, with the highest average movement \nclose to 6,000 in the night period from Monday to Friday. CONCLUSION The practical results that may come from the analysis of air traffic systems through modeling tools that employ the CNT showed \nhigh potential to identify bottlenecks in the networks, expand operational capabilities and raise the levels of operational safety of the air \noperations. Thus, there are great opportunities for future research in this area of knowledge, and some of the following can be glimpsed: \nto model and analyze an ATM system taking into account the sectorization of airspace under the responsibility of the ACC and APP, \ntreating each sector as an independent operational ATC agency; and to structure the network nodes based on the navigation points \nof the air routes, in order to identify bottlenecks in the airways, with the purpose of rationalizing the design of the airspace structure. Studies on complex networks have developed rapidly in recent years, as shown by the significant attention of scientists from \ndifferent areas to the field of complex systems, signaling the relevance of this knowledge area for the Academy and for society. In this thought, it is expected that studying and modeling the Brazilian ATM system based on complex networks will contribute \nto shed a little more light on this specialized and strategic path for the social and economic development of Brazil. AUTHORS’ CONTRIBUTIONS Conceptualization: Sampaio FCG; Methodology: Sampaio FCG; Software: Sampaio FCG; Validation: Sampaio FCG; Formal \nanalysis: Sampaio FCG; Investigation: Sampaio FCG; Resources: Sampaio FCG; Data Curation: Sampaio FCG; Writing - Original \nDraft: Sampaio FCG; Writing - Review & Editing: Sampaio FCG; Costa Filho RN and Guterres MX; Visualization: Sampaio FCG. ACKNOWLEDGEMENTS Not applicable. DATA AVAILABILITY STATEMENT All data sets were generated or analyzed in the current study. All data sets were generated or analyzed in the current study. REFERENCES Albert R, Barabási A-L (2002) Statistical mechanics of complex networks. 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Proposal for Integrated Management of Verticillium Wilt Disease in Avocado Cultivar Hass Crops
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Article
Proposal for Integrated Management of Verticillium Wilt
Disease in Avocado Cultivar Hass Crops
Joaquín Guillermo Ramírez-Gil 1, *
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Citation: Ramírez-Gil, J.G.;
Morales-Osorio, J.G. Proposal for
Integrated Management of
Verticillium Wilt Disease in Avocado
Cultivar Hass Crops. Agronomy 2021,
11, 1932. https://doi.org/10.3390/
agronomy11101932
and Juan Gonzalo Morales-Osorio 2
Departamento de Agronomía, Facultad de Ciencias Agrarias, Universidad Nacional de Colombia sede
Bogotá, Carrera 45 No 26-85, Edificio 500, Oficina 228, Bogotá 111321, Colombia
Departamento de Ciencias Agronómicas, Facultad de Ciencias Agrarias, Universidad Nacional de Colombia
sede Medellín, Carrera 65 No 59A-110, Bloque 11, Oficina 117-13, Núcleo El Volador, Medellín 050034,
Colombia; jgmoraleso@unal.edu.co
Correspondence: jgramireg@unal.edu.co
Abstract: The area planted with avocado crops in Colombia has been growing rapidly in recent years,
especially for export varieties such as Hass. The increase in planted area coincided with increased
phytosanitary problems, where pathogens such as fungi of the genus Verticillium spp. are becoming
of economic importance. The objective of this study was to evaluate different control strategies
for avocado wilt disease caused by Verticillium spp., under in vitro, net house, and field conditions.
Strategies tested included fungicides (benomyl, azoxystrobin, captan, and carbendazim), beneficial
and antagonistic microorganisms (Trichoderma sp., and Rhizoglomus fasciculatum), and physical and
cultural practices such as solarization, drainage and removal of diseased tissues. Treatments T7fi
(pruning-solarization-Trichoderma-mycorrhiza-sucrose-organic matter-drainage) and T8fi (fungicidepruning-solarization-Trichoderma-mycorrhiza-sucrose-organic matter-drainage), showed the greatest
reduction in the area under disease progress curve and Verticillium dahliae inoculum in soil and plant
tissues under field conditions. Fruit with extra quality increased 120.8% with T7fi and 108% with
T8fi, compared to the control with diseased trees. The highest costs were identified for T7fi and T8fi;
however, these treatments also showed the best cost/benefit relationship. Integrated approaches as
in T7fi and T8fi showed the best results for Verticillium wilt control. As no fungicides of chemical
synthesis are included in T7fi (pruning-solarisation-Trichoderma-mycorrhiza-sucrose-organic matterdrainage), it should be preferred to T8fi, which does include them, to avoid their negative impacts on
avocado production.
Academic Editors: Dora Batista and
Marco Cristancho
Received: 31 August 2021
Keywords: Verticillium wilt; integrated disease management; beneficial microorganism; cultural
practice; disease reduction; Persea americana
Accepted: 20 September 2021
Published: 26 September 2021
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1. Introduction
The genus of fungi Verticillium Nees comprises a cosmopolitan group of Ascomycetes,
within which are classified devastating plant pathogen species that cause vascular wilt and
plant death in a number of crops [1,2]. Verticillium spp. may survive in the environment for
long periods of time by resistant structures and present a wide range of host plants [1–5].
Arguably, Verticillium albo-atrum Reinke and Beerthold, and Verticillium dahliae Kleb., are
the species in this genus that cause the largest losses in several crops worldwide [2,6].
Control of plant diseases caused by Verticillium spp. are a challenge because infections
start through the roots, making it difficult to perform detection of this causal agent and
limiting the effect of most fungicides. In addition, inoculum persists for long time periods
under field conditions, the pathogen exhibits a wide host range and there is a lack of
resistant varieties for most crops [7–10]. Most control measures of diseases caused by
Verticillium spp. are based on application of synthetic chemicals to the soil, which usually
increase costs, may induce resistance in pathogen populations, show toxicity or affect the
4.0/).
Agronomy 2021, 11, 1932. https://doi.org/10.3390/agronomy11101932
https://www.mdpi.com/journal/agronomy
Agronomy 2021, 11, 1932
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ozone layer as methyl bromide, and present other adverse effects on the environment and
human health [1,2,5].
V. albo-atrum and V. dahliae have been reported causing wilt disease on Persea americana
Mill. in several countries around the world [8,9,11,12]. There are examples of integrated
disease management programs for Verticillium wilt in crops such as tomato, olive, and
many others [1,13]. However, information for avocado is scarce, and most integrated
management proposals have been focused in the root rot disease caused by the oomycete
Phytophthora cinnamomi Rands [9,14]. In general, it has been reported that pruning and
other cultural practices, selection of Mexican rather than Guatemalan tolerant rootstocks,
to avoid planting avocado crops on lands previously used for other crops susceptible
to Verticillium spp. and to prevent the use of affected trees as a source of budwood or
seeds, are agronomical practices recommended to reduce Verticillium wilt in avocado
crops [15–17]. However, despite its high incidence and wide distribution, no efficient
management practices are readily available [12,18].
Efficient programs for integrated disease management usually include several strategies of pathogen control. Beneficial microorganisms have proven useful for agriculture
around the world. Mycorrhizas and Trichoderma spp. have been extensively studied for
various aspects useful in crop production, such as fertilization, plant growth promotion
and adaptation to abiotic and biotic stresses [19,20]. There are several reports about the
effect of biological control on Verticillium spp., but in general, the results are not conclusive
about the effective reduction of disease incidence and severity and on yield increase in
crop fields [1,6,21,22]. Other practices reported as successful in reducing Verticillium spp.
inoculum in avocado and others hosts are heat treatments [10], fungicide applications,
plant resistance inducers, peroxygen-based disinfectants [7,13], use of manures or compost
of different origins [23–26], combination of biological and chemical control measures [27],
and tolerant rootstocks with different levels to avocado disease response [15,16]. In recent
publications, the concept of “next-generation green composts” is proposed, which relates
to the use of multiple sources of agricultural residues with great potential in the biocontrol
and suppressive effect on soilborne plant pathogenic fungi such as V. dahliae [25,26].
The area growing avocados in Colombia expanded 212% during the decade
2008–2018 [28]. Comparing the period from January to June of the year 2019 with the
year 2020, the area growing avocado cv. Hass for export increased 34%, with a change in
value from 52 to 72 million USD of FOB price [29]. Currently, Colombia is third in area
grown and fourth in avocado fruit production in the world [30].
Avocado wilt caused by Verticillium spp. has gained growing importance in Colombia
during the last years up to reaching second place in diseases of biotic origin after the root
rot wilt caused by P. cinnamomi [12,18]. Verticillium wilt has been detected in Colombia
in the departments of Antioquia, Caldas, Cundinamarca, Risaralda, Quindío and Valle
del Cauca [31]. However, studies about basic biology, epidemiology, incidence, severity,
prevention, diagnosis, integrated management and economic losses of this disease are
scarce [17]. As most available management strategies of avocado wilt diseases are focused
on root rot caused by P. cinnamomi, but little is known about practices for other pathogens
such as Verticillium spp., the present work aimed to test the in vitro activity of antagonists
against this fungal pathogen and to evaluate different strategies as tools for integrated
management of the avocado wilt disease caused by Verticillium spp. at net-house and
field conditions. Integrated approaches, including pruning-solarization-Trichodermamycorrhiza-sucrose-organic matter-drainage, showed the best results for Verticillium wilt
control, and also showed the best cost/benefit relationship.
2. Materials and Methods
2.1. Experimental Site
The present work was carried out between the years 2011–2014. Net-house average
environmental conditions were temperature of 18–24 ◦ C, relative humidity of 75–95% and
photosynthetically active radiation (PAR) of 650–1920 µmol photons m−2 s−1 . Research
Agronomy 2021, 11, 1932
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under field conditions was performed in two plots planted with avocado cv. Hass trees
of 6 years old at a distance of 7 × 7 m. Seedlings of the genotype West Indian of high
altitude were used as rootstock. As farmers use plants from sexual seeds instead of a clonal
rootstock, variability may be present in avocado fields, including sometimes plants of cv.
Hass. Plots were located in the Department of Antioquia, Colombia in the municipalities
of La Ceja, in the eastern region (5.95931 latitude–75.41777 longitude, 2387 masl), and
Donmatias (6.496961 latitude–75.412118 longitude, 2213 masl) in the Northern region. Plots
localization corresponded to the ecological life zone of lower montane very humid forest
(vhf-LM) sensu Holdridge. Edaphoclimatic details are shown in Supplementary Material
(Table S1 and Figure S1A).
2.2. Plant Material for Evaluation under Net-House Conditions
Avocado seeds of cv. Hass were collected from a healthy tree and disinfested; then,
a pre-germination treatment was applied, and they were sown in autoclaved quartz.
When seedlings exhibited five fully expanded leaves and the secondary root system was
well developed, cotyledons were excised to promote root growth. Seedlings were then
transferred to plastic pots containing 2 kg of soil (Andisol from the municipality of El Peñol,
Antioquia, Colombia, autoclaved at 0.1 MPa and 121 ◦ C for 2 cycles of 1 h each). Details
of soil parameters are shown in supporting information 1. Avocado seedlings were kept
under net-house conditions at 50% of the maximum soil moisture retention capacity until
further use.
2.3. Microorganism Isolation and Identification
V. dahliae strains were obtained from the collection kept at “Universidad Nacional
de Colombia branch Medellín” (Vert1, Vert2, Vert3, and Vert4), which were morphologically and molecularly identified [12]. V. dahliae strains were used because they were the
prevalent species under field conditions. Trichoderma sp. TAF22, TC2 and TC3, morphotypes were isolated from the rhizosphere of healthy and well developed avocado trees [16]
Rhizoglomus fasciculatum (Thaxt.) C. Walker and A. Schüßler (syn. of Rh. fasciculatum
(Thaxt.) Sieverd., G.A. Silva and Oehl.) mycorrhizal fungal strain was kindly provided by
professor Dr. Walter Osorio from the microorganisms bank at Laboratorio of Microbiología
Ambiental del Suelo, from “Universidad Nacional de Colombia branch Medellín”.
2.4. In Vitro Assays
In vitro assays were performed to determine the inhibitory capacity of fungicides of
chemical synthesis and Trichoderma sp. Morphotypes. An r-mycelium plug taken from the
first 5 mm of the edge of an actively growing V. dahliae strain in sterile potato dextrose agar
(PDA) medium culture (PDA, Difco, Lawrence, KS, USA) was transferred to fresh PDA in a
side of a Petri dish, and on the other side, a plug of 5 mm2 taken from an actively growing
Trichoderma sp. strain in PDA was placed. The doses of fungicides under in vitro condition were designed based on previous tests associated with the use of different molecules
to control of Verticillium species. Fungicides of chemical synthesis tested were Benomyl
(0.05% of 500 g of active ingredient (a.i.) kg−1 , Dupont, Bogotá, Colombia) [32], Azoxystrobin (40 mL L −1 of 23.2 a.i. kg−1 , Syngenta, Bogotá, Colombia) [13], Captan (10 mg L−1
of 500 g a.i. kg−1 , Adama, Barranquilla, Colombia), and Carbendazim (20 mL L−1 of
500 g a.i. kg−1 , Vecol, Bogotá, Colombia) [33]. Tests were developed on PDA, supplemented with the different fungicides. In each treatment, a plug of mycelium of 5 mm2
taken from an actively growing V. dahliae strain in PDA was transferred to fresh PDA
amended with each corresponding fungicide. Radial growth rate was measured as the
response variable of the V. dahliae strain tested. It was measured daily for 20 days using
a caliper (Mitutoyo Digimatic Caliper, Sendai, Japan). Experiments were repeated twice
through time.
Agronomy 2021, 11, 1932
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2.5. Net-House Tests
2.5.1. Pathogenicity Tests on Avocado cv. Hass Plants
V. dahliae strains (Vert1, Vert2, Vert3, and Vert4), were grown on PDA medium as described before. Conidia were collected in sterile distilled water and concentration adjusted
to 1 × 105 conidia mL−1 . Then, 100 mL of conidia suspension were added, distributed
in four equidistant points to each pot containing an avocado plant. Soil humidity was
increased to 70% of the maximum retention capacity to favor disease development. Aggressiveness of each isolate was determined as the area under disease progress curve
(AUDPC) [34] using a specific disease scale developed and calibrated for Verticillium spp.
infecting avocado in Colombia [35].
2.5.2. Effect of Fungicides, Solarization, and Inoculation with Beneficial Microorganism
(Trichoderma sp. and R. fasciculatum) on V. dahliae inoculum)
Two experiments were designed with the objective to know the effect on soil infected
with V. dahliae. of the addition of fungicides and solarization. First, 100 mL of a suspension
of 1 × 105 conidia × mL−1 of V. dahliae (Vert 2) were added to each pot containing 2 kg
of soil. Then, avocado plants were planted into inoculated pots and were maintained
until the plants died to produce inoculum. Afterward, 500 mL of a solution with each
fungicide, diluted in sterile distilled water at doses described previously, were applied into
the infested soil, and distributed through time in three applications at days 5, 10, and 15. For
solarization, a layer of 10 cm thick soil was covered with plastic film (transparent, caliber 4)
for 40 days. In addition, temperature during solarization was measured using a digital
sensor coupled with communication and storage of information, assembled in an Arduino
Uno plate [36]. Solarized soil was then used to fill the pots for performing the experiments.
Each experimental unit consisted of a pot with 2 kg of soil, three experimental units were
used per treatment in a completely randomized experimental design. All experiments were
repeated twice through time.
In each experiment, quantification of V. dahliae inoculum was performed by serial
dilutions in sterile distilled water obtained from 15 random samples of 10 g of soil each, to
recover structures of V. dahliae (Vert 2) that were quantified in PDA medium acidified with
lactic acid (PDA-A) supplemented with streptomycin (100 µg L−1 ). Inoculum quantification
was performed every five days after treatment application and during 40 days.
Based on previous tests, a new experiment was proposed to be implemented for plants
under net-house conditions. Treatments were (where “nh” stands for net-house conditions): a non-inoculated control of healthy plants (nh—healthy control); a control of plants
inoculated with V. dahliae (Vert 2) (nh—diseased control); T1nh (fungicide): Verticilliuminoculated plants + benomyl applied in drench; T2nh (Trichoderma): Verticillium-inoculated
plants + inoculation with Trichoderma sp. TC2; T3nh (mycorrhiza): Verticillium-inoculated
plants + inoculation with R. fasciculatum; T4nh (fungicide-Trichoderma-mycorrhiza): Verticillium-inoculated plants + simultaneous application of T1nh + T2nh + T3nh; and T5nh
(Trichoderma-mycorrhiza): Verticillium-inoculated plants + simultaneous application of
T2nh + T3nh. In each treatment, V. dahliae inoculum were added to the soil as described before, and Trichoderma sp. and R. fasciculatum were applied following the method described
in [14]. Fungicide was diluted in sterile distilled water at the dose recommended by the
manufacturer and 200 mL of fungicide solution × plant−1 were applied directly to the soil
when plants showed the degree one of disease scale developed for Verticillium spp. [35].
Aall treatments under net-house conditions may be observed in Supplementary Material
Table S2.
Disease severity was measured weekly during 120 days using the aforementioned
scale of severity [35], and with the obtained data, the AUDPC was calculated for each
treatment [34]. At the end of the experiment, V. dahliae inoculum were quantified in plant
tissues and soil. For plant tissues, 15 random samples of 10 g of root and stem pieces
were processed according to assay reported to this microorganisms [12,36]. Briefly, tissues
were macerated and serial dilutions were prepared in sterile distilled water. Dilutions
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were placed and dispersed in Petri dishes containing PDA media, incubated, and colony
forming units (UFC) were quantified. The procedure described before was followed for
quantification of V. dahliae in soil. Total inocula of V. dahliae were considered as the sum of
inocula from soil plus inocula from plant tissues. Mycorrhizal colonization was calculated
using the line interception method [37]. Avocado roots were collected and washed with
tap water, then were bleached in KOH (10%) for 24 h [38], followed by alkaline immersion
(0.5% NH4 OH and 0.5% H2 O2 v/v, in aqueous solution) for 30 min. Mycorrhizal hyphae
were visualized by staining with trypan blue (0.025%) [39].
Additionally, to verify the effect of fungicides on Trichoderma sp. and R. fasciculatum
populations, an experiment was developed in pots using the same procedure described
before. Plants of Leucaena leucocephala Lam, which is an indicator of mycorrhization, were
germinated on sterile quartz until three fully developed leaves were observed and then
were transferred to previously prepared pots. R. fasciculatum and Trichoderma sp. were
inoculated as described before. Tested fungicides were applied at each dose at 10 and
30 days after microbe inoculation into the soil. Mycorrhizal colonization and quantification
of AVM propagules and Trichoderma sp. CFUs, were evaluated 40 days after the inoculation
of microorganisms following procedures already described. Pots containing plants of
L. leucocephala inoculated with both microorganisms were used as a negative control. All
results may be observed in Figure S2.
2.6. Assays under Field Conditions
Based on data obtained from experiments performed under in vitro and net-house
conditions described before, the following treatments were evaluated under field conditions (where “fi” stands for field conditions): fi—healthy control: non-inoculated control of
healthy plants; fi—diseased control: plants infected with V. dahliae; T1fi (fungicide): Verticillium-infected plants + application of fungicide in drench (3000 mL of benomyl solution
(0.05% of 500 g a.i. kg−1 )) in rotation with azoxystrobin (3000 mL of 40 mL L−1 , 23.2 a.i.),
sprayed around a diameter of 2 m from the base of the stem of the avocado trees; T2fi
(pruning): Verticillium-infected plants + sanitary pruning (trimming all symptomatic and
necrosed tissues); T3fi (solarization): Verticillium-infected plants + solarization covering
a diameter of two meters around the base of the stem with a plastic film (caliber # 4);
T4fi (Trichoderma-mycorrhiza-sucrose): Verticillium-infected plants + soil inoculation with
the following mixture: Trichoderma sp. morphotype TC2 (1000 mL of a solution in sterile distilled water at a concentration of 1 × 105 conidia per plant) plus R. fasciculatum
(1 kg of roots and soil with R. fasciculatum, prepared from mycorrhiza-associated maize
plants, adjusted at a concentration of 45 propagules per g of soil), and the addition of
1000 g of sucrose diluted in sterile distilled water (1:1 p:v) as a source of energy [40,41];
T5fi (organic matter): Verticillium-infected plants + application of 10 kg of compost in a
diameter of two meters around of the base of the stem, made with bovine manure, mineral
amendment (P2 O5 , 13%; CaO, 25%; MgO, 7%; S, 10%; SiO2 , 6%) and a layer of 15 cm
thick of homogenized plant residues and mushroom residues (1:1) [14]; T6fi (drainage):
Verticillium-infected plants + a drainage network around the base of the stem consisting of
a crescent-shape ditch in the upper zone of the slope (10 cm wide and 10 cm depth) and
a drain in the lower zone of the slope (20 cm length, 10 cm wide and 30 cm depth);
T7fi (pruning- solarization-Trichoderma-mycorrhiza-sucrose-organic matter-drainage):
Verticillium-infected plants + integrated management proposal without fungicide consisting of simultaneous application of T2fi + T3fi + T4fi + T5fi + T6fi; and T8fi (fungicidepruning-solarization-Trichoderma-mycorrhiza-sucrose-organic matter-drainage): Verticillium-infected plants + integrated management proposal with fungicide consisting of
simultaneous application of T1fi + T2fi + T3fi + T4fi + T5fi + T6fi.
A scheme summarizing drainage treatment under field conditions may be observed
in Figure S3.
Treatments were applied in 7 year old plants showing symptoms corresponding to
scale 2 of wilt disease under field conditions, caused by V. dahliae [35]. V. dahliae was
Agronomy 2021, 11, 1932
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verified using a polyphasic approach, which included plant symptomatology, morphology
and molecular characterization [12]. Treatments for soil solarization and drainage were
performed at the initial stage of the experiment. Soil solarization was applied during
40 days. Fungicides were applied when plants showed symptoms corresponding to a
value above 2 of the scale of the wilt disease. In T1fi, three applications of fungicide
were performed. For T8fi, one application of fungicide was made before solarization and
inoculation with R. fasciculatum and Trichoderma sp. Incorporation of compost, mineral
amendment and plant and mushroom residues were performed every six months for two
years. For pruning of affected plants, permanent monitoring for symptomatic and necrosed
tissues was carried out. Benefic microorganisms and the energy source were applied at
the beginning of the experiment and one year later. In treatments in which microorganism
application was combined with solarization, microbes were applied after soil solarization.
Disease severity was measured, and the AUDPC calculated every two months for
two years [34]. At the end of the experiment, inoculum of Trichoderma sp., mycorrhizal
colonization and inoculum of V. dahliae were quantified following procedures described
above. During the whole period of evaluation, the accumulated fruit production, the
percentage of fruit of extra quality and the unitary cost of each treatment were determined.
Using these parameters, the cost/benefit ratio was calculated [14].
All treatments under field conditions may be observed in Table S3.
2.7. Experimental Design and Statistical Analyses
An in vitro experimental unit was a Petri dish, 10 replicates were performed per
treatment and the experiments were repeated twice through time using a completely
randomized experimental design. At net-house, three plants were an experimental unit,
five replicates were performed per each treatment and the experiments were repeated
twice through time using a completely randomized experimental design. Under field
conditions, three 7 year old plants were used as an experimental unit, with three replicates
per treatment and using a randomized block experimental design (consisting of each
plot), where the primary factor were the treatments and the secondary factor was the
terrain slope classified in three arbitrary categories (0–10, 10.1–25 and >25.1). Under
Colombian conditions there are two harvesting seasons per year; therefore, each year
tested corresponded to two harvesting seasons for a total of four harvesting seasons. Data
homoscedasticity and normality were determined using the Levene and Kolmogorov–
Smirnov tests, respectively. Means were compared by analysis of variance (ANOVA)
followed by the Tukey test (p ≤ 0.05). All statistical analyses were performed using the
computational package R.
3. Results
3.1. In Vitro Assays
All fungicides tested inhibited more than 95% the growth of V. dahliae (p < 0.05)
(Figure 1A). Similarly, but to a lesser extent, all isolates of Trichoderma sp. significantly
reduced the growth of all V. dahliae isolates tested (p < 0.05), when compared to the control
(Figure 1B). Isolate TC2 showed the best effect in decreasing the growth of V. dahliae isolates
Vert1 (47.7%), Vert2 (44.5%), Vert3 (55.1%) and Vert4 (41.19%) (p < 0.05) (Figure 1B).
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Figureof1.different
Effect oftreatments
different treatments
in vitroofgrowth
of Verticillium
dahliae.
(A):
of differFigure 1. Effect
on in vitroongrowth
Verticillium
dahliae. (A):
effect
ofeffect
different
chemical fungient
chemical
fungicides
on
growth
of
Verticillium
dahliae.
(B):
effect
of
different
strains
of
Trichoderma
cides on growth of Verticillium dahliae. (B): effect of different strains of Trichoderma sp., on growth of Verticillium dahliae.
sp., on
growth
Verticillium
dahliae.
Vert1-4
= code
strain
of Verticillium
dahliae.ofTAF22,
TC2 and
Vert1–4 = code
of strain
of of
Verticillium
dahliae.
TAF22,
TC2
and of
TC3
= code
of morphotypes
Trichoderma
sp. Error bars
TC3 = code of morphotypes of Trichoderma sp. Error bars represent the confidence interval of the
represent the confidence interval of the mean, validated by Tukey mean separation test. Equal letters indicate that there are
mean, validated by Tukey mean separation test. Equal letters indicate that there are no significant
no significant differences (p > 0.05).
differences (p > 0.05).
3.2. Net-House Assays
3.2. Net-House Assays
Isolate Vert2 showed the highest aggressiveness of all V. dahliae isolates (p < 0.05),
Isolate Vert2 showed the highest aggressiveness of all V. dahliae isolates (p < 0.05),
exhibiting AUDPC values higher than isolates Vert3 (19.6%) and Vert1 (24.4%) (Figure 2A).
exhibiting AUDPC values higher than isolates Vert3 (19.6%) and Vert1 (24.4%) (Figure
All fungicides evaluated and solarization decreased V. dahliae inoculum in soil, compared to
2A). All fungicides evaluated and solarization decreased V. dahliae inoculum in soil, comthe control (p < 0.05); however, none completely eradicated this fungus. Benomyl showed
pared to the control (p < 0.05); however, none completely eradicated this fungus. Benomyl
the best effect followed by Azoxystrobin, Carbendazim and Captan (p < 0.05) (Figure 2B).
showed the best effect followed by Azoxystrobin, Carbendazim and Captan (p < 0.05) (FigThe effect of solarization at 5, 10 and 15 days after application of treatments, was inferior to
ure 2B). The effect of solarization at 5, 10 and 15 days after application of treatments, was
reduction observed for fungicides (p < 0.05); nevertheless, for a longer period of time (i.e.,
inferior to reduction observed for fungicides (P < 0.05); nevertheless, for a longer period
>15 days), solarization exhibited a higher reduction of V. dahliae inoculum than Azoxysof time (i.e., >15
days),
solarizationorexhibited
a higher
reduction
of V.
inoculum
trobin,
Carbendazim
Captan, and
similar
to Benomyl
(p >dahliae
0.05) (Figure
2B). It is apparent
than Azoxystrobin,
Carbendazim
or
Captan,
and
similar
to
Benomyl
(p
>
0.05)
(Figure
2B).
that under solarization, fluctuations of V. dahliae inoculum through time, coincided with
It is apparent that
under solarization,
fluctuations
of V. dahliae
inoculum
through
fluctuations
in the maximum
temperature,
with lower
quantities
of time,
inoculum observed
coincided withwhen
fluctuations
in
the
maximum
temperature,
with
lower
quantities
of
◦
the temperature was above 35 C (Figure 2B and Figure S1B). inoculum observed when
temperature
was abovereduced
35 °C (Figure
2B and S1B2B).
Allthe
treatments
significantly
the AUDPC
caused by V. dahliae (p < 0.05).
Benomyl, when applied in drench alone (T1nh) or in combination with R. fasciculatum
and Trichoderma sp. (T4nh), showed the best reduction of AUDPC values: 65.5% (T1nh)
and 68% (T4nh), respectively, compared to the control inoculated with V. dahliae. T5nh
(R. fasciculatum plus Trichoderma sp.,), T2nh (Trichoderma sp.,) and T3nh (R. fasciculatum), exhibited reductions in the AUDPC values of 51.4, 44.5 and 30.62%, respectively (Figure 3A).
V. dahliae inoculum levels measured for each treatment coincided with AUDPC values
(p < 0.05). For T1nh, T4nh, T5nh and T2nh, reduction in AUDPC values of 55.1, 51.7, 41.3
and 24.1%, respectively, was quantified compared to the control inoculated with V. dahliae.
For T3nh, no significant differences were observed when compared to the control inoculated
with V. dahliae (p > 0.05) (Figure 3B).
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88 of
Figure 2.
2. AUDPC and inoculum
inoculum quantification for management practices of Verticillium dahliae in Hass
Hass avocado
avocado under
under
Figure
net-house
conditions.
(A):
evaluation
of
strain
aggressiveness
of
V.
dahliae
on
Hass
avocado.
(B):
effect
of
chemical
funginet-house conditions. (A): evaluation of strain aggressiveness of V. dahliae on Hass avocado. (B): effect of chemical fungicide
Agronomy
x FOR PEER
cide2021,
and11,
solarization
onREVIEW
soil inoculum
of V. dahliae.
bars represent
the confidence
interval
of the mean,
validated
by9 of 17
and
solarization
on soil
inoculum
of V. dahliae.
Error Error
bars represent
the confidence
interval
of the mean,
validated
by Tukey
Tukey mean separation test. Equal letters indicate that there are no significant differences (p > 0.05).
mean separation test. Equal letters indicate that there are no significant differences (p > 0.05).
All treatments significantly reduced the AUDPC caused by V. dahliae (p < 0.05). Benomyl, when applied in drench alone (T1nh) or in combination with R. fasciculatum and
Trichoderma sp. (T4nh), showed the best reduction of AUDPC values: 65.5% (T1nh) and
68% (T4nh), respectively, compared to the control inoculated with V. dahliae. T5nh (R. fasciculatum plus Trichoderma sp.,), T2nh (Trichoderma sp.,) and T3nh (R. fasciculatum), exhibited reductions in the AUDPC values of 51.4, 44.5 and 30.62%, respectively (Figure 3A). V.
dahliae inoculum levels measured for each treatment coincided with AUDPC values (p <
0.05). For T1nh, T4nh, T5nh and T2nh, reduction in AUDPC values of 55.1, 51.7, 41.3 and
24.1%, respectively, was quantified compared to the control inoculated with V. dahliae. For
T3nh, no significant differences were observed when compared to the control inoculated
with V. dahliae (p > 0.05) (Figure 3B).
Figure
Figure 3.
3. Effect
Effect of
of management
management practices
practices of
of Verticillium
Verticillium dahliae
dahliae in
in Hass
Hass avocado
avocado under
under net-house
net-house conditions
conditions on
on beneficial
beneficial
population
population of
of soil
soil microorganism
microorganism and
and reduction
reduction of
of AUDPC.
AUDPC. (A):
(A): area
area under
under disease
disease progress
progress curve
curve (AUDPC)
(AUDPC) of
of wilt
wilt
disease
under
different
treatments.
(B):
mycorrhizal
colonization
and
inoculum
of
Trichoderma
sp.
quantified
under
differdisease under different treatments. (B): mycorrhizal colonization and inoculum of Trichoderma sp. quantified under different
ent
treatments
for wilt
disease.
bars represent
the confidence
interval
of thevalidated
mean, validated
bymean
Tukey
mean sepatreatments
for wilt
disease.
ErrorError
bars represent
the confidence
interval
of the mean,
by Tukey
separation
test.
ration test. Equal letters indicate that there are no significant differences (p > 0.05). Treatments were (where “nh” stands
Equal letters indicate that there are no significant differences (p > 0.05). Treatments were (where “nh” stands for net-house
for net-house conditions): a non-inoculated control of healthy plants (nh—healthy control); a control of plants inoculated
conditions): a non-inoculated control of healthy plants (nh—healthy control); a control of plants inoculated with V. dahliae
with V. dahliae (Vert 2) (nh—diseased control); T1nh (fungicide): Verticillium-inoculated plants + benomyl; T2nh (Tricho(Vert
2) (nh—diseased
control); plants
T1nh (fungicide):
Verticillium-inoculated
benomyl; T2nh
(Trichoderma): Verticilliumderma):
Verticillium-inoculated
+ inoculation
with Trichoderma sp.;plants
T3nh +
(mycorrhiza):
Verticillium-inoculated
plants
plants
with
Trichoderma
sp.; T3nh (mycorrhiza): Verticillium-inoculated
plantsplants
+ inoculation
with
+inoculated
inoculation
with+R.inoculation
fasciculatum;
T4nh
(fungicide-Trichoderma-mycorrhiza):
Verticillium-inoculated
+ simultaneR. fasciculatum;
(fungicide-Trichoderma-mycorrhiza):
Verticillium-inoculated
plants + simultaneous
of
ous
application T4nh
of T1nh+T2nh+T3nh;
and T5nh (Trichoderma-mycorrhiza):
Verticillium-inoculated
plants + application
simultaneous
application
of+T2nh+T3nh.
T1nh + T2nh
T3nh; and T5nh (Trichoderma-mycorrhiza): Verticillium-inoculated plants + simultaneous application of
T2nh + T3nh.
As expected, Trichoderma sp. and mycorrhizal colonization values were higher (p <
0.05) in the treatments where individual application of these microorganisms was performed (T2nh and T3nh, respectively). In contrast, combined application of these microorganisms with a fungicide (T4nh) exhibited reduction of these variables 47.8% and 52.7%,
respectively, when compared to T2nh (Figure S2). Similarly, application of Trichoderma sp.
and mycorrhiza without fungicide (T5nh), reduced values of these variables 34.4% and
Agronomy 2021, 11, 1932
9 of 16
As expected, Trichoderma sp. and mycorrhizal colonization values were higher (p < 0.05)
in the treatments where individual application of these microorganisms was performed
(T2nh and T3nh, respectively). In contrast, combined application of these microorganisms
with a fungicide (T4nh) exhibited reduction of these variables 47.8% and 52.7%, respectively, when compared to T2nh (Figure S2). Similarly, application of Trichoderma sp. and
mycorrhiza without fungicide (T5nh), reduced values of these variables 34.4% and 23%,
respectively, compared to values obtained in T3nh (Figure 3B).
3.3. Assays under Field Conditions
V. dahliae caused plant death when no control measures were applied as evidenced in
the diseased control treatment, confirming pathogenicity of isolates. A similar effect was
observed in the treatment where only drainages were made (T6fi). In the other treatments,
no plant death was observed and their effects were classified into two groups. In the first
group, composed by T1fi (fungicides Benomyl and Azoxystrobin) and integrated management proposals without (T7fi) or with fungicides (T8nh), disease severity was always
below a value of 3 in the scale used (Figure 4A). In the second group, composed by treatments T5fi (mineral amendment, bovine manure and plant and mushroom residues), T4fi
(Trichoderma sp., R. fasciculatum and energy source), T3fi (solarization) and T2fi (pruning),
disease severity was between values of 3 and 4 according to the scale used (Figure 4A).
All treatments evaluated, with the exception of drainage alone (T6fi), showed significant reduction of AUDPC and V. dahliae inoculum in soil and plant tissues (p < 0.05),
compared to the diseased control. Integrated management proposals (T7fi and T8fi) showed
the greatest reduction in AUDPC and V. dahliae inoculum in soil and plant tissues, followed
by treatments T1fi, T5fi, T2fi, T3fi and T4fi, which reduced the AUDPC value by 80.3, 79.1,
62.3, 50.3, 42.2, 35.7 and 27.7%, respectively; and reduced V. dahliae inoculum by 76.9, 69.2,
56.4, 53.8, 48.7, 51.28 and 41.0%, respectively (Figure 4B).
Accumulated production of fruit and the amount of fruit classified in quality “extra”,
significantly varied for all treatments applied (p > 0.05). As expected, the highest values for
these variables were found in the healthy control, and the lowest values were observed
in the inoculated and not treated control (p < 0.05). Diseased plants showed a reduction
in fruit production of 54.2% and a reduction in the extra quality of fruit of 59.6%, when
compared to healthy plants. In the integrated management treatments (T7fi and T8fi), fruit
production increased 26.9% (T7fi) and 25.7% (T8fi), and fruit with extra quality increased
120.8% (T7fi) and 108% by (T8fi), compared to the control with diseased trees. In treatments
T1fi, T5fi, T2fi, T3fi and T4fi, avocado trees increased fruit production in 20.1, 15.9, 14.5,
12.3 and 9.9%, respectively, and increased the percentage of fruit classified as extra quality
in 82.4, 64, 71.2, 52 and 36%, respectively, compared to the diseased control (Figure 5A).
Similar results to those observed in the net-house assays for mycorrhizal colonization
and the amount of inoculum of Trichoderma sp., were observed in field conditions (p < 0.05)
(Figure 5B).
The highest costs among all treatments tested for V. dahliae management were identified for the integrated management proposals T7fi and T8fi; however, these treatments also
showed the best cost/benefit relationship (Table 1). Likewise, in the evaluated treatments,
there were large differences in production and losses per year (Table 1). In percentage
terms, the treatment with infected plants (Control +) presented a reduction of 212.9% with
respect to the non-diseased control (Control-), contrasting with the integrated management
proposal (T8fi), with a reduction of 18%.
Agronomy 2021, 11, 1932
10 of 16
Table 1. Costs associated with Verticillium dahliae in avocado cv. Hass crops in Antioquia department, Colombia.
Treatment
Control+
T1fi f
T2fi
T3fi
T4fi
T5fi
T6fi
T7fi
T8fi
Control−
Cost of Production of
1 kg c
Yield and Reduction
Variable Unit
Cost for Tree/Two
Years a,b
Fixed a,b
Variable a,b
Yield
(kg/tree)
Reduction
(%) d
0.0
5.2
2.5
4.5
4.2
6.5
2.2
19.9
25.1
0.0
0.35
0.35
0.35
0.35
0.35
0.35
0.35
0.35
0.35
0.35
0.32
0.65
0.50
0.45
0.40
0.42
0.40
0.90
0.95
0.32
20.9
39.5
28.2
25.0
28.1
31.4
25.9
50.3
55.4
65.4
212.9
65.5
131.9
161.6
132.7
108.2
152.5
30.0
18.0
na
Cost/Benefit
Ratio
Cost/Benefit Ratio
as % Respect to
Control e
0.95
3.30
2.00
1.50
1.65
2.2
1
4.5
4.7
na
1
347
210
157
175
231
1.05
473
494
na
a
Variable cost associated with the management treatment of diseased plants infected with Verticillium dahliae. b Value given in constant USD
for 23 December of 2014 with an exchange rate of COP 2392.4 per USD 1. c The absorption costing method was used for calculating the
cost of each treatment. d The production reduction was determined based on the yield of each treatment compared to the control—(healthy
plants). e The cost/benefit ratio method was applied to calculate farm income related to each treatment applied, quantified by dividing the
cost/benefit ratio of each treatment by the cost/benefit ratio of T0, multiplied by 100. f fi stands for treatments under field conditions. The
following treatments were evaluated under field conditions (where “fi” stands for field conditions): fi—healthy control: non-inoculated control of
Agronomy 2021, 11, x FOR PEER REVIEW
10 of 17
healthy plants; fi—diseased control: plants infected with V. dahliae; T1fi (fungicide): Verticillium-infected plants + application of fungicide in
drench (benomyl in rotation with azoxystrobin); T2fi (pruning): Verticillium-infected plants + sanitary pruning; T3fi (solarization): Verticilliuminfected plants + solarization; T4fi (Trichoderma-mycorrhiza-sucrose): Verticillium-infected plants + soil inoculation with Trichoderma sp. and
R. fasciculatum; T5fi (organic matter): Verticillium-infected
plants +inapplication
compost;
T6fi (drainage):
+ afoldrainage
the greatest reduction
AUDPC of
and
V. dahliae
inoculumVerticillium-infected
in soil and plant plants
tissues,
network around the base of the stem; T7fi (pruning-solarization-Trichoderma-mycorrhiza-sucrose-organic matter-drainage): Verticillium-infected
lowed by treatments T1fi, T5fi, T2fi, T3fi and T4fi, which reduced the AUDPC value by
plants + integrated management proposal without fungicide consisting of simultaneous application of T2fi + T3fi + T4fi + T5fi + T6fi; and T8fi
80.3, 79.1, 62.3, 50.3, 42.2, 35.7 and
27.7%, respectively;
and reduced
V.+dahliae
inoculum
(fungicide-pruning-solarization-Trichoderma-mycorrhiza-sucrose-organic
matter-drainage):
Verticillium-infected
plants
integrated
management
76.9, 69.2,application
56.4, 53.8, of
48.7,
41.0%,
proposal with fungicide consisting of by
simultaneous
T1fi51.28
+ T2fiand
+ T3fi
+ T4firespectively
+ T5fi + T6fi.(Figure 4B).
Area under disease progress curve (AUDPC), and inoculum of Verticillium dahliae under management practices
Figure 4.Figure
Area 4.
under
disease progress curve (AUDPC), and inoculum of Verticillium dahliae under management practices of
of disease on field conditions. (A): Dynamics of the severity of V. dahliae under different treatments. (B): AUDPC of V.
disease ondahliae
field under
conditions.
(A):treatments.
DynamicsError
of the
severity
of V.
underinterval
different
treatments.
(B): AUDPC
of V.
dahliae under
different
bars
represent
thedahliae
confidence
of the
mean, validated
by Tukey
mean
test.
Equal
letters
indicatethe
that
there are no
significant
differences
(p > 0.05). by
TheTukey
following
treatments
weretest. Equal
different separation
treatments.
Error
bars
represent
confidence
interval
of the
mean, validated
mean
separation
evaluated
conditions
(where
“fi” stands
fieldThe
conditions):
fi—healthy
control:
control
letters indicate
thatunder
there field
are no
significant
differences
(p >for
0.05).
following
treatments
werenon-inoculated
evaluated under
fieldofconditions
healthy plants; fi-diseased control: plants infected with V. dahliae; T1fi (fungicide): Verticillium-infected plants + application
(where “fi”
stands for
conditions):
non-inoculated
control
of healthy plants;
fi-diseased
control: plants
of fungicide
in field
drench
(benomyl in fi—healthy
rotation withcontrol:
azoxystrobin);
T2fi (pruning):
Verticillium-infected
plants
+ sanitary pruninfected with
V. dahliae;
T1fi (fungicide):
Verticillium-infected
plantsT4fi
+ application
of fungicide in drench
(benomyl in rotation
ing; T3fi
(solarization):
Verticillium-infected
plants + solarization;
(Trichoderma-mycorrhiza-sucrose):
Verticillium-infected plantsT2fi
+ soil
inoculation
with Trichoderma sp. plants
and R. +
fasciculatum;
T5fi (organic
Verticillium-infected
plants
with azoxystrobin);
(pruning):
Verticillium-infected
sanitary pruning;
T3fimatter):
(solarization):
Verticillium-infected
plants
+ application of compost; T6fi (drainage): Verticillium-infected plants + a drainage network around the base of the stem;
+ solarization;
T4fi
(Trichoderma-mycorrhiza-sucrose):
Verticillium-infected
plants
+
soil
inoculation
with
Trichoderma
sp.
and
T7fi (pruning-solarization-Trichoderma-mycorrhiza-sucrose-organic matter-drainage): Verticillium-infected plants + inteR. fasciculatum;
(organicproposal
matter):without
Verticillium-infected
plants
applicationapplication
of compost;
T6fi (drainage): Verticillium-infected
grated T5fi
management
fungicide consisting
of +simultaneous
of T2fi+T3fi+T4fi+T5fi+T6fi;
and
(fungicide-pruning-solarization-Trichoderma-mycorrhiza-sucrose-organic
matter-drainage): Verticillium-infected
plants + aT8fi
drainage
network around the base of the stem; T7fi (pruning-solarization-Trichoderma-mycorrhiza-sucrose-organic
plants + integrated management proposal with fungicide consisting of simultaneous application of
matter-drainage): Verticillium-infected plants + integrated management proposal without fungicide consisting of simultaneous
T1fi+T2fi+T3fi+T4fi+T5fi+T6fi.
application of T2fi + T3fi + T4fi + T5fi + T6fi; and T8fi (fungicide-pruning-solarization-Trichoderma-mycorrhiza-sucrose-organic
matter-drainage): Verticillium-infectedAccumulated
plants + integrated
management
with
consisting
of simultaneous
production
of fruit andproposal
the amount
offungicide
fruit classified
in quality
“extra”,
significantly
varied
for
all
treatments
applied
(p
>
0.05).
As
expected,
the
highest
values
application of T1fi + T2fi + T3fi + T4fi + T5fi + T6fi.
for these variables were found in the healthy control, and the lowest values were observed
in the inoculated and not treated control (p < 0.05). Diseased plants showed a reduction in
fruit production of 54.2% and a reduction in the extra quality of fruit of 59.6%, when com-
Agronomy
2021,
x FOR PEER REVIEW
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11, 11,
1932
11 of1117of 16
Figure
5. Quantity
andquality
qualityofoffruit
fruitproduction,
production, mycorrhizal
and
in management
Figure
5. Quantity
and
mycorrhizalcolonization,
colonization,Trichoderma
Trichodermasp.
sp.inoculum
inoculum
and
in management
practices
dahliae
underfield
fieldconditions.
conditions.(A):
(A): Production
Production and
crops
under
different
treatments
practices
of of
V. V.
dahliae
under
andquality
qualityofofHass
Hassavocado
avocado
crops
under
different
treatments
for V. dahliae. (B): mycorrhizal colonization and inoculum of Trichoderma sp. quantified under different treatments of wilt
for V. dahliae. (B): mycorrhizal colonization and inoculum of Trichoderma sp. quantified under different treatments of wilt
disease. Error bars represent the confidence interval of the mean, validated by Tukey mean separation test. Equal letters
disease.
Error bars represent the confidence interval of the mean, validated by Tukey mean separation test. Equal letters
indicate that there are no significant differences (p > 0.05). The following treatments were evaluated under field conditions
indicate
that
arefor
nofield
significant
differences
(p > control:
0.05). The
following treatments
evaluated
under field control:
conditions
(where
“fi”there
stands
conditions):
fi—healthy
non-inoculated
control ofwere
healthy
plants; fi—diseased
(where
“fi”
standswith
for field
conditions):
fi—healthy
control: non-inoculated
of healthy
plants;
control:
plants
infected
V. dahliae;
T1fi (fungicide):
Verticillium-infected
plants + control
application
of fungicide
infi—diseased
drench (benomyl
in rotation
T2fi
(pruning):Verticillium-infected
Verticillium-infected plants
plants +
+ application
sanitary pruning;
T3fi (solarization):
Verticil- in
plants
infectedwith
withazoxystrobin);
V. dahliae; T1fi
(fungicide):
of fungicide
in drench (benomyl
lium-infected
plants + solarization;
T4fi (Trichoderma-mycorrhiza-sucrose):
Verticillium-infected
+ soil inoculation
rotation
with azoxystrobin);
T2fi (pruning):
Verticillium-infected plants + sanitary
pruning; T3fi plants
(solarization):
Verticilliumwith Trichoderma sp. and R. fasciculatum; T5fi (organic matter): Verticillium-infected plants + application of compost; T6fi
infected plants + solarization; T4fi (Trichoderma-mycorrhiza-sucrose): Verticillium-infected plants + soil inoculation with
(drainage): Verticillium-infected plants + a drainage network around the base of the stem; T7fi (pruning-solarizationTrichoderma
sp. and R. fasciculatum; T5fi (organic
matter): Verticillium-infected
plantsplants
+ application
of compost;
T6fi (drainage):
Trichoderma-mycorrhiza-sucrose-organic
matter-drainage):
Verticillium-infected
+ integrated
management
proVerticillium-infected
plants
+
a
drainage
network
around
the
base
of
the
stem;
T7fi
(pruning-solarization-Trichodermaposal without fungicide consisting of simultaneous application of T2fi+T3fi+T4fi+T5fi+T6fi; and T8fi (fungicide-pruningmycorrhiza-sucrose-organic
matter-drainage): Verticillium-infected
plants
+ integrated management
proposal
without
solarization-Trichoderma-mycorrhiza-sucrose-organic
matter-drainage):
Verticillium-infected
plants + integrated
management proposal
with
consisting
of simultaneous
application
T1fi+T2fi+T3fi+T4fi+T5fi+T6fi.
fungicide
consisting
offungicide
simultaneous
application
of T2fi + T3fi
+ T4fi +ofT5fi
+ T6fi; and T8fi (fungicide-pruning-solarizationTrichoderma-mycorrhiza-sucrose-organic matter-drainage): Verticillium-infected plants + integrated management proposal
The highest
costs among
treatments
tested
for +V.T6fi.
dahliae management were idenwith fungicide consisting of simultaneous
application
of T1fi all
+ T2fi
+ T3fi + T4fi
+ T5fi
tified for the integrated management proposals T7fi and T8fi; however, these treatments
showed the best cost/benefit relationship (Table 1). Likewise, in the evaluated treat4.also
Discussion
ments, there were large differences in production and losses per year (Table 1). In percentAdequate programs of integrated management for Verticillium wilt in avocado are
age terms, the treatment with infected plants (Control +) presented a reduction of 212.9%
scarce
and not readily available [9,15]. Here, we identified treatments for avocado wilt
with respect to the non-diseased control (Control-), contrasting with the integrated mancaused
by proposal
V. dahliae,(T8fi),
which
reduced
disease,
the percentage of the high value “exagement
with
a reduction
of increased
18%.
tra” fruit category and showed a good cost/benefit relationship (Table 1). Integrated disease
management proposals T7fi (sanitary pruning, solarization, Trichoderma sp., R. fasciculatum,
a source of energy in the form of sucrose, compost, and drainage without fungicides)
and T8fi (same as T7fi, but including benomyl and azoxystrobin fungicides in rotation),
consisting of combined strategies, exhibited the best effect in controlling the wilt disease
caused by V. dahliae in avocado crops (Figures 4 and 5, and Table 1).
Individual control methods as fungicide applications, application of one biocontroller,
addition of organic matter or other amendments, usually reduce some level of disease.
However, when all those strategies are combined they can act in synergy reducing or
suppressing disease development to an effective threshold for farmers. Each strategy has
its own advantages and constraints (Figures 4 and 5).
Fungicide effectiveness in wilt control have been shown in other crops such as
Capsicum annuum L. cv. Soroksari, where benomyl application reduced Verticillium wilt
in 88.2 and 94.6% when applied after and before infection with the pathogen, respectively [32]. A negative side effect of benomyl application observed in the present work was
the reduction of other microorganisms that may be beneficial for avocado crops such as
Agronomy 2021, 11, 1932
12 of 16
Trichoderma sp. and R. fasciculatum (Figure S2). Similarly, the total number of fungi in soil
was reduced after several applications of metalxyl + mancozeb, for controlling P. cinnamomi
in avocado crops [16,17]. In addition, continuous application of chemical fungicides may
select resistant isolates in the pathogen population, causing ineffectiveness of the molecule,
as has been widely reported for benomyl [42]. Therefore, the use of chemical fungicides
may be useful as part of an integrated disease management program, but caution should
be taken to prevent aforementioned problems. As T7fi was effective to manage Verticillium
wilt disease, it should be preferred to T8fi because no fungicides are included in T7fi
(Figures 4 and 5).
The use of microorganisms such as Trichoderma sp. and mycorrhizas for the biological
control of diseases caused by Verticillium sp. have proven useful in several crops [21,22]. In
addition, mycorrhizas such as R. fasciculatum, have shown positive effects, improving the
nutritional status of the host plant, particularly the phosphorus uptake [19,20]. However,
despite the large amount of literature available about biological control agents against
Verticillium, few products effective at the field-level have been developed [1]. An apparent
antagonism between Trichoderma sp., and R. fasciculatum was identified in the present work.
Antagonism between Trichoderma spp. and mycorrhizas has been observed previously in
many plants, including avocado [43,44]. To lessen this problem, the addition of an energy
source readily available such as sucrose has been reported as having a positive effect in
reducing such antagonism [40]. Further research is required to solve this challenge.
Pruning may help in controlling disease by eliminating inoculum sources and by
stimulating regrowth of new disease-free tissues as observed in our research. Besides,
solarization reduced the inoculum amount in an apparent temperature-dependent manner
(Figure S1B). The temperature for controlling effectively Verticillium sp. has been reported
to be above 42 ◦ C [45]. This finding suggests that it is important to closely monitor
temperature during the solarization process and to measure viable pathogen populations,
looking for an adequate control of V. dahliae inoculum in soil, before plant establishment
in nursery or in field conditions. Solarization and heat treatments have been tested in the
management of Verticillium with encouraging results [5,10]; therefore, their effects should
not be neglected as a component of an integrated management of Verticillium wilt.
Although the drainage itself did not show a clear effect on disease management, its
implementation in avocado crops should not be ignored because plant roots are sensitive
to oxygen reduction and the water to air ratio and availability of oxygen significantly
influences growth and mineral nutrition of avocado plants [46]. In general, it is widely
accepted that hypoxia and anoxia are of high importance as abiotic causal agents of the
avocado wilt disease complex and the oxygen level in soil plays an important role in the
dynamics of populations of pathogenic/beneficial microorganisms in the soil profile [16,17].
Specifically, severity of root rot caused by P. cinnamomi is increased under soil flooding/low
oxygen conditions [17]. However, it was observed that viable Verticillium microsclerotia
was reduced in soil under flooding conditions and severity of Verticillium disease was
increased under non-flooding conditions compared to flooding conditions [47], suggesting
an additional role of other factors such as edaphoclimatic conditions and the plant genotype
on the infection outcome. Therefore, as avocado production may be significantly affected by
poor soil oxygen availability, much more research is needed to make accurate conclusions
about the relationship between avocado, soil oxygen levels and management of Verticillium
wilt. Climate change is expected to strongly influence plant diseases; therefore, further
research using precise measurements of available contents of water and oxygen using
different drainage methods and edaphoclimatic conditions is a necessary step towards
clarification of the role of air–water ratio in the Verticillium avocado wilt disease.
Organic matter is crucial for good soil health, and its beneficial effects for avocado and
others crops have been widely reported [6,14,48]. Some studied effects include increase in
beneficial microbe populations, reduction of pathogenic microbe populations and disease
incidence and severity, in addition to reduction of the stress caused by climate change
and many others [6,14,47]. Currently, the addition of green compost from agricultural
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and industrial waste is reported as one of the most viable economic and environmental
alternatives for increasing the beneficial microbiota in soils [25,26]. The addition of different
sources of organic matter reduced disease severity caused by Verticillium spp. in several
crops [23–26,48]. It has been shown that the addition of green compost to soils with high
inoculum pressure of soilborne pathogens generates a suppression effect, becoming an
excellent strategy to incorporate into an integrated plant management, which include
fungi genus Verticillium [25,26]. However, organic amendments significantly varied in type,
source, chemical components, crop yield, disease control and many other factors that may
affect results [1,25,26]. Even more, it has been found that in some cases, organic matter
reduce Phytophthora root rot, and in others may even increase disease severity [14,49].
Organic amendments are a valuable tool for Verticillium wilt control, but time consuming
and expensive efforts on research should be made to find appropriate combinations for
each specific planting sites and edaphoclimatic conditions where avocado orchards are
grown. However, they significantly reward the effort, as observed in the present research.
Each individual control strategy has shown some extent of effective reduction of
Verticilium wilt in several crop systems [1]. Integrated management systems, which include
several strategies have been implemented for crops as potato, olive, lettuce, cotton and
others [1,2,5]. In avocado, research about integrated management of Verticillium is limited
compared to other pathogens such as P. cinnamomi [14,31]. The integrated management
proposed in the present research proved to be effective in the conditions performed;
however, results may vary from location to location due to factors already mentioned, so it
is important to make local adaptations to each specific condition because the benefit may
exceed the investment on research. Other emerging strategies for Verticillium control as
new sources of plant resistance, disinfectants, heat treatments, ways of biological control
delivery, and others, may be implemented as they are developed, together with our
proposal of integrated management of Verticillium wilt [7,10,23].
Integrated management practices proposed in T7fi and T8fi are economically viable,
showing a good cost/benefit relationship, where the increase in the production of fruit in
the extra quality category plays an important role because of its high price in the market
that compensates and overcomes a lower net production. These results indicate that
implementation of an appropriate integrated management for this disease may increase
the profit of the avocado plantation. As mentioned above, T7fi should be preferred to
T8fi where possible because T7fi does not include fungicides of chemical synthesis. Even
more, a similar approach has proved to be effective for the control of P. cinnamomi [14],
suggesting that it is possible to design a combined strategy against the two most important
pathogens causing avocado wilt.
5. Conclusions
The avocado wilt disease caused by V. dahliae is economically important in Colombian
conditions. Integrated management may reduce the negative effects and economic losses
caused by this pathogen by increasing the quality of fruits that get the higher prices.
No single control method for Verticillium is completely effective, so implementation of
several compatible strategies adapted to each local condition, together with a careful
economic analysis, should be performed to satisfactorily manage this disease while keeping
reasonable profits. The present work is an important contribution to the avocado industry
because wilt symptoms caused by V. dahliae are easily confused with those caused by other
causal agents, inducing erroneous diagnostics and implementation of ineffective control
methods that may induce an increase in costs of production and even larger losses.
Supplementary Materials: The following are available online at https://www.mdpi.com/article/
10.3390/agronomy11101932/s1, Table S1: Edaphic variables of the soil in the crop plot and laboratory tests, Table S2: Description of experiments under net-house conditions, Table S3: Supporting
information 65. Description of experiments under field conditions, Figure S1: (A): climatic conditions
in the plots evaluated during the years 2012–2014. (B): dynamics of temperature associated with
Agronomy 2021, 11, 1932
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solarization under net-house and field conditions, Figure S2: Effect of application of fungicides to soil
in microbial beneficial populations, Figure S3: Scheme of drainage treatment under field conditions.
Author Contributions: Conceptualization, J.G.R.-G. and J.G.M.-O.; formal analysis, J.G.R.-G.; investigation, J.G.R.-G. and J.G.M.-O.; writing—original draft preparation, J.G.M.-O. and J.G.R.-G.;
writing—review and editing, J.G.R.-G. and J.G.M.-O.; supervision, J.G.R.-G. and J.G.M.-O. All authors
have read and agreed to the published version of the manuscript.
Funding: This research received no external funding.
Institutional Review Board Statement: Not applicable, our study did not involve humans or animals.
Informed Consent Statement: Not applicable, our study did not involve humans.
Data Availability Statement: The data that support the findings of this study are available from the
corresponding author upon reasonable request.
Acknowledgments: To “Universidad Nacional de Colombia sede Medellín” that provided partial
funding, and Colciencias that provided the Ph. D. scholarship funding of J.G.R.-M. We are grateful
with avocado producers for valuable information and help during research, Guillermo Noreña
in North region, and Fernando Gomez in East region of Antioquia, Colombia. All authors have
approved the final article. This research did not receive any specific grant from funding agencies in
the public, commercial, or not-for-profit sectors. The funding source had no involvement in study
design; in the collection, analysis and interpretation of data; in the writing of the report; and in the
decision to submit the article for publication.
Conflicts of Interest: The authors declare no conflict of interest.
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